{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PKXjV0eXpK18"
      },
      "source": [
        "# 2장. 지도 학습"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ahUL9-LepK2B"
      },
      "source": [
        "*아래 링크를 통해 이 노트북을 주피터 노트북 뷰어(nbviewer.org)로 보거나 구글 코랩(colab.research.google.com)에서 실행할 수 있습니다.*\n",
        "\n",
        "<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
        "  <td>\n",
        "    <a target=\"_blank\" href=\"https://nbviewer.org/github/rickiepark/intro_ml_with_python_2nd_revised/blob/main/02-supervised-learning.ipynb\"><img src=\"https://jupyter.org/assets/share.png\" width=\"60\" />주피터 노트북 뷰어로 보기</a>\n",
        "  </td>\n",
        "  <td>\n",
        "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/intro_ml_with_python_2nd_revised/blob/main/02-supervised-learning.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩(Colab)에서 실행하기</a>\n",
        "  </td>\n",
        "</table>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qOk3yaX3pK2C"
      },
      "source": [
        "이 노트북은 맷플롯립 그래프에 한글을 쓰기 위해 나눔 폰트를 사용합니다. 코랩의 경우 다음 셀에서 나눔 폰트를 직접 설치합니다."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "mft63Hy1pK2C",
        "outputId": "93c5eb5e-e80d-456f-d582-bfabe577589a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m10.8/10.8 MB\u001b[0m \u001b[31m61.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hdebconf: unable to initialize frontend: Dialog\n",
            "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 78, <> line 1.)\n",
            "debconf: falling back to frontend: Readline\n",
            "debconf: unable to initialize frontend: Readline\n",
            "debconf: (This frontend requires a controlling tty.)\n",
            "debconf: falling back to frontend: Teletype\n",
            "dpkg-preconfigure: unable to re-open stdin: \n",
            "Selecting previously unselected package fonts-nanum.\n",
            "(Reading database ... 120829 files and directories currently installed.)\n",
            "Preparing to unpack .../fonts-nanum_20200506-1_all.deb ...\n",
            "Unpacking fonts-nanum (20200506-1) ...\n",
            "Setting up fonts-nanum (20200506-1) ...\n",
            "Processing triggers for fontconfig (2.13.1-4.2ubuntu5) ...\n"
          ]
        }
      ],
      "source": [
        "# 노트북이 코랩에서 실행 중인지 체크합니다.\n",
        "import os\n",
        "import sys\n",
        "if 'google.colab' in sys.modules and not os.path.isdir('mglearn'):\n",
        "    # 사이킷런 최신 버전을 설치합니다.\n",
        "    !pip install -q --upgrade scikit-learn\n",
        "    # mglearn을 다운받고 압축을 풉니다.\n",
        "    !wget -q -O mglearn.tar.gz https://bit.ly/mglearn-tar-gz\n",
        "    !tar -xzf mglearn.tar.gz\n",
        "    !wget -q -O data.tar.gz https://bit.ly/data-tar-gz\n",
        "    !tar -xzf data.tar.gz\n",
        "    # 나눔 폰트를 설치합니다.\n",
        "    !sudo apt-get -qq -y install fonts-nanum\n",
        "    import matplotlib.font_manager as fm\n",
        "    font_files = fm.findSystemFonts(fontpaths=['/usr/share/fonts/truetype/nanum'])\n",
        "    for fpath in font_files:\n",
        "        fm.fontManager.addfont(fpath)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "hide_input": false,
        "scrolled": true,
        "id": "FyNjH-_qpK2E"
      },
      "outputs": [],
      "source": [
        "import sklearn\n",
        "from preamble import *\n",
        "import matplotlib\n",
        "\n",
        "# 나눔 폰트를 사용합니다.\n",
        "matplotlib.rc('font', family='NanumBarunGothic')\n",
        "matplotlib.rcParams['axes.unicode_minus'] = False\n",
        "\n",
        "# 코랩에서 넘파이 경고를 나타내지 않기 위해\n",
        "import sys\n",
        "if 'google.colab' in sys.modules:\n",
        "    import warnings\n",
        "    warnings.filterwarnings(\"ignore\", category=np.VisibleDeprecationWarning)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lYp1gENSpK2F"
      },
      "source": [
        "## 2.1 분류와 회귀\n",
        "## 2.2 일반화, 과대적합, 과소적합\n",
        "### 2.2.1 모델 복잡도와 데이터셋 사이즈의 관계"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oSc7c2UnpK2F"
      },
      "source": [
        "## 2.3 지도 학습 알고리즘"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "caption": "Forge dataset",
        "label": "forge_scatter",
        "id": "dOyiX2QZpK2F",
        "outputId": "8fb5e88a-4aa9-4e83-ef79-2e0f68ed511d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 466
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "X.shape: (26, 2)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# 데이터셋을 만듭니다\n",
        "X, y = mglearn.datasets.make_forge()\n",
        "# 산점도를 그립니다\n",
        "mglearn.discrete_scatter(X[:, 0], X[:, 1], y)\n",
        "plt.legend([\"클래스 0\", \"클래스 1\"], loc=4)\n",
        "plt.xlabel(\"첫 번째 특성\")\n",
        "plt.ylabel(\"두 번째 특성\")\n",
        "print(\"X.shape:\", X.shape)\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "YTdhyBIqpK2H",
        "outputId": "70478430-00c8-4937-9bc7-ff5ad56beec0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 454
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "X, y = mglearn.datasets.make_wave(n_samples=40)\n",
        "plt.plot(X, y, 'o')\n",
        "plt.ylim(-3, 3)\n",
        "plt.xlabel(\"특성\")\n",
        "plt.ylabel(\"타깃\")\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "WJUpJ5UGpK2I",
        "outputId": "b34ec561-0fd0-4eee-cd45-cdf9933eeb4d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "cancer.keys():\n",
            " dict_keys(['data', 'target', 'frame', 'target_names', 'DESCR', 'feature_names', 'filename', 'data_module'])\n"
          ]
        }
      ],
      "source": [
        "from sklearn.datasets import load_breast_cancer\n",
        "cancer = load_breast_cancer()\n",
        "print(\"cancer.keys():\\n\", cancer.keys())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Yk8W3ydGpK2I",
        "outputId": "9af96289-86bc-493a-86e9-b50c91aa95ee",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "유방암 데이터의 형태: (569, 30)\n"
          ]
        }
      ],
      "source": [
        "print(\"유방암 데이터의 형태:\", cancer.data.shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Sdo-LoT2pK2J",
        "outputId": "b3726e7c-e7dd-4563-d808-02db44f3ea10",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "클래스별 샘플 갯수:\n",
            " {'malignant': 212, 'benign': 357}\n"
          ]
        }
      ],
      "source": [
        "print(\"클래스별 샘플 갯수:\\n\",\n",
        "      {n: v for n, v in zip(cancer.target_names, np.bincount(cancer.target))})"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "jxp704E3pK2J",
        "outputId": "65b9eed2-c620-4501-b754-ff4aa6e0d11d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "특성 이름:\n",
            " ['mean radius' 'mean texture' 'mean perimeter' 'mean area'\n",
            " 'mean smoothness' 'mean compactness' 'mean concavity'\n",
            " 'mean concave points' 'mean symmetry' 'mean fractal dimension'\n",
            " 'radius error' 'texture error' 'perimeter error' 'area error'\n",
            " 'smoothness error' 'compactness error' 'concavity error'\n",
            " 'concave points error' 'symmetry error' 'fractal dimension error'\n",
            " 'worst radius' 'worst texture' 'worst perimeter' 'worst area'\n",
            " 'worst smoothness' 'worst compactness' 'worst concavity'\n",
            " 'worst concave points' 'worst symmetry' 'worst fractal dimension']\n"
          ]
        }
      ],
      "source": [
        "print(\"특성 이름:\\n\", cancer.feature_names)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "LMCBvBk5pK2J",
        "outputId": "45135e8f-f06d-49db-9775-de46f1c46fa0",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "데이터의 형태: (506, 13)\n"
          ]
        }
      ],
      "source": [
        "# 보스턴 주택 데이터셋이 1.2 버전에서 삭제되므로 다음과 같이 코드를 수정합니다.\n",
        "data_url = \"http://lib.stat.cmu.edu/datasets/boston\"\n",
        "raw_df = pd.read_csv(data_url, sep=\"\\s+\", skiprows=22, header=None)\n",
        "data = np.hstack([raw_df.values[::2, :], raw_df.values[1::2, :2]])\n",
        "target = raw_df.values[1::2, 2]\n",
        "print(\"데이터의 형태:\", data.shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "BifOpvmApK2K",
        "outputId": "f99ebdb5-487b-4a2d-fae1-211b18d44a6b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "X.shape: (506, 104)\n"
          ]
        }
      ],
      "source": [
        "X, y = mglearn.datasets.load_extended_boston()\n",
        "print(\"X.shape:\", X.shape)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ia_kHTEHpK2K"
      },
      "source": [
        "### 2.3.2 k-최근접 이웃\n",
        "#### k-최근접 이웃 분류"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "hide_input": false,
        "id": "JOVn_ZaQpK2K",
        "outputId": "85a90ddd-ad56-43ea-c75c-9eca0f8588dc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "mglearn.plots.plot_knn_classification(n_neighbors=1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "hide_input": false,
        "id": "8sHTv9gEpK2L",
        "outputId": "1a190f06-d42f-4b46-e8c8-4b0b91fd18dc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "mglearn.plots.plot_knn_classification(n_neighbors=3)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Irh1kbmypK2L"
      },
      "outputs": [],
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "X, y = mglearn.datasets.make_forge()\n",
        "\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "G3ZcWFb3pK2L"
      },
      "outputs": [],
      "source": [
        "from sklearn.neighbors import KNeighborsClassifier\n",
        "clf = KNeighborsClassifier(n_neighbors=3)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ev5FNF3epK2M",
        "outputId": "4bf1d7b9-3be7-49db-dfed-20fe68abe29b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "KNeighborsClassifier(n_neighbors=3)"
            ],
            "text/html": [
              "<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KNeighborsClassifier(n_neighbors=3)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KNeighborsClassifier</label><div class=\"sk-toggleable__content\"><pre>KNeighborsClassifier(n_neighbors=3)</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ],
      "source": [
        "clf.fit(X_train, y_train)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "y9VUinYIpK2M",
        "outputId": "576f24c8-fbb3-4d79-e5fa-dd828d5d4e70",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "테스트 세트 예측: [1 0 1 0 1 0 0]\n"
          ]
        }
      ],
      "source": [
        "print(\"테스트 세트 예측:\", clf.predict(X_test))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "xyO4f_86pK2M",
        "outputId": "bf540c4b-74e1-4081-d6db-13845142882b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "테스트 세트 정확도: 0.86\n"
          ]
        }
      ],
      "source": [
        "print(\"테스트 세트 정확도: {:.2f}\".format(clf.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rHkmu04qpK2M"
      },
      "source": [
        "#### KNeighborsClassifier 분석"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "hide_input": false,
        "id": "RYAMkbiDpK2N",
        "outputId": "af7cb5c2-4c81-4004-bee3-5b4957734229",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 308
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x300 with 3 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "fig, axes = plt.subplots(1, 3, figsize=(10, 3))\n",
        "\n",
        "for n_neighbors, ax in zip([1, 3, 9], axes):\n",
        "    # fit 메소드는 self 오브젝트를 리턴합니다\n",
        "    # 그래서 객체 생성과 fit 메소드를 한 줄에 쓸 수 있습니다\n",
        "    clf = KNeighborsClassifier(n_neighbors=n_neighbors).fit(X, y)\n",
        "    mglearn.plots.plot_2d_separator(clf, X, fill=True, eps=0.5, ax=ax, alpha=.4)\n",
        "    mglearn.discrete_scatter(X[:, 0], X[:, 1], y, ax=ax)\n",
        "    ax.set_title(\"{} 이웃\".format(n_neighbors))\n",
        "    ax.set_xlabel(\"특성 0\")\n",
        "    ax.set_ylabel(\"특성 1\")\n",
        "axes[0].legend(loc=3)\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "p26qqxxEpK2N",
        "outputId": "5999f225-638a-4a2c-b946-78baec4b4535",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.datasets import load_breast_cancer\n",
        "\n",
        "cancer = load_breast_cancer()\n",
        "X_train, X_test, y_train, y_test = train_test_split(\n",
        "    cancer.data, cancer.target, stratify=cancer.target, random_state=66)\n",
        "\n",
        "training_accuracy = []\n",
        "test_accuracy = []\n",
        "# 1 에서 10 까지 n_neighbors 를 적용\n",
        "neighbors_settings = range(1, 11)\n",
        "\n",
        "for n_neighbors in neighbors_settings:\n",
        "    # 모델 생성\n",
        "    clf = KNeighborsClassifier(n_neighbors=n_neighbors)\n",
        "    clf.fit(X_train, y_train)\n",
        "    # 훈련 세트 정확도 저장\n",
        "    training_accuracy.append(clf.score(X_train, y_train))\n",
        "    # 일반화 정확도 저장\n",
        "    test_accuracy.append(clf.score(X_test, y_test))\n",
        "\n",
        "plt.plot(neighbors_settings, training_accuracy, label=\"훈련 정확도\")\n",
        "plt.plot(neighbors_settings, test_accuracy, label=\"테스트 정확도\")\n",
        "plt.ylabel(\"정확도\")\n",
        "plt.xlabel(\"n_neighbors\")\n",
        "plt.legend()\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wKJTyy2fpK2N"
      },
      "source": [
        "#### k-최근접 이웃 회귀"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "hide_input": false,
        "id": "4NgEmaxtpK2N",
        "outputId": "1217a242-9292-465b-df03-3bd5f8930659",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 578
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "mglearn.plots.plot_knn_regression(n_neighbors=1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "hide_input": false,
        "id": "05iVsh7ppK2O",
        "outputId": "80c35c0b-e404-4595-f006-73b981c89c9d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 578
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "mglearn.plots.plot_knn_regression(n_neighbors=3)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "1lOAZt0hpK2O",
        "outputId": "f5f2c56b-0470-48c7-da29-e8a3355b3341",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "KNeighborsRegressor(n_neighbors=3)"
            ],
            "text/html": [
              "<style>#sk-container-id-2 {color: black;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KNeighborsRegressor(n_neighbors=3)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KNeighborsRegressor</label><div class=\"sk-toggleable__content\"><pre>KNeighborsRegressor(n_neighbors=3)</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ],
      "source": [
        "from sklearn.neighbors import KNeighborsRegressor\n",
        "\n",
        "X, y = mglearn.datasets.make_wave(n_samples=40)\n",
        "\n",
        "# wave 데이터셋을 훈련 세트와 테스트 세트로 나눕니다\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n",
        "\n",
        "# 이웃의 수를 3으로 하여 모델의 객체를 만듭니다\n",
        "reg = KNeighborsRegressor(n_neighbors=3)\n",
        "# 훈련 데이터와 타깃을 사용하여 모델을 학습시킵니다\n",
        "reg.fit(X_train, y_train)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "kXzYFlLxpK2O",
        "outputId": "f62afcf5-4d0a-4a0f-c305-4f9f911547b2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "테스트 세트 예측:\n",
            " [-0.054  0.357  1.137 -1.894 -1.139 -1.631  0.357  0.912 -0.447 -1.139]\n"
          ]
        }
      ],
      "source": [
        "print(\"테스트 세트 예측:\\n\", reg.predict(X_test))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "4OC3Ud7cpK2O",
        "outputId": "9480e063-f25d-4dc6-9377-125811b641f2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "테스트 세트 R^2: 0.83\n"
          ]
        }
      ],
      "source": [
        "print(\"테스트 세트 R^2: {:.2f}\".format(reg.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qr8lQSSzpK2P"
      },
      "source": [
        "#### KNeighborsRegressor 분석"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Mvgk5--VpK2P",
        "outputId": "8974ab98-cc5f-497c-b122-afdf01b6ecd4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 346
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x400 with 3 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+CmVuZG9iago4IDAgb2JqCjw8IC9Gb250IDMgMCBSIC9YT2JqZWN0IDcgMCBSIC9FeHRHU3RhdGUgNCAwIFIgL1BhdHRlcm4gNSAwIFIKL1NoYWRpbmcgNiAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0gPj4KZW5kb2JqCjExIDAgb2JqCjw8IC9UeXBlIC9QYWdlIC9QYXJlbnQgMiAwIFIgL1Jlc291cmNlcyA4IDAgUgovTWVkaWFCb3ggWyAwIDAgODg0LjYzNDM3NSAyODMuNjQ0Mzc1IF0gL0NvbnRlbnRzIDkgMCBSIC9Bbm5vdHMgMTAgMCBSID4+CmVuZG9iago5IDAgb2JqCjw8IC9MZW5ndGggMTIgMCBSIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nO2cTa8jx3WG9/wVXCaL21PfH9lZcTKAgQQYWYAXQRbGWJYl3JEhOY7/fp63yHtZ1d3sJnmlWIBHwEjDV8XqU6fO9znsd7/++n+//fj1l++/OP7rbw/vLp8+/uVgj9/x55ujOX7Hn78d7fE9f745GD59OpQSpuSDz5GPz/1HV/yUQvvrM4uHj386HP54ePcrtvkLX3t/OAQzhdPXfJ18TC6ytytpStaUkC7oc4+6ZCdrT/Blhx49P8idHvQNhHOIqXAMHivkEO2UXHB2eHIHxqmcH3z4Aj787fAD/zbHJ8NeIU65JlNqzM4dXZhiNVr78dPhi68O7/7dHq05fvXHxqqv/nD4r+M/Pfl/Pv738avfHP7tq8OHQ6MEnk3V+VR6Ai7Y1vNhqakxxlCsK7c93y2fb12anPM2DCzo0S0arDOTr9E4Y6KPtxFhV4hIfoqOqxtouICbJCQzcQsx5FyDvYkEs6SAA0zFOZPTIIMduklDzVM1xVhvfLjtLla44HyZLGIXBjb06BYNjv8LpSEXl2O4iYYVceC7E6JvzMiHDt2kIbspmlSDjzbdRMKgET1HI6bEmOyj061aMxn7uhGLfzgKOWqj1798/HTkEU//+fvv//rpi9//+Nfv3//5f/707cenj9/+wVu06dd/Pn5YfBFVs7UWV61x23ugD/W0xwuzLlYn24lHOO7+08Gnqc7RVWbZKeeiU6XMPnwlFhfu1d8LDdbmKeVYch6I6OBtKqz1GDRvUrDW3anAHRUpTMbHaOJIxQVeFxxuW5IibbbRJexfrXfqcOcEbDNL1vuBiA7eJMKZNEXrPP8t+T4d7miIaUIRM/ZroOECb9MQ3VSyraHUvCkUbtQgbfKk7WyYamqaaoPksD39Yf0xxb9Vf5Ax/6I/PxxXfL4LabI5hWxiKXhUiWY6/vj18XfH74/u+Bv+/O384PTyTz58+f44hiyd/65+ch4r4riChHkssDN06LNQ5EFiaYObTIzVJcGVR9e6AGv11dljLRAfI/bg+ZALK0rKc9AVpJjrsnYiRGgGk/AIf+1ymKO4Loe0h8oOJ9tKCGA90UWegT7x9yKL4T3fEllVPiqXmEfUQpYtuRyJmEIOLgWhYbKl2FTnaMDF1EZW8MUWsQafRmxBdLGAc3a4fPGxEItFPc6ajF/gQssMhjsZARYr4Ym3eja45XyxcMIl7rGCNmMJ8Kn4f3vCuRCX5AQXOOEH4gMO/xGfIsVS/JIyu+UlLr6bEx5jQc+Fe66GzWxc4vig6kUnYhOTje25yEXMyF9Y4gU3WU77ICxZxt9GiTL/Lgu4FkQGWAe3KTYisYEGBpcljOx4Ay9rYhNfmgiLIVAic7nAC2qJJ0aUJjxAbdvkPDk0ti7QiM21YnCcUoR5DS/4e7hWFnjCnqeMGMiqBh4T3BnPpqDFS7x6ielpn8z/aCyAYjxUEgvmuA9AkEnwUWBGkz5uDoagbit4DI5rzQQOeLTaUOumhMFvq2c4ZgvDdVSIh3OKToqAi4dlSbI1w9EbZ/i748rMWR0VcZmKWC5QzwPEMUxCxWQU+RuEmnDIl+SXeLGZ3IkQzk/eoJbtmURA3A6SuoCLtaaeI74aTJbkOaJlRKDiK2Z4mDgPrgAWYGkRCFManhRSWe+WOLmHxVY7E8TrahuZlxDwJvzw28OH4/1mfm7ejz+Sex6+W+Jfvl9be3alp7ygSSKmBZttO9XAMcTmp/7D4I5e1yN9BQHl4JH4QOFncBjTXMLa6if0XXbfYOQRKT66Fq8SRFlYsfyCnDDXA3uKTCNijkHjA1vYsPYA6PFshjVHxI9PXnEaQowpsyvLPSFkwtxxfVrt2BweOzZ3K6sLsg0rEqmNz0cSDG5DZjGEvHpWTDRmpFpX5VWfiGa8LE6AAXXlC5ivQsCRfCZNRwCw2zjkWNa4niQVcJGl7igeVeRDLndt9VPJE5KWtahClyVOCyReUJ7WCHmS/qOiHteEhXkKODrCcUJcpUgrfMGqu5y9U1Z9rApFZYJQw7UrfcpIGA9OmDiS36foMWUem4EFWeM6N4e0RvgWiOua4yuYAkQHL7tKPZ4IzapJ+RQfcRbVI57OrB8WPXay+AFRQCYJATgstgVHu0oPZsiZEnBwsrNe0UM0kJRR/rX9cV0kuZwPLwA3T46YMMdgRq6IfOKOAq6s5iN3h5t0RjxaZacYQizmgkEPpVNe/CJMSMXkVZXF5BkuNBNHpGM0U82EzL6aVfILCqudUFCH8DiMd4Gz+F+7JvVJNhofWmrFkGYZ9RKCCVC1tjtPJyzyxCgytU9E+SnxySk2XNNXSI+Zk2UlW1Io34wDR1lZrYgVW+nwHigcMQw3rIfVVb4/Re2GpnI+3CpCbGo1KPAq4URQSLnHW1SE8gmnjZxiagKu/8pBLTKMoxYtT85NARElIHMD6R8eMv+yHeQJ6DT22h76D80THL+bLRk/fPl+Z4feP1jZEqStIgDEB4UkCbELjjTlfGO2PzjKy0bYHvQX4c+TrTFgS7jkldXYVCQHG4hT5JOiSKuiiJzscjWiTxBvsFEke06fDbcCtwrq/yL64zc8qayCD0WnuBPVfhR1+FDtGjlJAXysGdOXjtCeCV5NwD2uLMZu4ARxEEUhR3KclLiTkLiurSZ9CRJNPH/OIqRknwmYc1g9aCsYim0EtYibqrVSMALPtHpO4kbdinKw4Ju0Emwn8bVn+0nalCOa1xrvmBWu1pjXy8aELmvF50/Xis+sv6OCPay+bLO1u2nnOtWvbcuBvxkK0TKs8PRUKsOVnr/b1QzcrHBxPBcNLv8TW52JTwggkanXhct1RMJoe1Vg5N3GOok8FoVM0YfLun/BHBmzXK3Q3xCm4Ud9fGBXhCpe6iCnGoV7LVKQqk6JZDNjFGveqfIlP1Q6+l0ku0UGoCos394m5nptG9wa4TteXTHaHjWuXNtGwQyHCjmr5rBdvvHXqYlxQnNrIKUPO9tgNa5So6xZcRnZbLY7h/LXWdxCGPJjZb8723jjrm6Dr6/KbKOEaoeacJ03Sv9tIU/DlmNvdkrM2LNr+3BXWFM0JpHTPs4dMpdJYQJWXyWpvZJ3vrqPghvOZRU9lTfQk6VYmYxGQebj12WrvIKVaru0R8/rfX04vPuVV2/vtUGJ3T+1Jw8hv5pYQ3BVEPHWU4pZld0BVR2GSBwH532PK8M7ryVSwLwG12PlZd3HwwUlbXyx2x1IhkyUQbbfPyim89ILTa/Qx57+V/T5oNDJ6NI6NMTLytcH9WC4bHpBL+Q/D/DrSbtHXViyytWP6rN+8dJnlQ+Wn1qr1R4XtdpW3DxtGFRANOcO7BrcCrBr8OAhL73dzkPmC91ooo+rTSniQSwP0XshlFr4oPtr5haBfnPNPKYrdXd8kUJ2cucYdn2RM1c2aXWoStiZds0ATv+1+zW/1x9fBgRuK9J01+tbeNfu/CKFkNVAbtyvgE3cXvv5m7fNl1SsvvOuL+vmDDqte/ewTMwd8UMyMfPCD8kEgvUTyMQsVrps4nM7jmsGYsdNmbC+R7SnOnVyYY8l19tTqpnbcygQdljS9ae2kswb89DD1g69CrQadfvrp0HezQv8POhGB9+hCNaTZ3UtwE7E1Y8k9SdtM1dC759HFWbx0iOqMI9NLnvMFfyOQOkhVbiuT7erwnV1whnrNCZkkrxH9ekOVdjQp6q+ZFH6bXaO0+vTedqrnyQzL6Ga10hJSEhDP4NV3GTGiaDnDuwT5Mv375v98sQQxkdV97oH9+jWqIsnYSZcUqyUy21jR2vjX74EFevCOH7Vo5tEZLIuVTSrWr0Pz4AFZzW3V4e5ow7cnIJTxcekXAJW5Laxo9UBEiLjuqzPdOj2KF5CMIxvUfRjA2Chqu8F44fnX8DNx1c/cQeZf4K5be5phQXR+4k/ssK9InToFg3R4xhsdcHVYv2j418xm9YFy4Mo9OgmDeoIIIimtPb8W+a/QjxPfP0yJ78uNmeY/PJu8jN0VW3xTmoElpoNUfVbxr8uhIzjX6+U7Ix/zUh5ywxYR8owA3YhZXsGzDvPtagdeiLlDZNgnUsYJsFeSdmZBJuR8oZ5sI6SYR7sQsn2PNickrdOhXkdPGf/ct+/vNEwFfJfuOZPVN49IXbYrjr0Tl6zTSQYGvfRmJ4iPmPsgBNiEPY4G8xJnUJSJ06wGrpZc15LvBKolDZmFQthv2+wwjiN6M5giJEElGNuU9emanDDF1111bjPCBPJG8W9mI0cFNM3NKkQl9ISVmcFB1Y0BZX0bMF1KqhVnMGVawu5Igw1Ty7m4kODq9qshUigh4MGZNRudu3whUyjjXAF4yeXosLuBc4mzsFEL2ptaCNZcBWuYP/qHI+wJXtNaqkh5U+7kP9Eqxb+AkaoizvNdcGrkNsmzk3cMnc9x70aZiaeJk7biFrDfZlKCbHVSMGTJsIEE/YaDRG0cS9PMG813haCyhfZtknBGR5xW64RaTQWV1qhLagrqNUjzEmRLs1eRU3audzG8gL2EmdadagR19wRd3wakiOBrCc8a5IoxuzmOGEzt119G0EoBQt8wv2UjIzBEi84BtmHYlTWh13CkY8AOXUFJ3XRJBHCicpqokVw40jMSziqn8dDNVxZTzOICrUqnyQ2I46D4pE8SdtwOt0TlpvA0Gqac0ADLqM5GBU4k0MhXcMxICZXjVjNcU1TaL3FDHOGouuLTjEtwWee4wozSzIF04Oaabqm4dx9RN+9W+KZh0XhTo/KvuUxiEewQTOUCzx5UjziN8Jq0tfmFaKmBzWf5WYwbLJ67qkai54lqXEXrd2Enye1HrK58+re4c5K4KUdH9RnRpE4XIir01rurmmtYfUt01rDF26Y1hofsDutNSzfndYaVu9Oa83Ouj+tNXxhe1pr5PretNZIyf601ozy3WmtkS9701rj7vvTWqMI7E9rzajfm9aaLd+f1hrp2Z3Wmu2/P621EPntaa2lmO1Na43CszOtNZOd3WmtcfO9aa1x9/1prVFf96a1htW701ozWrantWZc353WWhx0Z1rLXeZnHnIBY237Zx3ZChgILKpGyqNmjVZGtvxdI1vD6t2RLT+T//2RrfEbuyNbIzk7I1vD4t2RrWH13sjW7KD7I1vjF3ZHtvxtI1urheH1ai8xzErF+NOVijGrby86D4v7ea2re++Ma/lATtJ+cXfLqJb/+41q6XdFP8eoVvGfR7U+j2q9bPN5VOsfZFTregcwoWbSQjNY43JpX3fmuEN7s9ttcV8XkLyR+CzLbXbP7tGtjkdSxUqBSmnFhQebgEQopCZZiUJPQ4du0pC9Cq2kBs6F27pPa52ErHl4lQQGRvToFhFZ5VJi0FDJH298G8ZKuZxE71wX72m4gJsknGpkhsC+lcof6wNiicivNUIzkNChmzSUorAxoqvw4dFOYNHgQYg4rl4dLuDmW0FUo/KKQZN+BvpgH7DoV4AhyMP3JHToJg2kel6/WHTth65v6QNmDSc6/U751K/4RXYDO+PTtwOTaoFzeFWDW+GDaDoEa8ub+oEdKUNDsKNlpyM4I+YtHcGemL4l2BOz3RPEsHL9tb3apf14+vGeYO8h+qZgR8xOV3BGzBu6gj0tfVuwp2W7Lzin5a19QSxby35fbv2X2Re88K1R+ZP3BTu3X8NUTbYnRS54FgI5LPoFfm5wUtJ9KhAbhZ+24Z7HcI9+iYvFqiYa/TWe+m6ID6eyClsXuKZq1P+x6jS2lwBpDBoOGtN+wj/iVaUTY07tyJraexeeD9moL+RdXODqC2XSFuv0UgKCGAl+tiqOqdGzxLk2DEJ7cwDpvGv2P2MhUtF7KZY4V6xfuas5ZjFnUV2X7FSeqPqF+QIPzlu9HgNxbolre65rEXlQZ2jESYeI5NVQjDJpJbYuSlZd2rpa4hznuT6r26N2APFEPsEYOKLiaBdwRURbM03TWA5ta3hQA92d5xkGHLPp/NmmOTUXhLNn8QoGRri940GvDRHMguptg/0UFEz6JZ6CN+KB+pgkm6czEfsFQnE1rOd4xkiGU2cvItin15J4NbZa1WfERZqGQI56UQP5vWmtoVxVqqgS5BH2BHsYB9vwQiqZSsPb/I/ViytGvEzck2tvrsiT2q4tlLexSZe1C1h1ZHXT1AMOrjW+iyWwSST1fgE78hrNnhm9YSG1900UvTjjVC2bw9EVGR5tolSx8beLbG7Czz2zh+zRT9czy/rlCAqT9Aabuto0C3c1zcJY+Ntvmg1fuKFpNj5gt2k2LN9tmg2rd5tms7PuN82GL2w3zUau7zXNRkr2m2YzynebZiNf9ppm4+77TbNRBPabZjPq95pms+X7TbORnt2m2Wz//abZQuS3m2ZLMdtrmo3Cs9M0m8nObtNs3HyvaTbuvt80G/V1r2k2rN5tms1o2W6azbi+2zRbHHSnaRYuHYyHfMD/Y9Ms681ceEhuOek1VitNs3hX02xYvds0izP532+ajd/YbZqN5Ow0zYbFu02zYfVe02x20P2m2fiF3aZZvK1ptl5LvVIeJYxZq7J+ulZlZf09tdpxed87u77/TvOMAFAxzus87A0dtPr37KDllf7d2zto6fPLDj530F63+dxB+4fooH04/B/DIc/TCmVuZHN0cmVhbQplbmRvYmoKMTIgMCBvYmoKNDk1NwplbmRvYmoKMTAgMCBvYmoKWyBdCmVuZG9iagoyMyAwIG9iago8PCAvTGVuZ3RoIDE4IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDMyMlEwgMMUQ640AB2lA04KZW5kc3RyZWFtCmVuZG9iagoyNCAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCAzNzEKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRZJLjtwwDET3OgUvIMD8Sj5PA8EsPPff5lFOI4uGyi6TLD71CDOpuuV3+G61xKPPEr/e8zOsXmXm59Tt/5x9H/G0WHEhLOKr7uso9/We+3U+I/x1Yr1OWnIaTppKkSOvLWUlsUtytRMVkrolPCXI6zeaus/w6t4qrkl2FSsn++rcytNy0TSxKNmbFeqUiN1KRiL2p+o0tM1iIZ7epTw58QwgcdH4UkZ3U/cgAG4pMRnVcU/4AFhu1tIivMsX7Wf8jLpZEe93LKK2eo5S/Oe4/9Xr/hwYGklNpsrtkvwC4kHSDrkYPxmyKmXGkg2bSSwcuE31XnHZQuqSWpdMOhTxZu6mzb1Ogiau3sCmVVdHNCj2pj3vnZkzG7WRbsLMvNvDW1e8cz5DqZg0fIZCZyZfgX82avTUHmjcAMT50jh4HecC1xayBYhvUmhvd3hCWrn24C9lzZ8rtOjFkz9Nq2ekE5UbTCp0pXyZNfM/fwH8tYkkCmVuZHN0cmVhbQplbmRvYmoKMjUgMCBvYmoKPDwgL0xlbmd0aCA1NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwztTBWMFCwMFQwNrJQMDUwUjAxMFZIMeSCMXPBLJBkDhdUFZgBksuBq8rhyuBKAwAUbw5hCmVuZHN0cmVhbQplbmRvYmoKMjYgMCBvYmoKPDwgL0xlbmd0aCAxMjQgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicLU45DgQhDOvzCn8ACZMhhPfMaLXN/r/dJEyDI3yOvdBhA212cDtc8VCoPa+fcNZBMywD14ZduIWbmCyDzgJafTvaQLKNXvKmTCL87YqciKsmPRgMz7W1BM7XYV4RuWzkW/mBURdUdIeypoQxl/HsPLtv+crnD0OUKEAKZW5kc3RyZWFtCmVuZG9iagoyNyAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCAxODgKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTZDBDsMwCEPv+Qp+oBIGUpLvqTTt0P3/dSbr1J54krGJ03LussFNPi2hPzwX5tAi6jdd8rt1pGQqXbvaonPRBp3Ekh/oOUhuT4rul3rTL+fd9hBoVnhIKsoxn7TTfzZ0PAijVIxxkUUsMj4bI8TDBNPkaM4dU5Wg17TucyKoFCHqNRFM9MEdutwluA+b5WYDWBfvzDeIOxWMUrSTQiwnp4mxF/iRRzNegtZVrGLIXPP4N63Sry+m5EssCmVuZHN0cmVhbQplbmRvYmoKMjggMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggMjI1Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2QS46EIQiE956CC3QiL9HzdDL5F/b9t1Po9OiKzxQUlCUGqSt9CiDUaRardlFrBuLmF5mkKrV9qckiZUPtpK2SqdEbDugxvAxTBg5Ul1RA2iW3OE6Ivvo04MBwCEaPjgavwEtQjdTSO6dVFGcPkgHVgwT96g5FsCkDCe9gPPb7Xf6SzvKUjmBpgdTCi+ai6BWU6qGtPsURKKJipnFbNBdtPdVDjgizqOlNPb7qP20X3CNGLxaBubBvnAuZOW9DmItGXypflB+w7z1kaa61HnjZSC23HdrLnvLzCx0bZCgKZW5kc3RyZWFtCmVuZG9iagoyOSAwIG9iago8PCAvTGVuZ3RoIDYwIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDMxMVMwUDAxVdA1NLFQMDEwUjC3MFVIMeQyNLKAiOVywWRzuIyNTMDyOVwwlTkIhTlcGVxpAGF2D3YKZW5kc3RyZWFtCmVuZG9iagozMCAwIG9iago8PCAvTGVuZ3RoIDIyMSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1kLltBTEMRHNVwQYW0PCSVM8ahhP3n3pI+QfCDCgej4xtMsVTHl8StmVZyBeGHm37O2yhnRsjU8WXS1rKOwIpsWaX+b/a/aFT5lYGZnSNOz/cIA+DxvSaWGNK36FxnWLJY0ewqVo1CNIxYJOP7c5ttckaslSAkKSkNRM7oBbSPCUXiKYIczVw9bgrgPm1lOKu+1n7HT99gsw6AXa2g5lEeKtZs9EpKcEBIBbIc6ochzdhvzoEui3lHcYcGttev07SznZbXe6Fr1fvgHI10tivED5QBfj9B8qyUq0KZW5kc3RyZWFtCmVuZG9iagozMSAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCAxOTEKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTdA7DsQgDATQnlNwgUj4izlPpFWK7P3bHUNWoeJJBntMMZVqTvVbUi5c7+LDNvVoUA/aRI2e6iuJgLLLK7Uxq74pp63q0lUCPQ4iRQimh/ckSd7gEZsOyU7zzav15CrMWpkdnXqbuBPGBkjXTe4zULzomiPU2ya1vE/WN2UIRBF/JJidEnyMIIwilrRRz6JYVwgrK05MNnyMiKGSYs/MhttsXDXQRXEy1+x9FvFcAdWxdvrvdmLPzw9lFFTJCmVuZHN0cmVhbQplbmRvYmoKMzIgMCBvYmoKPDwgL0xlbmd0aCAxMzYgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTY47CkMxDAR7nWIvELBkfezzOIQUL/dvs37BkEojCXY2RkeDmuHRAz0KRX6q7FOE43NTauIS9Ym0Aa1AukEn92xYYtaRNWCeyMmZv6AlJ/K6aUsusdI/2omb2iEv+hrMHDEd1hQxlFlKQyT9EexW0M6O7MSP8UL33doHTvslb3l9ATBmKyIKZW5kc3RyZWFtCmVuZG9iagozMyAwIG9iago8PCAvTGVuZ3RoIDI3MiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwtUTtuxTAM23MKXuAB1t8+T4qiQ3v/tZSSISBjypRExzYsROBjgVBFEb/kOoKowt9FPfJgs6hkYAvuiyQj8XvJ2sjaECOehBQ9RFmiK1BaUPdx1X0G78tShrkkazc8HLlb8aP0VYQIcj0Y5lSG9bcKTqdYC87BnjvudNlE9utTX9kKJzT6ui9YGlWFeY/vy2HsbNuhx6gqNIuKBE+jF2viJDG3XvIZ7c1riB2ibhYvITOhs/UX42ph04Vb15q5+s+VeIhu7zSeVJmbV04uflYrysBbVT6DnAdtdms2tUyMb2B8sTR5+2R3tUImc28lO12N85ywe0ZBuHm6ztZUmJ1o0C3wPv99/Vzf/5VTZpQKZW5kc3RyZWFtCmVuZG9iagozNCAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCA4NwovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNzbENwDAIBMCeKRjBBgzxQlEKsn8bfyJHVJx40JPbZLXBN0GujZPErAhp0r5LuqiPYAlZP1A0bEO9CGmSzV4UvnBEgaLhH+/aWsH3u9vQfD62fyIiCmVuZHN0cmVhbQplbmRvYmoKMzUgMCBvYmoKPDwgL0xlbmd0aCA1MTQgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicNZRNstwwCIT3PgUXmCrxIySdx6lUFpP7b/OBXhYe2kJAA+2Z22XIPPKJkOkmy1N+6WN79dHfx8JALnq4hFPnlo+5vI8qd47skF0ZCH4frI6Q7wVbcoiqShqm/BkAl1z9vpRLp1KNJYsIak1cawm138e44yoWR2yK7Tbv42QEeLm2+Bw8dZxbSOB7ysTAN+s4qLfKE3Jcwq0ZcR5wIz4opbGuzdOeEFuViYcwo+WyEKJkoe9FZxZiOD+ItgrZgdEhBvoxqm33ACU8YaAhvkYTwrMTTuXlhD5DseSBhYHoJWh1jn2tXw9oK3eZbGXjVt4RzGqa0VhKZjKea2E+454YMbUcFpxR2RROCQMtj0457GDXGPiZ3CLF5GHN9cax3WNl6eOaagSQLOD7HMBCJ4O0ECuV5Gm9MLI1WHkkdjPsQAEVqwQv2jWGsKxIYn0U7SjECvJK06BRtkSwGnlsLIui5uqRxqi8jNUOdbzHmk09WG8iuhprIps4cLPKNlurdAafueLaaEUXUhSu9/4ke6zOxlsg19glIrwrf5YaWQvdXbkEEe69pBIjjMnf8ii5rLI1nYuUAYZlizo4d6+qSG2M5rIR5ugP1ZBuWV3NslB9wsQqNSbP6RBUV2x4CRon2K74kQBsXT4lIPbz6TkUl4+X3O/3//9/4H3+PL//AcrRxvoKZW5kc3RyZWFtCmVuZG9iagozNiAwIG9iago8PCAvTGVuZ3RoIDM3NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNksltK0EMRO8TBRMYoLn0Fo8Mwwc5/6tf9fh/GJDEUnMrFtlXWrM+7a6yntumL/vwayxb074vb81GN8+w2uZjGDGvy/e24JPdoixmyryu0HNZRsqb1S0Xzzmm1QQP69uqhc3Oc9FqN6ts5m1haRCqXrXMO56e5tQ+dh8PKIJYygW4cpzueAIqmxdvlvpSWTzoPkEQTVEosXNLqosur50KGqtrnMfi8TjIESFRx4dyNKJnnWxvGnDYUmGXo40j3vuqvf6ggW7vy+d/NERyHtT/oVUgCCBNRWNEho8QkUQ6yUnzOlLHsYzlfpDGUm4uctoRSeSRq4rB4VeDKFaAZy3it3W4ZrAN9TzCdhas2jqBqF/b1vEgw/EEZ0BuPOvCw++kOUprWXSIdbaXNqDU7YZirrD7IcxWb8YRcV1bsBdZhmR3N1kO2Tu1eyLOJbgPUJPK99CZujaKper7WF45VcQlSBkjdFMoy7/niF/X1/X5A5WPipMKZW5kc3RyZWFtCmVuZG9iagozNyAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCA1NzQKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRZRBruU6CETnWQUbsGTAxvF6rtTqwf37n/5TTl6/kYmBolxArqxpay777zpWLMsaVvvmdKvV7XMl/hphOcPKy3KUze3yrGEzbxt92dhhA8+YA8+4pw1iZ6blnTbvTf7EM7Ms9rAvMVRxsscEUyh83+PgdrLJyA2eokDogSdu3bgFnEYHSVG18PjtlnGb5wJ/2s1xHNxlqJ77sFxhvqiVYRH9B7XCJp4Ao0COVUeVz/Wjz/f6e01X/EarY/HC71VU+rXW3bEWKL9WoMDj/bWE8v2HJ+wlfQpoGa78sKYTJRp5n0ssGgou9G4rbaFJI/hzFU9t3ifUS0l0C1WbR0luiDRPaqacA2Hv16BLP3e544lKuvdmpr9owfsOflR/S0aOQyIcFynRIZOS0rfqdXMa6XGOfNrDWPGNGzjFez/dAcFjmxCdIVANr3H6hgf24uE7DrXoZ+z4CmqIvvL1Ip3vcLla0k+EhHhypI1QJJZQJd9TR4KqsgQWE0n+cFMTbnV1A2Rviz50q/bbLRmTMsxzJdiMjSKKCWO4i+HxjnuA7BK8wHfGrrpq3Yenp1jMCR86McM507RAOmnS2M8NrXh65W+OVlUoyXIKVWP+1ElWQ5Vjp4hIykMs1hLRWNqnc+RzzR2a4iX99PusBdlNSwNai3nwW0pnVWxaWxg0fgvi1FhU2MKycSvWjf3TO9rZQ71Mll6qiDOZJ0dqCEXqCFV6PXWkoCpLUDGRwoeaFFd/0R/ibz/Umj//A2ak5m8KZW5kc3RyZWFtCmVuZG9iagozOCAwIG9iago8PCAvTGVuZ3RoIDU3OSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1k0tuJDEMQ/d9Cl2gAevj33l6MJhFcv/tPKqSRUEu25Iokp4nbdhMe1farLCdy/74q+6xFde+X7WvrRpWU/Fa5bY1l31e5dPWCsvrxGXJp/h5ZY5exSVnbovtXePzCtqsSAvnZAxzbkxOPy+njwD4KpvjmgOqnhN2K9McaHm5kdNyqpqDRasv7iT9iyzw7NNVdFd1p9VY5udY+bEYZRVHWIKpkh2qVIGSqYqunCiHeeOyownJU2SyWc/O0Q0+B2Upp8qpxkfncj6YfRDMIUyw7KAtpgsiNzihc5zquWP6E10MNhN7oQzIqTyD2WCFE0ckAAsaauyCXbVncOCwfrskIYZa5GIl4iBNGkuSdwMORu4dyHmn2hW5v4Q72gjvMRK2xjjOJgpDbosIo1N4kJmu8BYcEfKBKT2YWaS7Mf3D3wEllDnSTwj2mDav7jsyrmSHG4t+EcTbMi3yQ3VPu1MyKzLbffxaAN0pIXRTORJBOXWWbQidgxtjtxjYl7tfz0r9McSCq1/Lf17/2k5Bv+9eOVJ6IQQDyZae6tF/1HaGu/JX2WlTqo4cLh9jLiq385sak7VoKhlC9GX0f9bRaS7xpW3ciqIlbM+AR2oW+HzIaOKOWLPVkP7Is2TKeqxOjFazV6kTp9PtnDh9QpUcsKTO8K3nkT2bHoysnleYsMGWhXc/AMY47GB18Z9j/dg8eMBa6RnpRkirzpGlVSVQPRuf8nc/TqrxDH2JHLGLm3azW7crudDKnT+KSJ2//wGXcOAkCmVuZHN0cmVhbQplbmRvYmoKMzkgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggMjA4Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD2QS25FIQxD56wiS4D8Wc+Vqg54+5/2cNV2gAjYsZ2MriWl8hm3mHKG/l98n/GLn/E9vENyGtxQkzCVqCkOmpriqvKMbBXjp7zFzKVh2poglSXqgVKhobzSwSYqvcXicoIO2yXeLR76nlgO4opTLLTzZRj5LK6jZqCC9nRRnJc1Pg3SUGg+YxkVcVfRGJgvwtWlaGzxG2e7uBGHuE60ZxhmMa8hozo3kYIFEAV+Kn2MlU2suaXs9vjutzoj5sUYYsc75t/qHtb49QPInEXwCmVuZHN0cmVhbQplbmRvYmoKNDAgMCBvYmoKPDwgL0xlbmd0aCA3NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwztTBWMFAwMVTQNTZVMDUyUTA3tFBIMeQyMoYI5XIZmhiBWTlcJiYmCmYmFiCWIYIB0pDDBdMKYZmB1cPMyOHK4EoDABaKFC4KZW5kc3RyZWFtCmVuZG9iago0MSAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCA0MjgKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTZJLbiNBDEP3fQpdIEDpU7/zGAiyGN9/O49VHkw2ltwtkRTZT/e06mXvZ+x+uj+nm6vRzeW/ui/P+Lz+1ebcdN3/d2kZ23rrFgvMnRY17fUUGNG21SjzOa2K2l1vIs0DhL3N2wDJjbXXk5UGf3rZLOBS5fVEb+e/bwPTN9Odxz6AgcBzAUf1CYGo9zBfJajwZWNZ9M3jDlVrSLVEIaWa5KjBCd52/jPdK3jMdl9hYA0fB3yU1IhuoFj0Y8fRM7kCnQicAan0xrwHhASl3y6L2XDLMdmRptxCwR3hQ1lJPUcUvyPLajIBfi00zziCkYaKLnc39ZPq6/nB23XOet+OqQphBAzakM3lwT47jTpwY99TUTO5rRX64JTO6mg40YTuJzOUDFLUbeOkKW/Pk9xnIti7O9EuiqNcqD77h0feidl7HiV+8tCO45DUymWpP/XEpE66NKEvTjux5aFQgtyEGmQnniAH3sDsOCQlrs9BaphEG2qdyKXeyUv3qHIpF6rTxZqQB3fnsOv7xCWhyrfLIyfFLGelRF5fbXJfapWG9v/lo6y+/wITlao6CmVuZHN0cmVhbQplbmRvYmoKNDIgMCBvYmoKPDwgL0xlbmd0aCA2NzMgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPVRbbhwxDPufU+gCAayn7fNsUfQjuf9vSWlaIBtrZyyJIqnN47LEt3xFSEbK9pRf+thVsZSfx9UZOB7bEU+EKZ/Hd0qY+HVJk1hXio/DQvaW8BK8CdRTVT5PF7UrkUc015w7+g2iW8IbprtzDOl4g/+WbBNie5rY4Rt29UXYQKNrUOnhG4BzKyFq9yUcg+fnsdrzJKpvWN9ijq3qKnpOV9Xtbx/N3Z2VmNBDwdNgU3BBtApsRN9nz9MRJuQNTsyc4YBVAJxFQRG7NGVsCwqJAoQ2LD4mTjYBbND/yvF5/rQysYzSgBBGjnuxMDhSolt5BSIMfEA11bv4DiAgdeFu4KPILZDK3H1fuuOC7lBJjTlHCEZZXSFb9yt5reVWKVYEfWWgHFTU+OOYVAAB8BdyPeCQspYIOQWqgbRALufhiZH3mic5N8z9zTHNrqL3dlU9+fbRrd1Za5AobDTYSDfR6ote/8+j74S8wYk14+VAyQg+lJIsUZvhzZY1k6anmaUNhmtjNtgfi848PP9pxcX6gZynI0POl9P8V77sNBosn9IsvCtKB9JIuODgEOP032gEaCu4rgoWeVTLDTz0AvYDTgJ2O6x8WQEV/Tb9yq1BPbTsKOUbDmcZNKdZcP+OIz5PcSMhN2bjiuO3oelmAH6ws4kW0KiUk6JCceWBl+uMZ7WbaU5wuRAlm+pgrbbeVhSR3daaPzlkao9zfCIC5A2HQpND/nf793bVqPv2iXO7cy5vIIn1H2QJb2Rv2BnkPGcUOp+zwVscNe56Zw9sD8kIH3Ic1b3G1bcp/MZOeJMax5rkXPtlPd1aBv6YUhWeI1NHThfeljExXcuaelrl3mWU1HFA1KIjwqMNQlONZRyLQhM5FqRN9dqMlvv9F4/xFTsKZW5kc3RyZWFtCmVuZG9iago0MyAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCAzOTcKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTVI5jgMxDOvnFfrAAjp9vCfAIkXy/3ZJOcmmmDFhiRJF+Zp7yI+Fy/Oapgc+Gs6lRIj/o1f4fpUP8UiwUqvR44qtYsslxhJLnLHFbMjtCt2CoM+UOZHtPG6XzSAwx6cpO8Rq4x4/txSU8N1HquIaoNAM0VrF7JG8Jn3skq7mccrjRFsUIYppMhBNRYVZ7AD5RI9Gc3K+Yf6FfgyaT/gLnkHvkKISOjF+oTvRo1Ep7Ulbb4S8XAMzYAjUTqjJih4GkwUjJczv8zVmSSzkISPGbE6UdYSmIs9NAt9bxQ2KIq35z4NQmfazJxml5EeYVJCbUrUksJxa2guCh0q/hwyD/VjjCHIcyxwJV6FgJCJxTkTsIIP3zLAPx8hBFUMPVrXSVx8+C3Y26KMSPqejzXy1Wm6T6vvU935joD4ywndzfFMBq/jrsXmePu7NYY+Nj9Flrc1Gc/hSCo8Q6g0zcR5rdzlh35DDjA+HrrAKXWJV+nb60Envp3549Ppoo/tUy21Q/Xs/3NXvH4wlpY0KZW5kc3RyZWFtCmVuZG9iago0NCAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCA2MzkKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTZRLjh0hDEXntQo2gAQG29R6Wooy6Ox/mnPNy2fQwl34c3xt3pP7tBjZfj2y/MyWezb3bGlv8+Xt68kZzedq8Wbbr7dIaztfbmJH28HN9LaduDxt78WN79H22vgTs7D3Pb+e9fmyfJXHUmzFWGZlsU9Ws/mpM6mqyjMvyYz9YZt+aef2otepfriRtfDFI+RBTNxsZMmBLxnTRtXJFSKgcro1kWRctswtamjzrCb6PKf60fn17M8XdSwPaXBjpEoGFJ+s0u3WkZKqLGVFIq0vm9QXbc0F+j/z+Xp+PuF0MJxZlTWJ8VFescm+5RUoGsFXelK9GPx/TBM5yQStedyaxVuZfW5ImAb0Iqrepjj3vIxLPeGx6OLGLLtZlvKT1ZS96liOqmx+isTEWGwmSmhtnaKvc2iKsvzV5OFDe8V41A1ZvCbCF7RRHV+qo8pu1kTiKC02H9JQtD7oB3qHUf3oVKdvWZ78zVnq3GyxsupIWRH80Vq67/OyKwfd9xhlfZdlEH8/pPlrLJi/n3P+t+6lcvyzbo6fz7TV+gSA5xetR6VhL7prx6113oUNzmI0+u/a13R8kZ4HUS+Kl2CJAKzlYVZMplb2Xe192yZ+6gXS64ya6nstWHCZem0vfaHjPkpZO4FKWmYEhsPlo5zOGKQ3+zu1ZECXeg4RM4ijD9SfB2bVSibZtf8k63idmbDrtSep6H2DkYy/T1rQbvVJcEiOSxIU7vrVYUs7G+aqEXp5TsNSShPsmt84pQ8dHnxX/YgQtam/VFI/O0xJe9HRi1XqphEv/Dqrt8TB41vloIUxCnZEMVaj07RpOJdrHkHTznSxkujvNLU0P34DeRQAOQplbmRzdHJlYW0KZW5kb2JqCjQ1IDAgb2JqCjw8IC9MZW5ndGggNTYyIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nC2TSa4bMQxE9z4FL2BAnCT1eX4QZJHcf5tXtBc22eJcLPZNW1aPvSut89rJbb/8dcveXvZPSh/7K7nb7rG97UnbYT8v97Be5plWbt5t2Xo+x+KxWMtiW0RL/Lxif76fMAIyKHt5Tv4338eNGvmQyJW8HK1wIsYPFZKsHwsRQd3qIhuW3pY0gIUXaX/xOZTYRF1LomoqP5OXqNtWyy3ImxcLDdDJocHmhV8UwySeqZhUDE3HI7kmTpKhmHhell7UKd8zl9OBRvbAAiK++tsBBTPcDjjgM7Mfnqla62gXRVGJIzRRmvJM1swM+n0FwgE1nmloC3vfmEplgWmzJmdDh5IO3MeVPwJNe2FP2nIAtaRWEKMlCzisq8h2Vn6h3tdpResvugpWr8HbF53QDVkbrw5+a88c+NGL2FSyagXT82jyywCSJgbgQl33up8lPwKMOHHtTgNDkxq75YaomiWZ450skLxibsQZKfL5aIL9zcq+RP55/Zlh6orU0lSyqqYZcatbXkXiPvDGkY9YArDDupzRGQDrBrDkLHaPRZADd3ojzwArKcrX56X0QrvAsXt4s9BYswPhBnIXwGt4g18LBnI3jPTaA7AYBeTyVbfES9Zd36VXyyLyYCktcSxUS5D0fkBPIDqdz/Fy+SnGPloKEApfzy+nU3zuO4zVtXyYm9ykNF2GPFL35p/bqcmSdK6stWruSPdG3qM7PmMt0eN7x/75YsJqbeOzH+3q938eztq9CmVuZHN0cmVhbQplbmRvYmoKNDYgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggNDMyCi9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEVTSW4EIQy88wp/IBJegfeMFOXQ+f81VWZGObRsYVOLTY+skjghv6OzUsmaEj4l40hMk9dI3+IrJM3EcZo4dTuoxEY2t0QusWMStsX2RMUPssI9oFq5OBAZX8PAxszAxQ5ze98x4BJF12pUBerlUV/NrKatRHW+tZ3TYoFJ7Qz4cEy1JagmQNieOwkEgFIXApZfisqmAGmtIxRRJ1vWmouyALwUFYAuy7bCCJMw1ycwyw7av3c4EKJwQETlyC4Ph0hmDpVKOOarjYOnWi6C4j+reY2fEVB318QsA6PGCHNzVWDCsMCp8OaFASW4ZutkhIMdnVns7jBq6Dt6qlF0e6MyXs7OooQdgV7e8bsmoHhyaQGO3TyMmMfKzqiEHdR271AtUdoHUD9+6G3PlC/FuH/HAkmnT6cLd5+u/2fv8s9wPAPnRExXZ88weGRm+564Md5NMaMTRuiAB41WtvGs4DyNEc+mWKGbYm9ipoH3kpgp3GnvkBkonsESN4zOhZXWkdWbdL4YGMRl/hwI9VkQVKFUGKbzKfYPgZ8Ozyu9g25pEuhHfD4+afn7DzsTsOUKZW5kc3RyZWFtCmVuZG9iago0NyAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCA0MDkKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTZJLDtxACET3PgUXiGSg6c95RoqySO6/TT16ImUzbruheFXMM0/Z2q/9edb2Pv3u0w/P0JHr/473/tdTETZeVxenHMvKp+X7Wr3Doo59nnHCwreNVeZ72KhhXoubTPM4Utjm77GUqsQ/T5abZme8tiSzN4/PE1X9HoNbP/NW+7ztPq6cC+UOcIEwcmcTLP8i6acZ8yJne9DnbDjdlt5VXSP0Wd21JamOKXfIzwEPA6fKAJhyCdF6J6RCXKJv4ljXQoDUnnTCIhV4vj2kgAqpoArKnUNyTCZJSMj2opE2rL0H0L/7+Gg3I+u7mz6lNpBSXaqIUleirFQqszdQUzRywARxKrapOYm30C5K7pOeTPyXpbtNucAbT7me434hF1WE5tyeeFer+PFW9XW+c3yunszCIHH1XzaXd2h9eNP3s71xyqlaVSQLZ+ZhsagEfwephhJiTihl3Rymb4PElTls7E1s/G1qGvQul/jhKadyyAnHVJDB7SEVVEgJVXK7c0iSySQLCVlfNtKHlm1A/28/7OrnX3UOptIKZW5kc3RyZWFtCmVuZG9iago0OCAwIG9iago8PCAvTGVuZ3RoIDIwMyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwtkEESwzAIA+95BU8w2BjznnY6vfT/10rgQwYSkFjFMmTI2RImZiZbTd76qC+xseX3aHSnOfAk+il6Ql6PqUtNIVM/XWdywk6xyw3sU5OKAU3ilCooqoLPs981ajq8t9NKDTiasZQ7G5zjFD7cbh7KSUi3Ir4ZXs+38jBa52FHlA0t2TznzeNnVA7fncuX3zxuXnl89D9YGTfQOqtIFtm9a2eqL6CqDdxqDcBpghj0ZKkjbHCVU0BwvbFoQFAaFviNwlifP12XUxwKZW5kc3RyZWFtCmVuZG9iago0OSAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCAzMjIKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTVJJbsQwDLvnFfpAAWuX3zNAMYf0/9dScjHpSbRpUpSSS8Ipt9DP5bUH3QfxBhr2QcO+L7akiIDGxAfdl8W581Wn+pr6uhyqRqFxavW5wAT6ROu2oSoqsCeYXFA701Tzw9gaDd7xee8brCb59Ale5CbkucmR2U3J9u4E6GgFjRhZ8nS3aLdkMFaUjhvdVCtQpRnMqzNZspJmdxTSQg5msqXtCw/rTu2CHIb35t3R5gY6R0dgwYS6HYz0bRZxBvyTWOAa7VYQS6Eh6wnBiGwYWoDNO5QUGuKxYu32Z2C7GVuIsXDCp/Ees3iWgZDs1EF7HbMaaPysRXDax8F3R4+pHb8ZLKDkVIupr/n0je7PT9A/RKGbcv9EjURnin+gufvzqhWBxXyxOiQNU2fufEDbY/cY/0EjuB9tG33/AjJWhmEKZW5kc3RyZWFtCmVuZG9iago1MCAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCAyMzkKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPZFLboQhDIP3nMJHIG84z0hVF8z9tzWZ6b9A/gTEOGHkCshKvEdObTojRaA6kbKhUUgN6E68RprAzJGWsKK6wMXvySTNQsSmKoK7PidPPDdsL7gqtVj30dcQOl06TV6TZHt+yW01+TKqIDSpxrqgo1cg59XFFNW3mMIXginSN8IUGayLTh7MtNhTGOu4gum1U3g1naZiH2eU7Yfon4JixymL6ohOUXYzcUc/r5cyp13H4j3brBF22p6c1rxTKk5E6ZbbOGHm+07/NX6HC2/J/YlLdT9ise0HjKqP9Lbd5//h1p7H5dDx5w8iBVqOCmVuZHN0cmVhbQplbmRvYmoKNTEgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggMTU1Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE3PTQrEMAgF4H1O4QUG4k80nqcwdNG5/3aeaaFZBD94idEmbpROv+ZS9aoavWCRm1wVYpubzHqlHpsU505fsSckEY8UHUo6kYXgNaNOOpqlEU+jYYM4lUYOkj6QlFgNr1cmTJZCzKjqxOuOYs5EW1mrPJsd7WwzO8YRbBn4unQtfViLbrEzZn/yV6YTqj6v7j5n+/4BmQY+fwplbmRzdHJlYW0KZW5kb2JqCjUyIDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvTGVuZ3RoIDE1NgovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNz0sKAzEIBuC9p/AChfg25xkos0jvv60OKc0i+IHJbwQTRUnHD7TUCRf4tEORoxRJh14kvNsHO2fBL3HBDRyKs8ODu66uMRrq85CLlMjykGpPU41D4rG7f1G9X8AZW6LySGb1ap4aVU28wIYipaKZIU1BH4Zc54IW1b/r991jQhuMRFSzHem5IzlxVqw8q+zNrlry/QXxkD5/CmVuZHN0cmVhbQplbmRvYmoKNTMgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggMTk2Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2QuQ0DMQwEc1XBBgxoSephPQcYDuz+Uy9lGadIAw3/MqLLA6byKQP44XvhmDWJ/qatX6UZA0ZlVkdf9F70QA1i6gNtOslhB3lr2970q/MqfUqMrD1l1JQWflBfQ6D1g9yymfWTrI9tb8LIDK31T/vP6uTbxJoLpslVPGMCqx5iivcQ5Qw0JJjlIs0ESmfMUi4FFSAYY8FssB7nAK9pTsMeNBgkF438UdGMYK+rqFdhI4Xn+mAFPte+Rt7l+QWvY1IuCmVuZHN0cmVhbQplbmRvYmoKNTQgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggOTAKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTc6xDcAwCATAnim8QCSDMSQLRSnw/m38iiNTcdKDHmLjItLKIMi5liBvkmTNpkQ9qX8pW5JqXemWXB2pWtZsC/p7gx46Hc3zBeBg3O7pmGsDy/cL/ykifgplbmRzdHJlYW0KZW5kb2JqCjU1IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvTGVuZ3RoIDExMwovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNzksOgDAIBNA9p+gFTORX6oWMC7z/VqjRsmleMh0AUHtj43ZDylSbg9FR1AeGSKhID5spVtH40l8inGm8S7nN4dvrcMGIubxj3JAiyolYkJn/v7LRxdqGrFFJvhNlX0CZZzEXzYKvbg46H/pxMcsKZW5kc3RyZWFtCmVuZG9iago1NiAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCA0ODUKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicVVRJbsQwDLv7FfpAAWvz8p4Bijmk/7+WlBN0eghMRBJFUU6axZSpW35aoW1yteH2iRC92pN3tXfbKaMbSggG3831D3XW7ge829Qu4RMVhUAze0h0l7FDfC15tbGApoFmieeWEUM8KmKI+JDcU9ym5HCcikjaFlcwgcFVJaLX+WoO+USeWhmu866x5cVimcVq7ncfq/wtuo8SXY82nUetYkSqrxPzIEKUiDADmDWBBxGwxN5C1lSrPmnOPuicHkIlGV7aMjZVQ21SF9QnlHAenq/GCYk4MTPowamhK2ShS2Slb6cPnWRnOksl9PpoK/ehtrYB9c9+XtjVMOKBXRUK1ENfoNegwznI3BP1ULBH8eQyiZlUg56xOAVqcRUSTscqnfAvNh46hbvB2Xhitn7eOBiY4Wl3jWNastRuwWqY9fShd+xs00uJjXlrs6Gl1so/O6dXhAiMlWF2arQiZOm7NsI9s49v+lF3aOPhTVuztHl5SLW+MEPnbTm74ol55nnDiZlBD04NXSELXSIrfTt9ykl+D3S2316XtnIfamsbUPHsh7tK7M0Tqwrj1cW3RqBzAukHMNyJq631iU6QDH+oKPC5Qt6X6gKx4nYUvAoqJOJf4PsDfQVR1fyhU/Ju37/ZXtPlCmVuZHN0cmVhbQplbmRvYmoKMjEgMCBvYmoKPDwgL1R5cGUgL0ZvbnQgL0Jhc2VGb250IC9GTFJCUE8rTmFudW1CYXJ1bkdvdGhpYyAvRmlyc3RDaGFyIDAKL0xhc3RDaGFyIDI1NSAvRm9udERlc2NyaXB0b3IgMjAgMCBSIC9TdWJ0eXBlIC9UeXBlMwovTmFtZSAvRkxSQlBPK05hbnVtQmFydW5Hb3RoaWMgL0ZvbnRCQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXQovRm9udE1hdHJpeCBbIDAuMDAxIDAgMCAwLjAwMSAwIDAgXSAvQ2hhclByb2NzIDIyIDAgUgovRW5jb2RpbmcgPDwgL1R5cGUgL0VuY29kaW5nCi9EaWZmZXJlbmNlcyBbIDMyIC9jaWQxIDQ1IC9jaWQxNCAvY2lkMTUgL2NpZDE2IC9jaWQxNyAvY2lkMTggL2NpZDE5IC9jaWQyMCA1MyAvY2lkMjIKL2NpZDIzIC9jaWQyNCAvY2lkMjUgL2NpZDI2IC9jaWQyNyBdCj4+Ci9XaWR0aHMgMTkgMCBSID4+CmVuZG9iagoyMCAwIG9iago8PCAvVHlwZSAvRm9udERlc2NyaXB0b3IgL0ZvbnROYW1lIC9GTFJCUE8rTmFudW1CYXJ1bkdvdGhpYyAvRmxhZ3MgMzIKL0ZvbnRCQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvQXNjZW50IDg1MCAvRGVzY2VudCAtMjk5IC9DYXBIZWlnaHQgMAovWEhlaWdodCAwIC9JdGFsaWNBbmdsZSAwIC9TdGVtViAwIC9NYXhXaWR0aCAxMDUyID4+CmVuZG9iagoxOSAwIG9iagpbIDg5MiAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiA4OTIgMjI0IDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0CjIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDQ0NiAyOTcgNTgzIDU4Mwo4OTIgODkyIDI5NyA0NDYgNDQ2IDQ0NiA1ODMgMjk3IDU4MyAyOTcgNDQ2IDU4MyA1ODMgNTgzIDU4MyA1ODMgNTgzIDU4MyA1ODMKNTgzIDU4MyAyOTcgMjk3IDQ0NiA1ODMgNDQ2IDY2OSAxMDUyIDY0NCA2MjcgNjM5IDcyMSA1OTYgNTU0IDcxMCA3MTggMjQ3CjQxMCA2MjYgNTI5IDg4NCA3MTAgNzUyIDU4NiA3NTIgNjEwIDU5MiA2MjEgNjk2IDYzNSA5NjEgNjE3IDYxMSA1OTQgNDQ2IDk2MQo0NDYgNDM0IDQ0NiAyOTcgNTYwIDU4OCA0OTAgNTg4IDU1OSAzNDAgNTg4IDU5MiAyNDQgMzAxIDUzMCAyNDQgODkyIDU5MiA1NzcKNTg4IDU4OCAzODMgNDc1IDM1NyA1OTIgNTMwIDc4OCA1MjggNTMwIDQ3MyA0NDYgNDQ2IDQ0NiA2NjkgMjI0IDg5MiAyMjQgMjI0CjIyNCAyMjQgODkyIDg5MiA4OTIgMjI0IDg5MiAyMjQgODkyIDg5MiAyMjQgMjI0IDIyNCAyMjQgMzAzIDMwMyA0NDYgNDQ2IDg5Mgo4OTIgODkyIDg5MiA4OTIgMjI0IDg5MiA4OTIgMjI0IDIyNCAyMjQgMjk3IDg5MiA4OTIgODkyIDg5MiA4OTIgMjI0IDQ0NiA4OTIKODkyIDg5MiA4OTIgODkyIDg5MiA4OTIgMjI0IDQ0NiA4OTIgNDQ2IDQ0NiA4OTIgMjI0IDg5MiA0NDYgNDQ2IDQ0NiA4OTIgODkyCjg5MiA4OTIgODkyIDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNAoyMjQgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgODkyIDIyNCAyMjQKMjI0IDIyNCAyMjQgMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0CjIyNCAyMjQgODkyIDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiAyMjQgXQplbmRvYmoKMjIgMCBvYmoKPDwgL2NpZDEgMjMgMCBSIC9jaWQxNCAyNSAwIFIgL2NpZDE1IDI2IDAgUiAvY2lkMTYgMjkgMCBSIC9jaWQxNyAzMCAwIFIKL2NpZDE4IDMyIDAgUiAvY2lkMTkgMzMgMCBSIC9jaWQyMCAzNSAwIFIgL2NpZDIyIDM2IDAgUiAvY2lkMjMgMzggMCBSCi9jaWQyNCA0MCAwIFIgL2NpZDI1IDQyIDAgUiAvY2lkMjYgNDUgMCBSIC9jaWQyNyA0OCAwIFIgPj4KZW5kb2JqCjMgMCBvYmoKPDwgL0YxIDIxIDAgUiA+PgplbmRvYmoKNCAwIG9iago8PCAvQTEgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMCAvY2EgMSA+PgovQTIgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMSAvY2EgMSA+PgovQTMgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC44IC9jYSAwLjggPj4gPj4KZW5kb2JqCjUgMCBvYmoKPDwgPj4KZW5kb2JqCjYgMCBvYmoKPDwgPj4KZW5kb2JqCjcgMCBvYmoKPDwgL00wIDEzIDAgUiAvTTEgMTQgMCBSIC9NMiAxNSAwIFIgL00zIDE2IDAgUiAvTTQgMTcgMCBSIC9NNSAxOCAwIFIKL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMTI1MyAyNCAwIFIgL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMTU2MCAyNyAwIFIKL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMTU2MyAyOCAwIFIgL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMTc3OCAzMSAwIFIKL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMTkxNyAzNCAwIFIgL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMjIzOSAzNyAwIFIKL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMjMzMyAzOSAwIFIgL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMjQ3OSA0MSAwIFIKL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMjUyMCA0MyAwIFIgL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMjU3OSA0NCAwIFIKL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMjYyOCA0NiAwIFIgL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMjYzMyA0NyAwIFIKL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMjk1OSA0OSAwIFIgL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMzAyMyA1MCAwIFIKL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMzA4MyA1MSAwIFIgL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMzEwNCA1MiAwIFIKL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMzExNCA1MyAwIFIgL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMzE2NyA1NCAwIFIKL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMzE2OCA1NSAwIFIgL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMzM3OSA1NiAwIFIgPj4KZW5kb2JqCjEzIDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTkgLTkgOSA5IF0gL0xlbmd0aCAzMwovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzUMjiMlDwAmIThVwuXRMFIMrhglIZXFxOXABsBwYPCmVuZHN0cmVhbQplbmRvYmoKMTQgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtOSAtOSA5IDkgXSAvTGVuZ3RoIDM3Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDNQyOIyUPDi0jVQ0DVRyOUyUTBRyOHShVAZXFxOXABr7wYPCmVuZHN0cmVhbQplbmRvYmoKMTUgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtOSAtOSA5IDkgXSAvTGVuZ3RoIDMzCi9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDNQyOIyUPACYhOFXC5dEwUgyuGCUhlcXE5cAGwHBg8KZW5kc3RyZWFtCmVuZG9iagoxNiAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC05IC05IDkgOSBdIC9MZW5ndGggMzcKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicM1DI4jJQ8OLSNVDQNVHI5TJRMFHI4dKFUBlcXE5cAGvvBg8KZW5kc3RyZWFtCmVuZG9iagoxNyAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC05IC05IDkgOSBdIC9MZW5ndGggMzMKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicM1DI4jJQ8AJiE4VcLl0TBSDK4YJSGVxcTlwAbAcGDwplbmRzdHJlYW0KZW5kb2JqCjE4IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTkgLTkgOSA5IF0gL0xlbmd0aCAzNwovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzUMjiMlDw4tI1UNA1UcjlMlEwUcjh0oVQGVxcTlwAa+8GDwplbmRzdHJlYW0KZW5kb2JqCjIgMCBvYmoKPDwgL1R5cGUgL1BhZ2VzIC9LaWRzIFsgMTEgMCBSIF0gL0NvdW50IDEgPj4KZW5kb2JqCjU3IDAgb2JqCjw8IC9DcmVhdG9yIChNYXRwbG90bGliIHYzLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZykKL1Byb2R1Y2VyIChNYXRwbG90bGliIHBkZiBiYWNrZW5kIHYzLjcuMSkgL0NyZWF0aW9uRGF0ZSAoRDoyMDIzMDkwMTE1NDAxNFopCj4+CmVuZG9iagp4cmVmCjAgNTgKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDAwMDE2IDAwMDAwIG4gCjAwMDAwMjI2ODEgMDAwMDAgbiAKMDAwMDAyMDcxNiAwMDAwMCBuIAowMDAwMDIwNzQ4IDAwMDAwIG4gCjAwMDAwMjA4OTAgMDAwMDAgbiAKMDAwMDAyMDkxMSAwMDAwMCBuIAowMDAwMDIwOTMyIDAwMDAwIG4gCjAwMDAwMDAwNjUgMDAwMDAgbiAKMDAwMDAwMDM0NCAwMDAwMCBuIAowMDAwMDA1Mzk3IDAwMDAwIG4gCjAwMDAwMDAyMDggMDAwMDAgbiAKMDAwMDAwNTM3NiAwMDAwMCBuIAowMDAwMDIxNzM5IDAwMDAwIG4gCjAwMDAwMjE4OTQgMDAwMDAgbiAKMDAwMDAyMjA1MyAwMDAwMCBuIAowMDAwMDIyMjA4IDAwMDAwIG4gCjAwMDAwMjIzNjcgMDAwMDAgbiAKMDAwMDAyMjUyMiAwMDAwMCBuIAowMDAwMDE5NDU0IDAwMDAwIG4gCjAwMDAwMTkyNDQgMDAwMDAgbiAKMDAwMDAxODgyMiAwMDAwMCBuIAowMDAwMDIwNDk5IDAwMDAwIG4gCjAwMDAwMDU0MTcgMDAwMDAgbiAKMDAwMDAwNTUwNyAwMDAwMCBuIAowMDAwMDA2MDA5IDAwMDAwIG4gCjAwMDAwMDYxMzUgMDAwMDAgbiAKMDAwMDAwNjMzMiAwMDAwMCBuIAowMDAwMDA2NjUxIDAwMDAwIG4gCjAwMDAwMDcwMDcgMDAwMDAgbiAKMDAwMDAwNzEzOSAwMDAwMCBuIAowMDAwMDA3NDMzIDAwMDAwIG4gCjAwMDAwMDc3NTUgMDAwMDAgbiAKMDAwMDAwNzk2NCAwMDAwMCBuIAowMDAwMDA4MzA5IDAwMDAwIG4gCjAwMDAwMDg1MjYgMDAwMDAgbiAKMDAwMDAwOTExMyAwMDAwMCBuIAowMDAwMDA5NTYwIDAwMDAwIG4gCjAwMDAwMTAyNjUgMDAwMDAgbiAKMDAwMDAxMDkxNyAwMDAwMCBuIAowMDAwMDExMjU2IDAwMDAwIG4gCjAwMDAwMTE0MDIgMDAwMDAgbiAKMDAwMDAxMTk2MSAwMDAwMCBuIAowMDAwMDEyNzA3IDAwMDAwIG4gCjAwMDAwMTMyMzUgMDAwMDAgbiAKMDAwMDAxNDAwNSAwMDAwMCBuIAowMDAwMDE0NjQwIDAwMDAwIG4gCjAwMDAwMTUyMDMgMDAwMDAgbiAKMDAwMDAxNTc0MyAwMDAwMCBuIAowMDAwMDE2MDE5IDAwMDAwIG4gCjAwMDAwMTY0NzIgMDAwMDAgbiAKMDAwMDAxNjg0MiAwMDAwMCBuIAowMDAwMDE3MTI4IDAwMDAwIG4gCjAwMDAwMTc0MTUgMDAwMDAgbiAKMDAwMDAxNzc0MiAwMDAwMCBuIAowMDAwMDE3OTYyIDAwMDAwIG4gCjAwMDAwMTgyMDYgMDAwMDAgbiAKMDAwMDAyMjc0MSAwMDAwMCBuIAp0cmFpbGVyCjw8IC9TaXplIDU4IC9Sb290IDEgMCBSIC9JbmZvIDU3IDAgUiA+PgpzdGFydHhyZWYKMjI4OTIKJSVFT0YK\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n",
        "# -3 과 3 사이에 1,000 개의 데이터 포인트를 만듭니다\n",
        "line = np.linspace(-3, 3, 1000).reshape(-1, 1)\n",
        "for n_neighbors, ax in zip([1, 3, 9], axes):\n",
        "    # 1, 3, 9 이웃을 사용한 예측을 합니다\n",
        "    reg = KNeighborsRegressor(n_neighbors=n_neighbors)\n",
        "    reg.fit(X_train, y_train)\n",
        "    ax.plot(line, reg.predict(line))\n",
        "    ax.plot(X_train, y_train, '^', c=mglearn.cm2(0), markersize=8)\n",
        "    ax.plot(X_test, y_test, 'v', c=mglearn.cm2(1), markersize=8)\n",
        "\n",
        "    ax.set_title(\n",
        "        \"{} 이웃의 훈련 스코어: {:.2f} 테스트 스코어: {:.2f}\".format(\n",
        "            n_neighbors, reg.score(X_train, y_train), reg.score(X_test, y_test)))\n",
        "    ax.set_xlabel(\"특성\")\n",
        "    ax.set_ylabel(\"타깃\")\n",
        "axes[0].legend([\"모델 예측\", \"훈련 데이터/타깃\", \"테스트 데이터/타깃\"], loc=\"best\")\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Q0Rki9mzpK2P"
      },
      "source": [
        "#### 장단점과 매개변수"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KtYEtoH4pK2P"
      },
      "source": [
        "### 2.3.3. 선형 모델\n",
        "#### 회귀의 선형 모델"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "hide_input": false,
        "id": "mKc7VM9spK2P",
        "outputId": "a42bb8c9-36e6-4eee-d37e-c4240ef482fb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 631
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "w[0]: 0.393906  b: -0.031804\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x800 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "mglearn.plots.plot_linear_regression_wave()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fwT6ehsspK2Q"
      },
      "source": [
        "#### 선형 회귀(최소제곱법)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "6vLikiC7pK2Q"
      },
      "outputs": [],
      "source": [
        "from sklearn.linear_model import LinearRegression\n",
        "X, y = mglearn.datasets.make_wave(n_samples=60)\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=42)\n",
        "\n",
        "lr = LinearRegression().fit(X_train, y_train)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "4ZLx85bGpK2Q",
        "outputId": "afba8000-0a85-4197-8bcc-032149451474",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "lr.coef_: [0.394]\n",
            "lr.intercept_: -0.031804343026759746\n"
          ]
        }
      ],
      "source": [
        "print(\"lr.coef_:\", lr.coef_)\n",
        "print(\"lr.intercept_:\", lr.intercept_)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "xyujO8f5pK2Q",
        "outputId": "e81d1f08-f060-4fee-9940-64359ad44367",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 점수: 0.67\n",
            "테스트 세트 점수: 0.66\n"
          ]
        }
      ],
      "source": [
        "print(\"훈련 세트 점수: {:.2f}\".format(lr.score(X_train, y_train)))\n",
        "print(\"테스트 세트 점수: {:.2f}\".format(lr.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "T775mTMXpK2Q"
      },
      "outputs": [],
      "source": [
        "X, y = mglearn.datasets.load_extended_boston()\n",
        "\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n",
        "lr = LinearRegression().fit(X_train, y_train)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "kIpgzThrpK2R",
        "outputId": "fb3073dc-238a-4e0d-8c64-e81f965fdade",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 점수: 0.95\n",
            "테스트 세트 점수: 0.61\n"
          ]
        }
      ],
      "source": [
        "print(\"훈련 세트 점수: {:.2f}\".format(lr.score(X_train, y_train)))\n",
        "print(\"테스트 세트 점수: {:.2f}\".format(lr.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cpLYVojfpK2R"
      },
      "source": [
        "#### 리지 회귀"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "JolniUnPpK2R",
        "outputId": "2d6106c9-d17f-4933-c519-3eb120485f45",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 점수: 0.89\n",
            "테스트 세트 점수: 0.75\n"
          ]
        }
      ],
      "source": [
        "from sklearn.linear_model import Ridge\n",
        "\n",
        "ridge = Ridge().fit(X_train, y_train)\n",
        "print(\"훈련 세트 점수: {:.2f}\".format(ridge.score(X_train, y_train)))\n",
        "print(\"테스트 세트 점수: {:.2f}\".format(ridge.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "scrolled": true,
        "id": "atW9_7GtpK2R",
        "outputId": "29a5830a-1cd5-4f5b-94da-46b232084a51",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 점수: 0.79\n",
            "테스트 세트 점수: 0.64\n"
          ]
        }
      ],
      "source": [
        "ridge10 = Ridge(alpha=10).fit(X_train, y_train)\n",
        "print(\"훈련 세트 점수: {:.2f}\".format(ridge10.score(X_train, y_train)))\n",
        "print(\"테스트 세트 점수: {:.2f}\".format(ridge10.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "UYhPpfgzpK2R",
        "outputId": "759a9d5a-abfd-4f37-c0b8-c85509105c35",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 점수: 0.93\n",
            "테스트 세트 점수: 0.77\n"
          ]
        }
      ],
      "source": [
        "ridge01 = Ridge(alpha=0.1).fit(X_train, y_train)\n",
        "print(\"훈련 세트 점수: {:.2f}\".format(ridge01.score(X_train, y_train)))\n",
        "print(\"테스트 세트 점수: {:.2f}\".format(ridge01.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "BvNsvsCcpK2S",
        "outputId": "9611a90d-7b98-4807-a45b-b4984af4a237",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.plot(ridge10.coef_, '^', label=\"Ridge alpha=10\")\n",
        "plt.plot(ridge.coef_, 's', label=\"Ridge alpha=1\")\n",
        "plt.plot(ridge01.coef_, 'v', label=\"Ridge alpha=0.1\")\n",
        "\n",
        "plt.plot(lr.coef_, 'o', label=\"LinearRegression\")\n",
        "plt.xlabel(\"계수 목록\")\n",
        "plt.ylabel(\"계수 크기\")\n",
        "xlims = plt.xlim()\n",
        "plt.hlines(0, xlims[0], xlims[1])\n",
        "plt.xlim(xlims)\n",
        "plt.ylim(-25, 25)\n",
        "plt.legend()\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "O2tmV6SipK2S",
        "outputId": "75de0b69-f1d6-4a2a-9f4b-0d82f1332560",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 520
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "mglearn.plots.plot_ridge_n_samples()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1EEHyfkIpK2S"
      },
      "source": [
        "#### 라소"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "rzsVq-HPpK2S",
        "outputId": "8c944588-040b-4b5c-d4a6-531330f49616",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 점수: 0.29\n",
            "테스트 세트 점수: 0.21\n",
            "사용한 특성의 개수: 4\n"
          ]
        }
      ],
      "source": [
        "from sklearn.linear_model import Lasso\n",
        "\n",
        "lasso = Lasso().fit(X_train, y_train)\n",
        "print(\"훈련 세트 점수: {:.2f}\".format(lasso.score(X_train, y_train)))\n",
        "print(\"테스트 세트 점수: {:.2f}\".format(lasso.score(X_test, y_test)))\n",
        "print(\"사용한 특성의 개수:\", np.sum(lasso.coef_ != 0))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "DETASjgQpK2T",
        "outputId": "b5c01db8-e75e-4470-ffe8-f1b3664d8067",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 점수: 0.90\n",
            "테스트 세트 점수: 0.77\n",
            "사용한 특성의 개수: 33\n"
          ]
        }
      ],
      "source": [
        "# max_iter 기본 값을 증가시키지 않으면 max_iter 값을 늘이라는 경고가 발생합니다\n",
        "lasso001 = Lasso(alpha=0.01, max_iter=50000).fit(X_train, y_train)\n",
        "print(\"훈련 세트 점수: {:.2f}\".format(lasso001.score(X_train, y_train)))\n",
        "print(\"테스트 세트 점수: {:.2f}\".format(lasso001.score(X_test, y_test)))\n",
        "print(\"사용한 특성의 개수:\", np.sum(lasso001.coef_ != 0))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "1l2gNSXbpK2T",
        "outputId": "1f1cf2f9-efdd-495e-a873-39a8b7e89cbc",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 점수: 0.95\n",
            "테스트 세트 점수: 0.64\n",
            "사용한 특성의 개수: 96\n"
          ]
        }
      ],
      "source": [
        "lasso00001 = Lasso(alpha=0.0001, max_iter=50000).fit(X_train, y_train)\n",
        "print(\"훈련 세트 점수: {:.2f}\".format(lasso00001.score(X_train, y_train)))\n",
        "print(\"테스트 세트 점수: {:.2f}\".format(lasso00001.score(X_test, y_test)))\n",
        "print(\"사용한 특성의 개수:\", np.sum(lasso00001.coef_ != 0))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "uu4g7s4HpK2T",
        "outputId": "f2ac4954-fb79-43dd-c812-a2fc5b72ec83",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 514
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.plot(lasso.coef_, 's', label=\"Lasso alpha=1\")\n",
        "plt.plot(lasso001.coef_, '^', label=\"Lasso alpha=0.01\")\n",
        "plt.plot(lasso00001.coef_, 'v', label=\"Lasso alpha=0.0001\")\n",
        "\n",
        "plt.plot(ridge01.coef_, 'o', label=\"Ridge alpha=0.1\")\n",
        "plt.legend(ncol=2, loc=(0, 1.05))\n",
        "plt.ylim(-25, 25)\n",
        "plt.xlabel(\"계수 목록\")\n",
        "plt.ylabel(\"계수 크기\")\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "j3gvFMPhpK2T"
      },
      "source": [
        "#### QuantileRegressor"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "-xZxXKxfpK2T",
        "outputId": "568b6fe7-f70b-47b4-d9fd-56d989f292b3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 554
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_quantile.py:186: FutureWarning: The default solver will change from 'interior-point' to 'highs' in version 1.4. Set `solver='highs'` or to the desired solver to silence this warning.\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_quantile.py:186: FutureWarning: The default solver will change from 'interior-point' to 'highs' in version 1.4. Set `solver='highs'` or to the desired solver to silence this warning.\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_quantile.py:186: FutureWarning: The default solver will change from 'interior-point' to 'highs' in version 1.4. Set `solver='highs'` or to the desired solver to silence this warning.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAioAAAGdCAYAAAA8F1jjAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABrMUlEQVR4nO3deVxU9foH8M8wLKIEKigi4K6p15tkiqJRanZNLRVBSbLM7ZrXCiW1KC0t0zJTMZdu5VK5i6B11SxLCvvhmpTllgqCCCQg4MI6nN8fE6MDs5yBMzNnZj7vXrxqznnmzJfRZp7zXZ6vQhAEAUREREQy5GTtBhARERHpw0SFiIiIZIuJChEREckWExUiIiKSLSYqREREJFtMVIiIiEi2mKgQERGRbDFRISIiItlytnYD6qOqqgrXrl3DfffdB4VCYe3mEBERkQiCIODmzZto2bIlnJwM95nYdKJy7do1BAYGWrsZREREVAeZmZkICAgwGGPTicp9990HQP2Lenp6Wrk1REREJEZxcTECAwM13+OG2HSiUj3c4+npyUSFiIjIxoiZtsHJtERERCRbTFSIiIhItpioEBERkWzZ9BwVMQRBQGVlJVQqlbWbQhaiVCrh7OzMJetERHbALIlKZmYmwsPDcfz4cVRUVMDZWffLzJ8/H0uXLoWHh4fW8StXrsDNza3e7SgvL0d2djbu3LlT72uRbWnYsCH8/Pzg6upq7aYQEVE9SJ6oHD16FBERERgyZAiOHz9uNH7WrFmYP3++1M1AVVUV0tLSoFQq0bJlS7i6uvIO2wEIgoDy8nJcv34daWlp6Nixo9FiQkREJF+SJyodOnTA2bNnceLECXz66adSX1608vJyVFVVITAwEA0bNrRaO8jy3N3d4eLigitXrqC8vBwNGjSwdpOIiKiOJE9UvL29pb6kRllZGcrKyjSPi4uLjT6Hd9OOiX/uRET2weqf5nFxcfDz80OrVq0wbNgwJCUl6Y1dvHgxvLy8ND8sn09ERGTfrJqoREdHIycnB9nZ2UhNTcWjjz6KJ554Aj///LPO+NjYWBQVFWl+MjMzLdxiy5o1axYUCoXWT8+ePet0rcaNGxtMAnVRKBRITU3F7t270aZNG9HPKywshEKhQHp6uujn9O/fHytWrDCpfUREZP+smqg0adJEs7qnadOmmDNnDvr27YstW7bojHdzc9OUy7fnsvknTpzA7t270adPH2zdulXrZ86cOdi9ezf279+viX/66adrJTRBQUGiXispKanWc+Pj440+74svvkCbNm3g7u6O4cOHIycnR2/sxo0ba72GqYkMERE5JtnVUSktLUXTpk2t3QwtKpWA5OTryM4uhZ9fA4SGNoNSab4VROfPn8epU6cMxjRq1AhDhgwBAGzZsgWbNm3SnPviiy+wcuVK3L59G15eXn//DvrryDRq1Ah5eXmax8aW9B48eBAvvPACtmzZgh49euDFF19EeHi43p4wAHjggQdw9OhRrWNSLEEnIiL7ZtFEZezYsfD398fSpUsBAK+//jqmTp2K1q1bo6ysDMuXL8f58+exc+dOSzbLoISEq4iOTsXVqyWaYwEB7oiLC8KoUYa3pq6rZ555BlFRUfjss8+wc+dOXL58GSqVCr6+vujfvz9mz56tNWn59OnTWsNgp0+fBqBOQCorKwEAPj4+Bl/TlJUxy5Ytw+TJkzFy5EgAwLp16+Dv749jx44hODhY53MUCgVX3xAR2QCVSsDbb5/B22+fgaurEyZObIPIyECz36TrY9FE5cKFC1qrdry8vDBkyBDk5eWhsrISDz/8MJKTk+Hv72/JZumVkHAVEREpEATt41lZJYiISEF8fIjZkpWlS5di7dq1+PLLL/HQQw9BoVDg8uXLeOWVVzB+/Hj873//08QuX74cn3/+udbzu3fvXqfXLSsrQ0VFhcGYY8eOYcqUKZrHzZo1Q7du3QwmKgA0SROgTlyUSiV27NiBqqoq/PXXX3VqLxERSeO773Lxr3/9pHWsvLwKH398GR9/fNnsN+n6mC1R6d+/P4Qa3/AnT57Uevzqq6/i1VdfNVcT6kWlEhAdnVorSQEAQQAUCmDGjFSMGOFvlgxTpVJBqVTC1dVVs9TW1dUVLi4uKC8vrxU/ZcoULFmyRPNYqVSKHvq516RJk7B582aDMYWFhbWWofv4+KCwsFDvc3799Ve4uLhoHnfv3h2pqalYt24dVCoVsrOzRbWPiIikc+1aCSIjj+Dw4TyjsZa4SdfF6suT5So5+brWcE9NggBkZpYgOfm6WV5/9uzZ+Pe//43p06ejZcuWaN68OYYNG4aWLVti/fr1teJdXFzg4eEBd3d3CIKAnJwcHD16FD///DMqKys1CYsxmzZtgiAItZLMezVu3Bj5+flax/Ly8tCkSRO9z+nevbvmuoIgIDU1FQBw4MABHDx4sM49QEREZJqyMhX69fsBCsVO+Pv/T1SSAkBz4z5jRipUKv3fEVKT3WRaucjOLpU0zlRKpRKzZ8/G7NmzRcWvWbMGa9euhbu7Ozw8PODt7Y2OHTti0qRJop4vCAJu3bqFoqIiZGRk4B//+Ife2N69e+P7779HWFgYACA3NxenT582OOxDRETW9corv2LZsgsGYzw9nVFcXKn3/L036f37N5e6iToxUdHDz0/cxE+xcWIFBwfjzJkzWscEQcCdO3fQsGHDWvsV7d+/Hxs3bsTGjRvr/Jq3b9+Gk5MTnJ2dERAQgO7du2PNmjV642NiYvDkk0/iscceQ8+ePTFt2jQEBwejV69eBl+nsrISgiDg5s2bKCwsxMWLF3Hq1CnZDv8REdm6gwdz8fjjPxmN++ijBzF9ents25aJqKijRuPNdZOuCxMVPUJDmyEgwB1ZWSU656koFOrVP6GhzSR93WPHjgFQ91J4enrC3d0d6enpaNu2Lc6fP4+AAP3jgl999RWaN2+OPn361Do3e/ZstG7dutbxRx55BCUlJXBychK90/Bjjz2GTz75BDNnzkRubi4ef/xxJCQkGHxO9RwVJycnNGrUCF5eXujQoQOHfIiIJHbnTiUaNUoUFXvjxgg0bnz3s99aN+mGcI6KHkqlAnFxQQDUScm9qh+vWBFktqVajz76KPbs2QMAmi93Y/vXfPLJJ/jmm290nnvjjTfQtm3bWsednJzQoEED0UlKtWeffRbp6ekoKSnBV199BV9fX72xzz//vGZuikqlQnFxMTIzM3Ho0CFWoyUiksjQoclQKHYaTVI+/fQhCMJoCMJorSQFuHuTXvN7r5pCAQQGSn+Tbgh7VAwYNSoA8fEhOuuorFhh/iVad+7cQWFhITw9PXH16lUA0KyscXFxQaNGjWo9p7y8HLdu3dJ5PVdXV5MTEiIikq9vv83B4MHJomKrqiJqTR+oqfomPSIiBQoFtEYULHGTrgt7VIwYNSoA6enDcOjQo9iypTcOHXoUaWnDLLI0a9KkSWjSpInOn2eeeUbncxYvXoz77rtP58+bb75p9jYTEZF53b5dCYViJxSKnUaTlIsXh2h6T4wlKdWqb9L9/d21jgcEuFt8aTIAKARD61Blrri4GF5eXigqKqq1709paSnS0tLQtm1bVkR1QPzzJyJbY2y7lkGDfsT33xsvjrloUTfExnYxe3vqw9D3d00c+iEiIrIyfdu1PPdcayxadE7UNcQM7ZhCqVRYbAmyIUxUiIiIrEjfdi1Xr5YYTVIuXx6Ktm1rz1e0J5yjQkREZCWGtmvR54MPHtDMO7H3JAVgjwoREZHVvPfeWYPbtVRzdlagvDxc0qEdW8FEhYiIyIKKiyvg5bXbpOd88UWwQyYpABMVIiIii+jT53scPVpQp+dashKs3HCOig2JiIjA3Llz8fvvv8sys37++ecxY8YMAOodlpOSkkQ/d+TIkZg/f77o+I0bNyIoKMik9hERWYJKJSAp6S9s3ZqBt9/+Q1PzpC5JijUqwcoNExWZycnJgUKh0PpZtWqVyddp2rSppgS/Pg0aNKj1WtU/Hh4eep/Xpk0brdgnn3zSaHsuXryIAQMGoEGDBujcuTP27t1rMF5Xm0xJZIiIrCEh4SpatfofBgz4EVFRR/HWW2cMxmdmDsOuXSFQKAxv1wJAk/wkJf0FlcpmS6CZjEM/YqhUwNmzwI0bQJMmQJcugFJp1pc8d+6cZhNBFxcXk55748YNFBYWws/Pz2jsjz/+iODg4FrHjfXYbNmyBWFhYQAApZH3oqysDEOGDEH//v2xefNm7Nu3D+Hh4Th58iT+8Y9/6H3e0aNH8cADD2geOzvzrysRyVe7dvuQlnbbaNxHHz2IF1/soHkcENDQ4HYtANCmzd5a5+LizL+Vixzwk9+YlBRg3TogP//uMW9vYNIkICTEbC/r5uZW54qq8fHxEAQB69at05mE3MvV1bVOr+Pi4iL6eXv27MGNGzewZs0auLi4YPLkyfjf//6H1atXY82aNZK3jUgWrHCDQ5a3Y0cmIiOPiIoNDHRHWtowndVdR40KwIgR/rUqwe7Zk6WzxkpWVgkiIlKsUtLe0pioGJKSAixZUvt4fr76+Jw5Zk1WquXl5eH333/H9evX0blzZ4OxmZmZeOONN7BixQosXboUGzduxPPPP683/uGHH9Z5fPDgwUaHZwBApVKhpESd5VdWVuqMOXbsGPr166fVMzRw4EB88cUXRq997zWdnZ1x/PhxXLp0CUePHjXaNiKrsdINDllGQUE5vL0ND63rkplZguTk63qrvdasBGuoxoogqIeGZsxIxYgR/hbdJNDSOEdFH5VK/UFjyPr16jgzaNu2rWZuxvHjxzF37lz88ccfBp+TkpKCRx55BJGRkYiOjsauXbsQExODJUuWoKqqSudzDh8+jMrKylo/YpIUADh06JBm08PNmzfrjCksLIS3t7fWMR8fH81O0Pr07NkTLi4ump/U1FQkJyfjs88+w08//SSqfUQWV32Dc2+SAty9wUlJsU67qN7++c8DUCh21ilJqZadXSo6Njn5usEaK4JwN/mxZ0xU9Dl7tvYHTU15eeo4M0hLS4MgCBAEAUOGDMHhw4fRv39/nbF//vknBg8ejEGDBiE6OhofffQRACA4OBg//PADNmzYgB49eiAxMVHydg4aNEjTzvHjx+uMady4MfJrvJd5eXlo0qSJwWufOnVKc21BEBAUFISYmBgcPHgQs2fPlux3IJKMlW9wSHpbtmRoVu38/nux3rgmTcTNJTRlmbHYpMaU5McWcehHnxs3pI0zo9atW2Pw4MHYsGEDWrZsqXUuKCgIqamp+PLLL2udA4AQA93Qf/75Jzp06KD3fGlpKW7evIns7GyDE3579+6NDRs2oLy8HK6urgCA7777zuj8GSKbY8oNTrdulmkTmSwrqwQBAf8TFZuT8xR8fRtApRLQps1eZGWV6ByqUSjUE2BNWWYsNqmx9xorTFT0MXK3b3KciW7fvo2srCxcv34dFy5cgL+/v95YV1dXxMTE6D3v5uaGyZMn1zpeWlr3LHz06NEA1EM4nTt3xksvvaQ3dvjw4Xj99dcxbdo0vPPOO/jf//6Hb7/9Fr/88ovB16ieo1JaWorCwkJkZ2fj119/RY8ePercbiKzsqEbHKpNodgpKm7dup6YOLGt1jGlUoG4uCBERKRAoYBWsnLvMmNT5pKEhjZDQIC7pMmPLWKiok+XLurJb4bujnx81HFm0K1bNzRo0AC+vr7o0qWL3qEOQRCgMqEb2cnJCU5O9RvxO3/+PAD1yp97r7Vv3z6d8W5ubvjmm28wefJktGvXDm3atEFCQoLBpcmAeo4KoK734unpCT8/P3Tv3l1znEh2rHyDQ6abN+93LFxofAi/VauGuHJlmMGYUaMCDC4zNnV1jjmSH1vEREUfpVI9Q1/Xqp9qEydKvtywRYsWEPRso6lrKe/evXvx1FNPib7+W2+9hVWrVtWaM6JP69atkZ6ernXMzc1N9OtVa9++PQ4dOiQ6Xt97UC01NdXkNhCZnZVvcEicjIw7aN1a3IKB3Nyn0Ly5+KEVfcuM65pMSJ382CImKoaEhKiXINdcZujjo05SZLDMcNiwYaioqBAd7+TkhNjYWKOJQDU5luonki0r3eCQOGKHdmJjO2PRon/W+XVqLjOuL6mTH1vDRMWYkBAgOFi2hZsUCoXJFVvr0iNCRCLZwA2OI5kz5zd88MF5UbGCoJ57B5UK+P13WX3mS5382BKFIPbWWoaKi4vh5eWFoqIieHp6ap0rLS1FWloa2rZty+qmDoh//mR1rExrNWlpt9Gune45czVlZg5DQEDDuwdYrM8iDH1/18QeFSIic1AquQTZwsQO7cyf3xVvvaVjMr9MqpGTNiYqRERks2bMSEVc3J+iYjVDO7qILdYXHMyeMQtjokJERDbl0qVb6NBhv6jYa9eehJ+fu/FAFuuTLSYqRERkE8QO7bz7bje8/rqJS8DttVifHcyVYqJCRESyNX36L1iz5pKoWINDO8bYY7G++k4Mvn4dOHIE6N8fuO8+szXTGLNsSpiZmYng4GAoFApUVlYajF25ciXatm2L5s2bo1+/fizkRUTk4M6fv6nZCNBYkpKT8xQEYXT9khTgbrE+Q2ypWF99dvE+dAgICwP+/W/1vJznnjNvW42QPFE5evQo+vbti6CgIKOxW7duxaJFi3DgwAH89ddfGDNmDAYPHoyioiKpm2VXBEHAxYsXjSaBRPZMpRKQlPQXtm7NQFLSX1CpbLbSAkH9uVadnHTu/I3B2A8+eECTnPj6SlR+oLpYnyG2UqyvLrt4l5QA776rTlBWrjRv+0wkeaLSoUMHnD17FlFRUUZjly9fjpdffhmdOnUCAERHR8PT0xNbtmyRull2Ydy4cZg/fz7KysrQsWNHXL16VXNu6dKlevfAGTduHF544QWTXispKQmNGzeuT3OJzCYh4SratNmLAQN+RFTUUQwY8CPatNmLhISrxp9MsjJ58gkoFDvh5BRvNLY6OZk1637zNKa6WF/NnhUfH9tammzKxOCzZ9XJSVQUcOKE7lgrJy6SJyre3t7w8PAwGldeXo5Tp06hX79+Wsf79u2LI0eO6HxOWVkZiouLtX7skUKhwLlz5wAAFy9eFF3GXhAElJaW1vqpqqqqFVtRUYG5c+eiXbt2aNiwIbp27YrVq1eb1E5Th+1WrVqFLl26oFmzZujatSvi441/MBHVlJBwFRERKVr7ngBAVlYJIiJSbCJZcfTeoDNnijW9J+vWpRmMvX59uDRDO2KFhAD//S/wzjtATIz63x9/bDtJCiB+wu+8ecDrr+s+16aNulcmMREIDJSsaXVhtcm0+fn5qKyshK+vr9ZxX19f/Pbbbzqfs3jxYixYsMASzbO6jIwMODs7IyMjQ/RzfvnlF7i7616GN3XqVK3HCxcuxFdffYWEhAR06NABp06dQmRkJJo2bYqxY8cafa3qYbuffvoJnTp1QlxcHAYPHowLFy7Ay8urVvzatWuxaNEi7N+/H927d8dvv/2G4cOHo3Xr1ujVq5fo35Ecm0olIDo6VeeW94Kg3lF2xoxUjBjhL9t9UBISrurcYC4uzr43mBMEQVSvCaDeETg6uqOZW2SArRfrq8+E36goqMLCkXw4D9kHbsHPr9Lq+wqZZTKtGNV3+TV7C5ycnHT2AABAbGwsioqKND+ZmZlmb6e1TJgwAYMGDcJzNSYxLViwQG8y0rt3bwiCUOvnmWeeqRV7+PBhTJ48GUFBQfDw8EBoaCgiIiLw448/6rz2ihUr4OPjo0mcTB2227RpE/7zn/+ge/fuAIAHHngAL7/8MtauXSvuDSECkJx8vVZPyr0EAcjMLEFy8nULtko8e+gNMtVzzx0zeWjHqkmKPRAzMfhezs7Ahx8CiYlIUIagTdt9shpWtVqi0rRpUygUChQUFGgdLygogI+Pj87nuLm5wdPTU+vHXn3//fdIT09HUlKS1vG33noLJSW6P6iPHj0KhUJR62fz5s21YgcMGIBNmzYhPT0dAHD69Gl89dVXeOyxx3Re28/PD/fffz/c3d3rNGxXUlICV1dXrWNlZWU4c+aMzngiXbKzSyWNsyRjvUGAujfIHoaBTp8u0gztfPnlFYOx+fkjLDu04wiUSiA83HicpyewfTuwcyfQrp1sE2mrDf24u7uja9euOHnyJELuGfs7duwYxo0bZ7bX7dnzIHJyLP8h1qJFA5w4Mchs1581axZmzZolOj42NhbOzs4YPnw48vLy4O/vj/nz52P0aN0fFpGRkYiMjAQAZGdnmzxs99RTT+Hjjz/GsGHD0KVLFxw5cgQbNmwQ3V4iAPDzE7fCQ2ycJZnSG2SLu+SaMrSzZk0PTJvW3swtclBr1gDffWc4pls39dybe8h5WNWiicrYsWPh7++PpUuXAgCmT5+ORYsW4fHHH0fHjh2xdu1apKWlmTVRyckpRVaW/g8Luegicq2+SqVCRUWF6OsqlUq4uLhAqVTitddew2uvvQZA/SFz69YtZGRkIDc31+A16zJs98Ybb0AQBIwePRpFRUV45JFHMGXKFGzbtk1024lCQ5shIMAdWVklOj9QFQr1fI/Q0GaWb5wRttwbZMjTTx/B9u3ihuHZa2Im5eXA3zeSBk2ZAgwerHOJtZwTaYsmKhcuXEBZWZnm8bRp05CXl4eBAwfi9u3buP/++3HgwAG0aNHCbG1o0cI6d1qmvK6g6xMYwIsvvggPDw+4urpi69ataNasGZYvX47Zs2eLvvb48eNx69YtHDx4UPNaFRUVKC0thaurK3x8fODv74833nhD7zXqMmzn6uqKt99+G2+//bbm2KxZszRzVojEUCoViIsLQkREChQKaCUr1XnzihVBspxIa8u9QTWdOnUDPXocFBV748YING7sajyQTPfzz8DfN/4G7doFOBme6SHnRNpsiUr//v1rfeGePHmyVty8efMwb948czWjFnMOv0jpm2++wZAhQwzGpKWl6R3y6dOnD0aOHKnpMblXXl4eSkvVf9mcnJzg7++P5ORkPPzww5qYmnNjtm3bhlWrViExMVGzvLg+w3Z37tzBxo0bsWnTJlHxRNVGjQpAfHyIzpUzK1bId+WMLfcGAaYN7Xz66UOYPLmdmVvkwCIitIu16TJ+PDBypOhLyjmR5l4/MjVo0CDc0LMWvqioCG3atNE6tnfvXqSnp2P69OlGr62r18PZ2fBfhWvXruHMmTO4c+cOAOPDdsuXL8f+/fvx9ddfw83NDZcvX4a7uzv8/PyQnZ2NyZMnIzQ0FE888YTR9hLVNGpUAEaM8Edy8nVkZ5fCz6+B1ZdQGmOrvUFhYT9j9+5romI5tGNGWVnAiy8aj/viizrtyyPnRJqJikw5OzubVBn21KlTOHHihCZR6dKlC/z8/CRrT0xMDGJiYjSPjQ3bZWZm4ty5c6isrISbmxuuXLmCiRMn4s6dO3B3d8e4cePw5ptvStY+cjxKpcLmJp3aSm/QiRMF6NXre1GxRUUj4enpYuYWObC4OKBGD3ctXbuqy9/Xg5wTaSYqdqSiogKFhYUA1D0aADSPAUheEt/QsN2yZcuwbNkyzeMBAwYgLc1wBUoiRyDX3qCqKgFKpbihnY0be2H8+DbmbZAjKysDnn7aeNz77wN/17KSglwTaSYqNsjV1RXh4eFo1KiR1vF9+/ahiYGKhDdv3hS1vQERmZeceoOGDk3G/v05RuNcXZ1QViaiNgfV3Y8/AitWGI9LSLjbzSExOSbSCkHfEhMbUFxcDC8vLxQVFdUq/lZaWoq0tDS0bdsWDRrIfxY9SYt//kT6HTmSj5CQH0TF3rwZBg8P3tOaVViY8ZhJk4Ann6x1WKUSZJVUiGXo+7sm/u0jInIAKpUAZ2dxQzubN/dGVFQrM7fIwWVmAi+/bDxu0yagRu95NUfZN4qJChGRHXvssR/xww9/iYq1tS85m+xNWLpUXf/EkO7dgfnzDYZUl7uvOSZSXe4+Pj7EZv4cjWGiQkRkZ77++hqGDzfyZaiDLX3J2VRvQmkpIGJXeixdCrQ3vrWAnMvdmwMTFSKyeTZ5Zy2xysoquLjsEhXbtKkrCgrKax23lS85m+lN+OEH4KOPjMeZODlWzuXuzYGJChHZNJu6szYDF5d4VFYaXxPh6+uGnJzhSEr6CwMG/Kg3Tu5fcrLvTRAEYNQo43FTpwJ1LHgp53L35sBEhYhsls3cWUssIeEqwsNTRMXeuTMK7u53N6Gz9S852fYmXLkCzJhhPG7zZqBhw3q9lJzL3ZsDExUbJAgCLl26hDZt2hgtfU9kr2R/Zy2xiooquLqKG9pZu7YHXnhB91wHW/+Sk12i9d57wNGjhmN69gQMbPRqKjmXuzcHfsvZkHHjxqFDhw547bXX0LFjR6SlpWn2/Fm6dCm2bduGEydO6Hyeh4cHPv74Y9GvlZSUhJEjR2pVtiWSE9neWUtModgpOlbMXju2/iUni0SrpASIijIet3w5UGNfNilYrNy9SgWcPQvcuAE0aQJ06QIolcafJzHD+z6TVSgUCpw7dw4AcPHiRShETrISBAGlpaW1fqqqqmrFVlRUYO7cuWjXrh0aNmyIrl27YvXq1Sa1c+XKlWjbti2aN2+Ofv36ITU1VW9sUlISXF1d0aJFC62fQ4cOmfSaRNVkd2ctoW3bMqBQ7BSVpNy+HQZBGC16Q8DqLzmg9vxNa+/pIkZ1oqXvY1GhAAIDzZRoffutujibsSQlIQFITDRLklKtuty9v7+71vGAAHdphjxTUtTzaObNA5YtU/976lT1cQtjj4pMZWRkwNnZGRkZGaKf88svv8Dd3V3nualTp2o9XrhwIb766iskJCSgQ4cOOHXqFCIjI9G0aVOMFbGMbuvWrVi0aBF++ukndOrUCXFxcRg8eDAuXLgALy8vnc/p27cvkoxtrkUkkizurCVUVqZCgwYJomLXreuJiRPb1vm15LqnixgW3zxP7OTY6dOBQYOkeU2R6lzu3lhPSUoKsGRJ7efl56uPz5kDhIRI+8sYwERFpiZMmAAXFxdUVlZqHV+wYAEWLFig8zm9e/fGkSNHah0fN25crWOHDx/G5MmTERQUBAAIDQ1FREQEfvzxR52JyooVK7Bw4UL88ssvaNWqFZYvX46XX34Znf7eECs6OhqrVq3Cli1bMG3aNFN/XSKT2foQRjWph3bEkuOeLmJZJNE6fRoQs8P7li2AnhtESzB536iUFGDdOnXSUc3bW12iPyREncSsW2f4GuvXA8HBFhsG4tCPTH3//fdIT0+v1QPx1ltvoaRE97j80aNHoVAoav1s3ry5VuyAAQOwadMmpKenAwBOnz6Nr776Co899pjOa/v5+eH++++Hu7s7ysvLcerUKfTr108rpm/fvjoTJSJzsOUhjC+/vCJ6aKekZJRJQzumqP6SGzu2Ffr3by7L90qfUaMCkJ4+DIcOPYotW3rj0KFHkZY2rP5JSliY+sdQkhISoh7aSUy0apJisuqeknuTFOBuT0lKirqnpeb5mvLy1HEW4ng9KrNmAdaYINq4sbrqoJnMmjULs2bNEh0fGxsLZ2dnDB8+HHl5efD398f8+fMxerTuD8PIyEhERkYCALKzs1FZWQlfX1+tGF9fX/z22296X/Po0aMIDAxEeXk52rdvj4kTJ2Ly5Mmi20xUky0NYZSWquDuLm5o58svgzFuXGszt8j2SbYLdVER8PzzxuPi4oBWNroHktieEh098DrduFH/NonkeIlKYaHxbFEGunTpIipOpVKhoqJC9HWVSiVcXFygVCrx2muv4bXXXgOgnoh769YtZGRkIDc31+A1qyfn1pzk6+TkpHPiLqAelsrNzYWnpyfKysqwf/9+TJw4EQUFBZgzZ47o9hPVJKchDF0VcsVuBAhIO7RDInz8MXDggPG4xETzt8XcxPaUFBeLu16TJvVvk0iOl6g0biz71xV0DbgDePHFF+Hh4QFXV1ds3boVzZo1w/LlyzF79mzR1x4/fjxu3bqFgwcPal6roqICpaWlcHV1hY+PD/z9/fGGgTX/TZs2hUKhQEFBgdbxgoIC+Pj46HyOu7u7ZqKvm5sbRo4cid9++w2ff/45ExWqN8nurOtBV4VcMcrKwuHqylF4ixE7OTY8XHzvgi0Q2wPi6ames2IoqfHxUU/AtRDHS1TMOPwipW+++QZDhgwxGJOWlqZ3yKdPnz4YOXKkpsfkXnl5eSgtVS/ZdHJygr+/P5KTk/Hwww9rYmrOjdm2bRtWrVqFxMRENGvWDF27dsXJkycRcs/M72PHjumcuKtPaWkpmjZtKjqeSK5MqRQLANu398GYMYFmbBHVcvIksHCh8TgJKsfKktgekOqJtbpW/VSbONGi9VQcL1GxEYMGDcINPRlwUVGRptBbtb179yI9PR3Tp083em1dvR7GKtxeu3YNZ86cwZ07dwAA06dPx6JFi/D444+jY8eOWLt2LdLS0jSJyvLly7F//358/fXXcHNzQ1xcHPr164cHH3wQTk5O2L9/P1atWoVt27YZbS+RnJm0amfklr+XdjJJsZiwMOMxjRsDGzaYvSlW1aWL+J4SpVL997Tm6iAfH3WSYsGlyQATFdlydnZGYxOGi06dOoUTJ05oEpUuXbrAz89PsvbExMQgJiZG83jatGnIy8vDwIEDcfv2bdx///04cOAAWrRoAQDIzMzEuXPnUFlZCTc3N7Rt2xYvv/wyLl26hIqKCrRv3x5bt27F0KFDJWsjkaWsXXsJ//nPL6Jiy4dvhYvTPcO5Fl7a6ZBu3FB/oRrz3nvA/febvz1yoFSa1lMSEqL+eyqDyrRMVOxIRUWFpuT98uXLAUCrBL4piY8Y8+bNw7x583SeW7ZsGZYtW6Z5PHz4cAwfPlzS1yeypFu3KnHffeImVSYE/4Swlld1n6xe2tmtm4StIwDARx8BP/xgPM4eJsfWRUiIaT0lSqUs/p4yUbFBrq6uCA8PR6NGjbSO79u3D00MjEPevHkTHh4e5m4ekV0xZWjnaf90bO31f8YDLbi00+5VVaknvhozdiwwZoz52yN3MuopEYuJig1q2LAh4uO1lzzOnTsXc+fOrdP1dK0y6t+/PzckJIcVF/cnZsxIFRVbWjoKHTrsR1ZWCbLLRBb/suDSTrt19Kh66MYYK1eOlSWZ9JSIxUSFiAhAcXEFvLx2i4r9+ut+ePLJlprH1XvPHM5vhsyShvBvcAdO+sq4WHhpp90RMzm2eXPgv/81f1vIIpioEJFDEzu04+npjKIi3V+S91bIjf7tIcQHJ6NKgO5kxcJLO+1CQYF6IqgxS5cC7dubvz1kUUxUiMjhbN58BePGHRMVW1kZIarK7d0KucH4+XhH9PotEQ1u3TMXxUpLO23asmVAcrLxOEedHOsgmKgQkUO4ebMCnp67RcV+800oBg9uYfJraCrk9n8KUA21qQmLsiF2cuxzz4kbBiKbx0SFiOyai0s8Kit1b0txL19fN+TkSLiE3sYmLFrd//0f8MEHxuO2bQPc3MzfHpINJipEZHc2bkzHhAnHRcWqVBFw0jvzlcxOTK9IYCCwcqX520JakpGMYhQjBCFoCuttd8JExQYJgoBLly6hTZs2RkvfEzmKoqIKNG68W1Ts8eOPoWdP7jNlNdevA//+t/G4ZcuAtm3N3x4HpGun7+q5WAdxEKuxWhObghQshIh9ksxE8m+50tJSzJw5E7t370ZVVRUGDBiA1atXw9vbu1bs/PnzsXTp0lpFyK5cuQI3du3VMm7cOHTo0AGvvfYaOnbsiLS0NM2eP0uXLsW2bdtw4sQJnc/z8PDAxx9/LPq1kpKSMHLkSNZSIdkTu2pn1Ch/7NrV18ytIYPee09d/8QYTo41K107fQcEuOPlxFL8X8/NteJ9UHt/OEuSfG/x6OhonDlzBufPn0dGRgYAICoqSm/8rFmzkJOTo/Xj6EmKQqHAuXPnAAAXL16EQiGuW1oQBJSWltb6qaqqqhVbUVGBuXPnol27dmjYsCG6du2K1atX67iqfitXrkTbtm3RvHlz9OvXD6mpqUafs3r1ari4uNS5OB0RAHzyyWUoFDtFJSlVVREQhNFMUqxFpVIP74SFGU5SJk5UJyhMUswqIeEqIiJStJIUAMjKKsF+57214v3ghxfwgqWap5OkPSpFRUXYsGEDkpKS4OnpCUB9px8YGIizZ8+iC4sciZaRkQFnZ2dNsifGL7/8Anc9FRinTp2q9XjhwoX46quvkJCQgA4dOuDUqVOIjIxE06ZNMXbsWKOvtXXrVixatAg//fQTOnXqhLi4OAwePBgXLlyAl5eXzueEh4ejtLQUnTt3Fv07EVUrLCxHkyZ7RMWeOvU4goIam7dBZNhPPwF/7zlm0PbtgKur+dtDUKkEREenoroYubJhJVR31GmAIACH+w/CsEJ11fMABOA9vIdGaKTvchYjaY/KyZMnIQgCgoODNccCAgLQqlUrHDlypN7XLysrQ3FxsdaPvZowYQIGDRqE5557Tuv4ggUL9CYjvXv3hiAItX6eeeaZWrGHDx/G5MmTERQUBA8PD4SGhiIiIgI//vijzmuvWLECPj4+msRp+fLlePnll9GpUycA6p40T09PbNmyRe/vtGzZMuzdu1fnMCCRPtU9J8aSlKefDoQgjIYgjGaSYk3VvSeGkpT27e/2njBJsZjk5Ou4erUEHV45i5HCFjx1e4fW+YoiVxyP7IcXklfgI3wkiyQFkDhRyc3Nhbe3d60Jnr6+vsjNzdX5nLi4OPj5+aFVq1YYNmwYkpKS9F5/8eLF8PLy0vwEBgZK2XxZ+f7775Genl7r/XjrrbdQUlKi8zlHjx6FQqGo9bN5c+0xxwEDBmDTpk1IT08HAJw+fRpfffUVHnvsMZ3X9vPzw/333w93d3eUl5fj1KlT6Nevn1ZM3759DSakrVu3NvAbE921Zs1Fk4d2tm7tY4GWOS6VSkBS0l/YujUDSUl/QaW6Z8l3bu7dBMWQlSvVycnSpeZtLOn02UOvY6SwBd2WntIcaz74mlZM1o7WKLgqr1Vwkg79VFVV6ZxP4eTkpHOeRHR0NGJjY+Hm5oaCggJ89tlneOKJJ/D999/X+hIEgNjYWMTExGgeFxcX1ylZ2YM9+BpfG41rh3Z4Ha9rHVuERbiMy0af+xSewgiMMLltdTVr1izMmjVLdHxsbCycnZ0xfPhw5OXlwd/fH/Pnz8fo0aN1xkdGRiIyMhIAkJ2djcrKSvj6+mrF+Pr64rfffqv7L0EOLT+/DD4+X4mKPX36X+jWTfcQI0lP3+TLE8P/D77Xzhq/AOedWFU4wlGFKuC+2uca9yzAXwdaah3z82tgoZaJI2mi4u3tjcLCQgiCoJWwFBQUwMen9qzhJvfsINq0aVPMmTMH33zzDbZs2aIzUXFzc5Nkom0JSpCPfKNx3qg9RFGEIlHPLYHuXg+xxM7nUalUqKioEH1dpVIJFxcXKJVKvPbaa3jttdcAqCfi3rp1CxkZGcjNzTV4zeqks2ZSqi8hJTJE7Kqd8eNbY+PGYOOBJKnqyZeaeQ2KKlSO2KZ+cE3/8zB1KvDEE2ZvH+kmQMAojNJ7Pu/H5vi/J/qjqvRuGqBQqBPQ0NBmlmiiaJImKg8++CDKy8vxxx9/oNvfFRkLCgpw6dIl9OjRQ9Q1SktL0bSpeesbuMNdZxJSkxdq37F5wUvUc91R923FBUF3Fc0XX3wRHh4ecHV1xdatW9GsWTMsX74cs2fPFn3t8ePH49atWzh48KDmtSoqKlBaWgpXV1f4+PjA398fb7zxht5rNG3aFAqFAgUFBVrH9SWkRDUtX34BMTG/ioqtqooQvfKNpHXv5MvxrS5jYw8Rcw137ABcXMzfONJJgIBZmGWw5/9/942G6rYL7v2qqf5fbMWKIFF7W1mSpImKr68vIiIiMHPmTMTHx8PV1RUvv/wyevbsiZ49e2Ls2LHw9/fH0r/HJ19//XVMnToVrVu3RllZGZYvX47z589j505xd1h1NeLvf+qi5lCQuXzzzTcYMmSIwZi0tDS9Qz59+vTByJEjNT0m98rLy0NpaSkAdS+Iv78/kpOT8fDDD2tias6N2bZtG1atWoXExEQ0a9YMXbt2xcmTJxFyzwZrx44dw7hx40z5NcmBXL9ehubNxQ3tnDkzGF26eJq5RXZMpZJkn6Hk5OvI7LkO6Gk4rrBlBzReLaL8PZmNAAExiEE60vXGbMEWuMMdCZ/rHspbsSIIo0YFWKC1ppG84Nunn36KF198Ee3atdMUfNu9ezcA4MKFCygrK9PEenl5YciQIcjLy0NlZSUefvhhJCcnw9/fX+pm2ZxBgwbhxo0bOs8VFRVpCr1V27t3L9LT0zF9+nSj19bV62Gswu21a9dw5swZ3LlzBwAwffp0LFq0CI8//jg6duyItWvXIi0tTZOoLF++HPv378fXX3/t8HVxHJ3YoZ0pU9rik0+MfCOScSkpwLp1QP49Q9Te3sCkSeJ3br52DZg+Hf2NhHX67kn8edsTW7b0hvGiBmQOVajCdExHDnL0xmzGZjREQ83juzt9665MKzeSJyqenp744osvdJ47efKk1uNXX30Vr776qtRNsAvOzs5o3Lix6PhTp07hxIkTmkSlS5cu8PPzk6w9MTExWhOZp02bhry8PAwcOBC3b9/G/fffjwMHDqBFC/WOs5mZmTh37hwqKyuZqDigJUvO4dVXT4uK5dCOhFJSgCVLah/Pz1cfnzPHcLIydy7wxx9GX0axW7uIp9wmX+piqGS8LapCFSZiIopQpDdmB3bABbqH4TQ7fdsAbhRjRyoqKjQl75f/XcPg3hL4piQ+YsybNw/z5s3TeW7ZsmVYtmyZznOGlqCT7crJKYWfn/HVdABw/vwT6NRJxxIEqjuVSt2TYsj69UBwsPYwUEUFMGaM0ctP/KU3NmS01zom18mXNelbtRQXJ8+hDkNUUCECEXrPt0M7vIf39CYotoiJig1ydXVFeHg4GjXSLsazb98+rZVUNd28ebPWvkpE9SV2aGf69PZYtUrcpHqqg7NntYd7dMnLU8d16wZ8+y2wdq3RyyY+swLhY47VOi7nyZf3qrlqqVpWVgkiIlIQHx9iE8lKBSowBvoTSje4YTM2QwnT5yLJnULQt8TEBhQXF8PLywtFRUWakv3VSktLkZaWhrZt26JBA/l3S5K0+OdvXgsXnsG8ecaHCABAEHTX5iGJJSerdxuWQvfuwPz5moe6eiQCA+U7+bKaSiWgTZu9tfa1qVbdI5SWNky2yVY5yhGJSL3nXeGKLdhicwmKoe/vmtijQkSiXLtWAn///4mKvXhxCNq3Z++dRRnoTRVtzRpAx9w2W5t8Wa26ZLw+ggBkZpYgOfm67OZrGOtBAYB4xNtcglIXTFSIyCCxQzsxMZ3w4Yfdzdwa0qtLF/XqHmPDP7qIqBxrS5Mvq2Vnl0oaZwkVqMBarMUhHNIbswu74CTtDjiyxkSFiGp5883f8c47Ikqjg0M7sqFUqpcg61r1o0t0NNC/v1mbZG1iVyPJYdVSGcrwNJ42GONoCUo1JipEBADIzLyDVq32iopNSxuKNm3ksbMq/W3DBuArEQX14uPrVPzNFoWGNkNAgDuyskpqTaYF5LFq6TZuYxz0F8psj/b4AB9AAXkPs5mT3ScqNjxXmOqBf+7iiR3aee21zli8+J9mbo39MXv9DmM7FgNAz56AgW0x7JVSqUBcXBAiIlKgUEBWJeNv4iaew3N6z0/DNDyOxx06Qalmt4mKy997Tdy5cwfu7nXfd4dsU3UFXRfuOaJTbOxpvPfeOVGxHNqpO7PV7zh3DoiNNR63ahXg4JW+R40KQHx8iGxKxhegAJMwSe/5buiGd/COBVskf3a7PBkAsrOzUVhYiObNm6Nhw4asfukABEHAnTt38Ndff6Fx48aSVue1denpt9G27T5RsRkZwxAY2NB4oMzIqfqovvod1R9DdarfIab3BBA1OdbRWPvvhrEelCZogvVYb7H2WJspy5PtOlERBAE5OTla1VnJMTRu3BgtWrRgcgrxQztvvtkVCxb8w8ytMR85VR+VtH5HSQkQFWU4BlBPpH3yyTq01jZYO9GoK2MJihe8sBEbLdcgmWAdlb8pFAr4+fmhefPmqKiosHZzyEJcXFygdJDJgvrExKRi+fI/RcXaw9BOnaqPSrTDsC6S1O/473+Bb74x/mIOMDlWTkmoWIUoxARMMBiTCPZ8iWHXiUo1pVLp8F9cZP8uXbqFDh32i4rNynoSLVvax9wtlUpAdHSqzlUdgqDuvZgxIxUjRvjfvQOXYodhA+pVv0PM8I6fn7o4mwOwtRL4ecjDFEzRe74/+iMa0RZske1ziESFyJ6JHdpZuLAb3niji5lbY3km917Ud4dhEUyu3/H774CeDT616Kkca6/qlIRaSRay8CJe1Hv+X/gXpmGaBVtkP5ioENmgp58+gu3bM0XF2sPQjiEm9V7UdYdhE4mt39E/bioQJ+KCDjo51hZK4F/BFczADL3nh2KowR4WMo6JCpGN+OOPInTr9q2o2Ozsp9CihfWrbVqCSb0Xpu4wXEeG6nd4ulSgaJiIXrAXXgAGD65zG+yBnEvgn8M5xEL/EvGn8BQmYqIFW2S/mKgQyZggCHByihcVu2TJA5g9+34zt0h+TKo++n/nxV30xo16t6tm/Y51Dx7BxNaXjT9x1y7AyfHKpOsixxL4xoZ4eqEXXsfrFmuPI2CiQiRDI0f+jD17romKtfehHWNMqj4qdodhKXYihjpZGfXlS0BPI4Ht2gEffijJa9oTOZXAN1bqvi/6YjZmm70djoiJCpFM/PprIYKCvhMV60hDO2KIrj4qZodhHx91XH2kpgILFhiP++9/gea2tSOxJcmhBL6xOSgd0RFLIHIjSKoTuy74RiR3pgztvPVWV8yfb7sF2SxBVFEwfat+qtVn1Q8rx5qFrjoqgYHmLYGfghSDCcjzeB4jMMIsr+0IWJmWSOaGDEnGN9/kiIp19KEds9BVR8XHB5g40fQk5dYt4Nlnjce99BIwcKBp17ZhUleStVRl2mQkYxmW6T3/Nt7GP8HNOeuLiQqRDJ08eQM9ex4UFfvXX8PRrJkbANstHS579a1M++GHwOHDxuMSEu6OUzgIW6wkuwd7DJayn4qpeAJPWK5Bdo6JCpFMmDK08+673fD669pzI2zxA9/uiRne6dwZWLzY/G2RIbNsxmhG3+JbrMVaveefwTOIQIQFW+QYmKgQWdnAgUk4dOi6qFh9Qzu29oFv144fBxYtMh732WfqyboOStLNGM3sMA7jQ+hfaTUIgzAd0y3YIsfCTQmJrODYsQL07v29qNi8vOHw9nbTe96WSofbNU6ONYktVJJNQhLiDJQD7oM+eBWvWrBFZAwTFaJ6MGVo54MPHsCsWeIKstnCB77dKi4Gxo83HhcTA4SGmr89NkTOlWR3YAe2Yqve8yMxEuMh4s+dLI6JClEd9O37A1JSjJRi/1tdVu3I+QPfbi1apB7iMcYBJ8eKJcdKsiuxEodwSO/5CZiA4RhusfaQ6ZioEIn08895ePhh/R949yooGIEmTVzr/Fpy/MC3S4IAjBplPK57d2D+fLM3x9bJqZLseqzH1/ha7/mX8BIGwnGWi9syJipEBlRVCVAqxQ3txMUF4eWXO0ryunL6wLdLv/8OzJtnPG7DBqBxY7M3x17IoZLsQizESZzUe57LjG0PExUiHXr0+A6nThWKijVHQTY5fODbpTFjgIoK43GcHFtnorczkJixIZ6xGIsxGGOW1ybz4vJkor/9+ON19O+fJCq2sHAkvLxczNsgWKd0uN25eRN47jnjcfUpnU+1WKpQ4Q/4AR/hI73np2M6BmGQ5K9L9cM6KkQiqVQCnJ3FDe2sWdMD06a1N3OLamNl2jr67DNg717jcZwca5OMzUGZjMkYhmEWbBGZgnVUiIzo2vUbnD17U1SstffaUSoVXIIsltjJsWFh4npZSHZiEYtzOKf3/GzMRl/0tWCLyNwkT1RKS0sxc+ZM7N69G1VVVRgwYABWr14Nbz3VGleuXInly5fj9u3b6NixI1avXo2goCCpm0WEgwdz8fjjP4mKLS4eifvuM//QDkkkNRVYsMB43KZNQKNGZm8OSW82ZuMiLuo9vxzL0QZtLNcgshjJE5Xo6GicO3cO58+fh5ubG8aPH4+oqCgcOHCgVuzWrVuxaNEi/PTTT+jUqRPi4uIwePBgXLhwAV5eXlI3jRxQZWUVXFx2iYr97LOemDSprZlbRJISUzm2USN1gkI2aTRGoxKVes8vxmJ0RmcLtogsTdI5KkVFRWjWrBmSkpLQt6+66+3q1asIDAzEmTNn0KWL9oZrwcHBGDlyJF5//XXNsY4dOyImJgbTpk0z+nqco0L6tGu3D2lpt0XF1nlop76771LdFBUBzz9vPG7RIvWfCdmk/+A/yEa23vNv4238E/+0YItISlabo3Ly5EkIgoDg4GDNsYCAALRq1QpHjhzRSlTKy8tx6tQpfPDBB1rX6Nu3L44cOaIzUSkrK0NZWZnmcXFxsZTNJxv3zTc5GDIkWVTsrVthaNSoHn/9U1KAdeuA/Huq03p7A5MmceWIuaxdC3z7rfE4Li22aTMxE+lI13t+ARbgATxguQaR1UmaqOTm5sLb2xvOztqX9fX1RW5urtax/Px8VFZWwtfXt1bsb7/9pvP6ixcvxgIx49DkMCoqquDqKm5o54svgvHss63r/6IpKcCSJbWP5+erj3OZq3TETo4dPRqIijJ/e8hs3sSbOI3Tes+/g3fQDd0s2CKSC0kTlaqqKih0LPNzcnJCVVVVrVgAteJ1xVaLjY1FTEyM5nFxcTECAwPr22yyQX5+XyMnR9w+N5Ku2lGp1D0phqxfDwQHcxioPk6cAN5913jc5s1Aw4bmbw+Zzb/xb1zHdb3nP8AH6IAOFmwRyY2kiYq3tzcKCwshCIJWAlJQUAAfHx+t2KZNm0KhUKCgoEDruK7Yam5ubnBzc5OyyWRDvv76GoYP/1lU7J07o+DuboZE4exZ7eEeXfLy1HHdePdnMjGTY5s2NZ4skuyFwfCf9QqsQGtI0ANKNk/SROXBBx9EeXk5/vjjD3T7+0O6oKAAly5dQo8ePbRi3d3d0bVrV5w8eRIh93STHzt2DOPGjZOyWWbHglzmU15eBTc3cUM7W7b0xtixrczboBs3pI0j9Xs1caLxuPffBzp1Mn97yKyMJSif4TN4Q3c5C3JMkiYqvr6+iIiIwMyZMxEfHw9XV1e8/PLL6NmzJ3r27ImxY8fC398fS5cuBQBMnz4dixYtwuOPP46OHTti7dq1SEtLs6lERVeJ84AAd8TFscR5fTRpshuFhcb3ZHFxUaC8PMICLfpbkybSxjmyuDggKcl4HCfH2gVjCcqn+BQ+0N2bTo5N8joqn376KV588UW0a9dOU/Bt9+7dAIALFy5ordqZNm0a8vLyMHDgQNy+fRv3338/Dhw4gBYtWkjdLLNISLiKiIiUWrvbZmWVICIiBfHxIUxWTJCYmIVRo/5PVGxJySg0aGCFOSBduqhX9xga/vHx4bJYfaqqgPBw43FRUeoJsmTzjCUoq7EaLdHSQq0hW8S9fupIpRLQps1erZ6UeykU6p6VtLRhHAYywJRVO7t2ySTx07fqpxpX/dR29Cjw3nvG47ZuBRo0MH97yOzmYi7+wB96z3OIx7Fxrx8LSE6+rjdJAdSrKjMzS5CcfJ37tOgwePBP+PbbXKNxnp7OKCoSMcHSkkJC1MlIzToqPj7quRZMUu4SMzm2RQt1jRSyeQIEjILh5eQc4iFTMVGpo+xscUtjxcY5gkOH/sLAgT+Kii0rC4erq5OZW1QPISHqJcisTFtbfj4webLxuKVLgfaW342apCcmQfkcn8MTrCBOpmOiUkd+fuK6p8XG2StT9trZs6cfhg+3obFqpZJLkO+1dCnws4jl45wcazeMJSge8MAn+ATucLdgq8jeMFGpo9DQZggIcEdWVkmtybTA3TkqoaHNLN84GZg//w8sWHDGaNyIES2xe3c/C7SIzEKlAiJErLoaPx4YOdLszSHLUEGFCBj+c9+KrWgAx75RI2kwUakjpVKBuLggRESkQKGAVrJSXetuxYogh5pI+9tvheje/TtRsRUV4XB2lu/QDmvjGPHzz+oeFGO2bQNYpNFuiElQtmALe1BIUkxU6mHUqADEx4forKOyYoVj1FGpqKiCu3sCVCrji8dSUgaiTx/5z/JnbRwDxEyObdVKXSOF7AZ7UMiauDxZAo549z137u94992zRuOWLeuOmTNtp5qovto41b1k8Tt6Y1TnYseaQPvXX8DUqcbjli8H2rQxe3PIcipRiQmYgFu4pTdmO7bDFa4WbBXZAy5PtjClUuEQS5Bzckrx1FOHceKE4fLwgYHuSE8fBicn20rWVCoB0dGpOuccCQIwqmUm+mzYA7jevnvC2xuYNMk+lyQvWgQcP248jpNj7U45yhGJSIMxO7ADLnCxUIvIkTFRIYNUKgELFvyBd94x3nty6dIQtGvnYYFWmYeh2jhhfpnY2Su59on8fHXxN3sp8iZ2cuzkycCwYeZvD1lUCUoQhSiDMfGIhxJ23otIssJEhXRKSclH374/GI376KMH8eKL9rEFu76aN06oQtwDJ9X/ra+TaP16dV0VWx0GSkoSN69kxw7AhXfR9kZMgpKABChgW72kZB+YqFAtv/xyw2CSEhcXhJde6gCFwr4+tPTVvAn1uY5A9zuGn5yXpy7+Zmt1VcRMju3QAfjgA/O3hSzuJm7iOTxnMGYXdsEJ8l2hR/aPiQrVkplZ+0s5LMwf69f3ROPG9jtpTl9tHD83/VslaLlheO6ObGRnA//5j/G4lSuBwEDzt4csrhjFGI/xBmPYg0JywUSFahkxwh8zZ3bETz/l4eOPe6Bnz6bWbpJF6KuNk10msiZEkybma5wUFiwAUlONx3FyrN3iEA/ZIiYqpNOyZUHWboJV6KqNk5zXDNfKG8HP9bb+j28fH/VSZbmprARGjzYe98ILwODB5m8PWQV7UMiWMVEhqmHUqACMGOGvVRvH16UVFEuX6H/SxInymkh78CCwerXxOE6OtWt5yMMUTDEYkwj2oJG8MVEh0qF2bZzmgNMcYN069ZLkaj4+6iRFLkuTxUyO/cc/gIULzd8WsporuIIZmKH3/IN4EG/iTcs1iKgemKgQiRUSol6CfPasvCrTZmUBL75oPG71aqClDe1OTSa7hEuYhVl6z3vDG5/hMwu2iKj+mKgQiaTeKiEf2dme8PNrjtAuVt4qYfZs4OJF43E2ODnWEbelqA9jCQrAIR6yXUxUiESQzUaFFRXAmDHG4158EXjsMfO3xwxk817bgDM4gzfwhsEYJihk67gpIZERRjcqjA8x/xdoQgLw5ZfG43buBJxt9/5DFu+1DWAPCtk6U76/magQGaBSCWjTZq/ePYAUCvXdflraMPMMTYiZHPvgg8Cbtj8x0urvtQ34Hb9jHuYZjGGCQraAuycTScTQRoWAuihcZmYJkpOvS7eDdloaEBNjPG7VKsDfX5rXlAGrvNc24iAOYjUMLzdngkL2iokKkQH6Niqsa5xBzz8PFBUZj5Px5Nj6TIK16HttIw7hEFZipd7zndAJ7+N9C7aIyPKYqBAZoG+jwrrG1VJWBjz9tPE4G6gcW99JsGZ/r23IARzAx/hY7/k2aIPlWG7BFhFZD+eoEBlQPW+i5kaF1eo8b2L7dmDbNuNx8fHWr9MighSTYM32XtuQH/ADPsJHBmM4xEP2gHNUiCSib6NC4O6X8IoVQeK/OMVMju3YEVhioFy/zKhUAqKjU3UmF4Kgfp9mzEjFiBH+Bt8nyd9rG3IYh/EhPjQYwwSFHJWTtRtAJHfVGxX6+2vvohwQ4C5uueyff6oTFGNJytq16vknNpSkAKZNgjWm3u+1jTmEQwhDmN4kpQEaIPHvf4gcFXtUiETQtVGh0YmiY8cCpSImfsp4cqwYUk+CrdN7bWN2YRc2YZPe853RGYux2IItIpIvJiomYFlvx1Z7o0IdSkvVCYoxL70EDBwoTcOszByTYEW91zZoOZbjJ/yk9/zDeBiv4BULtohI/pioiMSy3mTQl1+qq8caYyOTY00RGtoMAQHuRifBhoY2s3zjZCIOcUhCkt7zQzEUUzDFcg0isiFMVETQt6IhK6sEEREpdjl2TiKJmRzbrRvwzjvmb4uVOPIkWGNWYRW+x/d6z4cgBHMwx4ItIrI9XJ6sw71DPM2bu+H554+zrDfdde4cEBtrPO6TT4BmjtOLoKvXMTDQHStWOF6v49t4G6dwSu/5tmiLZVhmwRYRyQv3+qkHXR+2Yhw69KhdjqnTPUaNgs6xjZoSEx12PpOj/t7VtmEbtmO73vMDMAAv42ULtohInqxSR6WqqgpvvvkmNm7ciPLycjz00ENYu3Yt2rRpozN+48aNmDZtGry8vLSOHz58GB06dJCqWSbRN8QjhiOV9XYoJSVAVJTxuBkzgEcfBeDY85nsdRKsMR/jYxzAAb3nB2IgXsJLFmwRkf2QLFF5//33kZCQgBMnTqBZs2aYM2cOhg0bhl9//RXOeradj4yMxMaNG6VqQr0YKlolhiOU9XYo69cDX39tPG7XLsDpbjkizmdyLM/gGdzBHb3nn8ATmIqpFmwRkf2RJFERBAFxcXFYtmwZWrRoAQBYuHAhPvnkE3z33XcYMmSIFC9jVsaKVunDFQ12Rszk2IceAubOrXVYqgqtJH/P43kUQf8GknMwByEIsWCLiOyXJIlKWloacnNz0a9fP80xd3d39OjRA0eOHJEsUSkrK0NZWZnmcXFxsSTXBeo2dOPoKxrsxu+/A/PmGY/77DPA21vvaVMqtDri8Ig9iEQkylGu93w0otEf/S3XICIHIEmikpubCwDw9fXVOu7r66s5p8uuXbtw8OBBVFVVoXPnznjppZcQZuCOdvHixViwYIEUTa6lLkM3AQGOuaLBbojpPQFEV46VukIrycdUTMVf+Evv+WfxLEZhlAVbROQ4TEpUevXqhczMzFrHd+3aBQBQKLR7FZycnFBVVaXzWuHh4RgzZgwaNmyIW7duYceOHYiKisLGjRsRGRmp8zmxsbGIiYnRPC4uLkZgYKApv4JeYopW+fs3wMaNwfjrrzKHXNFgF27fBsaNMx43ezbQt69JlzZHhVayrumYjmu4pvf8JEzCk3jSgi0icjwmJSrHjx/XefzcuXMAgIKCAvj5+WmOFxQUoF27djqfc99992n+28PDAxMnTsThw4fxxRdf6E1U3Nzc4ObmZkqTRRNTtCou7kE89piv7guQvH38MXBA/6oMjYSEu3/gJmKFVvvxCl7BZVzWe34apuFf+JcFW0TkuCTZPblDhw7w8vLCyZMnNccqKytx6tQp9OjRQ/R1SktL0bRpUymaVCeOtnOrQ6jetdhQkhISoh7eSUysc5IC3E12gdqX4Xwm2xD29z/6kpTX8BoSkcgkhciCJJmj4uzsjKlTp+KNN97AQw89BB8fH8ybNw+NGjXCsGHDAACzZs1CVlYWtm7dCkC9Kig8PBydO3eGSqXC5s2bsWfPHvz8889SNKnOHGHnVruXmgqImcu0YQPQuLGkL12d7Oqqo8L5TPIVBsPzleZhHnpA/E0XEUlHsjoqCxcuRGlpKbp3746Kigr06NEDBw4cgLu7unfi8uXLSE9P18S3bNkSUVFRuHbtGsrLyxEUFISDBw8iKChIqibVmaMWrbJ5Ek+OrSsmu7bDWILyPt5HJ3SyUGuISBeW0CfbVlwMjB9vPC42FggONn97yCYYK9T2Lt5FV3S1YIuIHItVSugTWdTKlcChQ8bj6jE5luwPh3iIbA8TFbIdgqDeGNCYRx4BZs40f3vIZkzBFOQhT+/5pViK9mhvwRYRkVhMVEj+TpwA3n3XeNznnwMcAqR7GOtBWYM18IOfwRgisi4mKiRfMpkcS7bHWILyCT5BM7CeDZEtYKJC8lJYCEyYYDxu3jzAhBo95BiMJSgbsAGN0dgyjSEiSTBRIXlYuhQQU0OHk2OpBgGC0X121mM9mqCJhVpERFJiomJGKpXAWhqGiJ0cO2gQMH26+dtDNkVMgrIRG+EFLwu1iIjMgYmKmSQkXNVZnTQujtVJceYM8MYbxuO+/BLw8DB/e8imiElQvsAXuA/3GYwhItvARMUMEhKuIiIipdbGdFlZJYiISHHcfYP+/W/g+nXjcZwcSzpUoQrhCDcYswmb0AiNLNQi07GXlch0TFQkplIJiI5O1bl7riCop1fMmJGKESP8HeMDqqQEiIoyHrd0KdCedSyoNhVUiECEwZht2AY3mGdndamwl5WobpioSCw5+brWB1FNggBkZpYgOfm6fe8nlJwMLFtmPE6GvSe865WHSlRiNEYbjLGFBAVgLytRfTBRkVh2dqmkceZgti9iQQCef169/44hkyYBTz5Z/9czoK6/I+96ra8CFRiDMQZjtmM7XOFqoRbVD3tZieqHiYrE/PwaSBonNbN8EWdkANHRxuO2bgUamP/3ruvvyLte6xKToOzADrjAxUItkgZ7WYnqh4mKxEJDmyEgwB1ZWSU676AUCvWXZmio5atiSv5FvHo1cPCg4ZgxY4CxY01vbB3V9XfkXa/1lKEMT+NpgzE7sRPONvpxZQu9rERyZpv/58uYUqlAXFwQIiJSoFBA64uvuk7ZihVBFv+yk+yLuLwciIw0/oKffAI0s2wyVp/fkXe9lleCEkTB8ETreMRDCaWFWmQecu9lJZI7J2s3wB6NGhWA+PgQ+Pu7ax0PCHC32vCBKV/EOqWlqXtHDCUpHTqoJ8cmJlo8SQHq9zvyrtdybuM2whBmMEnZhV1IRKLNJynA3V5WfQWVFQogMNA6vaxEtoA9KmYyalQARozwl83qkTp9EQuCumT9pk2Gn/TWW0BQUN0bJ5H6JBu86zW/IhTheTxvMCYBCVDAvobW5NrLSmQrmKiYkVKpkM0wgclfxJs2Abt26Q9s1kw9R8VFPhMb65NsyHluka1z1ATlXtW9rLomea9YwRVlRIYoBEHXx7JtKC4uhpeXF4qKiuDp6Wnt5hhk7docKpWANm32Gv0iTksbBmV2FvDSS7ov9M47QLdu5m1sHZn0O+p476sn4gK673q56sc0N3ADEzHRYIy9Jyg1WftzgEguTPn+Zo+KBcihNodJ3c8NGwKennfroTz4IPDKK0Aj+ZYmB+rfxc67XmkUohATMMFgTCLkV+jPEuTUy0pkK9ijYmb6lsta6y5dV9IUGKjji7i4GLh1C2jZ0mJtk4ro31EP3vXWTT7yMRmTDcY4aoJCRNpM+f5momJG1UMR+laiGBuKMGe77P2L2BF+R7nIRjb+g/8YjGGCQkT34tCPTMi1NocjdD87wu9obVdwBTMwQ+/5FmiBtVhruQYRkV1iomJGrM1B9ugCLuBVvGowhj0oRCQVJipmxNocZE/SkY6ZmKn3vBJKxCPegi0iIkfARMWMpKrNwfkWZE3GelBc4Yrt2G7BFhGRI2GiYkZSVKSUw9JmckxncAZv4A2DMRziISJz414/ZlaffX+qlzbXnJBbvRNwQsJVs7SZHNsFXEAYwvQmKf6FnTBmaxyik/4LlcpmFw0SkY3g8mQLMXX4Rq5Lm/Xh8JTt+wW/4B28o/d8k8IAfPfPwezdI6J64/JkGTJ1uaxclzbrwuEp23YUR/Ee3tN7vju644GEyX8XLtTdu8ftBYjIXJioyJStLG3WV3mXX2Dy9zN+xlIs1Xv+CTyBqZiq7t2L3qtzQrggqHv3ZsxIxYgR/uxFIyLJcY6KTNnC0maVSkB0dKreLzBA/QXGeQzykoQkhCFMb5ISjGAkIhFTMRWAab17RERSY4+KTEm1tNmcbGl4iowP8TyMh/EKXql13FZ694jIPknao3Ljxg0MHToUCoUCFy9eNBq/fft2dO7cGb6+vggKCsIPP/wgZXNsWvXSZuDuUuZqYpc2mxu/wGzDfuxHGML0JikDMRCJSNSZpAC20btHRPZLskTlypUreOCBB9ChQwdR8YcPH8akSZOwceNG5Obm4s0338RTTz2Fy5cvS9Ukm1efpc2WwC8weduDPQhDGD7BJzrPP4EnkIhEvISXDF6nunevZsJcTaFQ705tzd49IrJfki1PvnXrFsrKynDz5k20bdsWf/75p8GkZcyYMWjcuDE++eTuh+igQYPw0EMP4f333xf1mra0PLk+5Lr0t3oJtbHhKbksoXYUO7ETW7BF7/kJmIDhGG7SNasnTQO6CxfKIXEmItthleXJHh4e8PDwwM2bN0XFHzlyBO+8o12zoV+/fkhKStL7nLKyMpSVlWkeFxcX16mtUrJEEiHXnYClqLxL0lmN1TiIg3rPhyMc4zCuTteu7t3TtQx9xQouQyci87HaZNrc3Fz4+vpqHfP19UVubq7e5yxevBgLFiwwd9NEY/0QfoHJwQ7swFZs1Xs+ClEYjdH1fp1RowIwYoS/LHv3iMh+mZSo9OrVC5mZmbWO5+TkmPzCVVVVUNQY9HZyckJVVZXe58TGxiImJkbzuLi4GIGBgSa/thRYP+QufoFZx6f4FPuwT+/58RiPkRgp6WvKtXePiOyXSYnK8ePHJXthb29vFBQUaB0rKCiAj4+P3ue4ubnBzc1NsjbUlbH6IXZdAEulAs6eBW7cAJo0Abp0AZRKfoFZ0Ht4D0dxVO/50RiNKERZsEVEROZjtaGfnj174uTJkxg7dqzm2LFjx9CjRw9rNUk0h60fkpICrFsH5OffPebtDUyaBISEWK9dDmIZliEZyXrPT8M0/Av/smCLiIjMz2KJyqxZs5CVlYWtW9Vj6dOnT8fYsWMRHh6OPn36YPfu3Thw4ACOHtV/pygXDlk/JCUFWLKk9vH8fPXxOXOYrJjJTMxEOtL1no9GNPqjv8XaQ0RkSRZLVC5fvoz09HTN4yFDhmDJkiV45plnkJ+fj8DAQOzcuRMPPPCApZpUZw5XP0SlUvekGLJ+PRAcDCiVlmmTA3gBLyAX+ieXz8Is9EM/C7aIiMjyJKujYg3WqqPicPVDfv8dmDfPeNw77wDduuk8JddaMHI0ARNQiEK951/Da+iN3pZrEBGRxKxSR8WROFz9kBs36hXHZdzizMIsXMIlvedjEINQhFqwRURE1sfdk+tI7uXtJdWkSZ3jqpdx15x8XL2MOyHhqhQttGlLsARhCNObpLyKV5GIRCYpROSQOPRTTw4xpKFSAVOnaq/2qcnHB/j4Y605KtVDZPpWSNndEJmJwhBm8HwsYhGMYAu1hojIcjj0Y0EOUT9EqVQvQda16qfaxIm1JtI67DJuI4wlKO/hPdyP+y3UGiIieWOiQuKEhKiXINeso+Ljo05SdCxNdshl3AYYS1BWYiUCIaLSsp6ie0RE9oiJCokXEqJegizyS9LhlnHrYSxBeR/voxM6ibsYi+4RkYPhHBUyG4dbxl2DsQTlQ3yIdmgn/oL6iu5VY9E9IrIRpnx/c9UPmU31Mm7g7rLtana5jPtvYX//o88KrEAiEk1LUsQW3VOpxF+TiMgGMFEhs3KkZdxiE5TWaG36xc+eNbzqCgDy8tRxRER2hHNUyOxGjQrAiBH+druM29gQz3/xXzRHPVc11bPoHhGRrWKiQhZhb8u4BQgYhVEGY9ZhHZqiqTQvWI+ie0REtoyJCpEJxCQon+NzeELiyd1duqhX9xgruteli6Qv6xAFDYlI1pioEIkgJkH5Al/gPtxnngbUsehefXCPJiKSAy5Ppnqz57vuKlQhHOEGY8yaoNSkq46KgaJ7dVW9R1PNT4fq1Vr2NhGaiCzLlO9vJipUL/Z61y0mQdmETWiERhZq0T3MXJmWezQRkblxrx+yCH133dU7I9viXXclKjEaow3GbMZmNERDC7VIB6US6NbNbJfnHk1EJCdMVKhOVCoB0dGpOivOCoL6rnvGjFSMGOFv+K5bJvvWVKACYzDGYMx2bIcrXC3UIuvhHk1EJCdMVKgWMXNOJLnrlsG+NWUow9N42mDMDuyAC1ws0h454B5NRCQnTFRIi9g5J/W+69a3b01+vvq4mfetKUEJohBlMGYndsLZAf8XCQ1thoAAd6N7NIWGNrN844jI4bCEPmlUzzmp2VNSPeckIeGq5li97rqtuG9NGcoQhjCDSUo84pGIRIdMUgDH3aOJiOSJiQoBMD7nBFDPOVGp1A+q77prfpFVUyiAwEA9d91W2LfmDu4gDGEGh3mqExQlLD9HRm4caY8mIpI3x7xlpFpMnXNSfdcdEZEChQJaCY7Ru24L7ltTjGKMx3iDMbuwC07M2Wux9z2aiMg2MFEhAHWbc1J9161rTsuKFQbqqFhg3xoxCUoCEqAAv3QNsbc9mojI9jBRIQB1n3NSp7tuM+5bk4c8TMEUgzFMUIiIbAcTFQJQv5UeJt91m2Hfmr/wF6ZiqsGYRCSKvh4REckDB+YJgBVWeoSEqJcge3trH/fxMWlp8jVcQxjCDCYpiX//Q0REtod7/ZAWXXVUAgONzDmpjzpWps1GNv6D/xiMYXJCRCRP3JSQ6kXOuyFziIeIyPZxU0KqFzmu9LiIi5iN2QZjmKAQEdkfJioka+dwDrGI1XteCSXiEW/BFhERkSUxUSFZ+h2/Yx7m6T3fHu2xFEst2CIiIrIGJiokKylIwRIYWLYMDvEQETkSJiokC6dxGm/iTb3nneCEXdhlwRYREZEcSFpH5caNGxg6dCgUCgUuXrxoMHbjxo1wd3dHixYttH6MPY/syxVcQRjC9CYpznBGIhKZpBAROSjJelSuXLmChx9+GGFhYaKfExkZiY0bN0rVBLIhaUhDDGIMxnCIh4iIJEtUvL29kZqaips3b+Kjjz6S6rJkZ37Db3gLb+k9z0myRER0L8kSFQ8PD3h4eODmzZtSXZLsyD7sw6f4VO/5QRiE6ZhuwRYREZEtsOpk2l27duHgwYOoqqpC586d8dJLLxkcOiorK0NZWZnmcXFxsSWaSfVwTvUHYpVz9Z6fiZl4BI9YsEVERGRLTJpM26tXr1qTX1u0aFGnFw4PD0dubi6uXr2KCxcuYNy4cYiKisL27dv1Pmfx4sXw8vLS/AQGBtbptcn8fsfvCEOY3iQlEpFIRCKTFCIiMkjyvX7S09PRtm1b/Pnnn+jQoYNJz504cSJyc3Oxd+9ened19agEBgZyrx8ZuYIreB2v4w7u6Dz/0Alg7rswaYdkIiKyLza7109paSmaNm2q97ybmxvc3Nws2CISKwc5mIZpes+/tBIYeOieA+vXA8HBonZKJiIix2WxRGXWrFnIysrC1q1bAQALFy5EeHg4OnfuDJVKhc2bN2PPnj34+eefLdUkksBxHMciLNJ7/rXFQO9jOk7k5QFnzwLdupmvcUREZPMslqhcvnwZ6enpmsctW7ZEVFQUrl27hvLycgQFBeHgwYMICgqyVJOoHr7Dd1iDNXrPr4gGWmcYuciNG9I2ioiI7I7kc1QsyZQxLpLGWZzF63hd57nLazoi/b8d8OC1ciQ9/L3xi73zDntUiIgckM3OUSH5OoMzeANv6D1/eOBA5B1SrwBLRhUySxrCv8EdOCn0PMHHB+jSxQwtJSIie8JEhQy6iIuYjdl6z/c/+BJmPJ6vdawKToj+7SHEByejSoDuZGXiRE6kJSIioyTdlJDsz3f4TufxVViFRCSiu7PuoZvE7EBEHAtFVmlD7RM+PlyaTEREonGOChl0AzcwERM1j9dgDfzgp3msUglo02YvsrJKoOtvklJRhVGdi7Ft7f1w8m6qHu5hTwoRkUPjHBWSTBM0wRzMQTu0gy98a51XKhWIiwtCREQKFApoJSsKhXoY6OmFQ+D0aIAFW01ERPaCQz9kVAhCdCYp1UaNCkB8fAj8/d21jgcEuCM+PgSjRjFJISKiuuHQD0lGpRKQnHwd2dml8PNrgNDQZlAq9S37ISIiR8WhHwdnrYRBqVSgf//mZn8dIiJyHExUZKg+iUZCwlVER6fi6tUSzbGAAHfExQVxCIaIiGwOExWZqU+ikZBwFRERKbVW32RllSAiIoXzRYiIyOZwMq2MVCca9yYpwN1EIyHhqt7nqlQCoqNTdS4Rrj42Y0YqVCqbnZJEREQOiImKTNQ30UhOvl4rwal5jczMEiQnX5eiuURERBbBREUm6ptoZGeXinodsXFERERywERFJuqbaPj5NRD1fLFxREREcsBERSbqm2iEhjZDQIA7FHoWBykUQGCgO0JDm9W1iURERBbHREUm6ptoVJeyr46t+VwAWLEiiAXYiIjIpjBRkQkpEg2WsiciInvDEvoyo6uOSmCgO1asEF+wjaXsiYhIzkz5/maiIkNMNIiIyJ5xrx8bxz1ziIiI1DhHhYiIiGSLiQoRERHJFhMVIiIiki0mKkRERCRbTFSIiIhItpioEBERkWwxUSEiIiLZYqJCREREssVEhYiIiGSLiQoRERHJFhMVIiIiki0mKkRERCRbTFSIiIhItiRLVM6fP4/IyEj4+vqiRYsW6NOnD3744QeDz9m+fTs6d+4MX19fBAUFGY0nIiIixyJZohIbG4vhw4cjIyMDOTk5GD9+PEaOHImioiKd8YcPH8akSZOwceNG5Obm4s0338RTTz2Fy5cvS9UkIiIisnEKQRAEKS5UWVkJZ2dnzeM7d+6gUaNGOHLkCHr37l0rfsyYMWjcuDE++eQTzbFBgwbhoYcewvvvvy/qNYuLi+Hl5YWioiJ4enrW/5cgIiIiszPl+1uyHpV7kxQASElJQYMGDdC+fXud8UeOHEG/fv20jvXr1w9HjhyRqklERERk45yNh5guPz8fkyZNwty5c+Hj46MzJjc3F76+vlrHfH19kZubq/e6ZWVlKCsr0zwuLi6WpsFEREQkSyYlKr169UJmZmat4zk5OZr/LisrQ3h4OHr27InY2Fi916qqqoJCodA65uTkhKqqKr3PWbx4MRYsWGBKk4mIiMiGmZSoHD9+3OD5yspKjBkzBkqlEps2bYKTk/6RJW9vbxQUFGgdKygo0NsDA6gn7MbExGgeFxcXIzAwUGTriYiIyNZINkelqqoKzz77LK5fv449e/agQYMGBuN79uyJkydPah07duwYevToofc5bm5u8PT01PohIiIi+yVJoiIIAqZMmYJz585h37598PDwqBUza9YsjB07VvN4+vTp+Oyzz5CSkgJBEJCYmIgDBw7g3//+txRNIiIiIjsgyWTajIwMrF+/Hl5eXujcubPWucWLF2PChAm4fPky0tPTNceHDBmCJUuW4JlnnkF+fj4CAwOxc+dOPPDAA1I0iYiIiOyAZHVUrIF1VIiIiGyPVeqoEBEREUmNiQoRERHJFhMVIiIiki0mKkRERCRbTFSIiIhItpioEBERkWwxUSEiIiLZYqJCREREssVEhYiIiGSLiQoRERHJFhMVIiIiki0mKkRERCRbTFSIiIhItpioEBERkWwxUSEiIiLZYqJCREREssVEhYiIiGSLiQoRERHJFhMVIiIiki0mKkRERCRbTFSIiIhItpyt3QCSIZUKOHsWuHEDaNIE6NIFUCqt3SoiInJATFRIW0oKsG4dkJ9/95i3NzBpEhASYr12ERGRQ+LQD92VkgIsWaKdpADqx0uWqM8TERFZEBMVUlOp1D0phqxfr44jIiKyECYqpHb2bO2elJry8tRxREREFsJEhdRu3JA2joiISAJMVEitSRNp44iIiCTARIXUunRRr+4xxMdHHUdERGQhTFRITalUL0E2ZOJE1lMhIiKLYqJCd4WEAHPm1O5Z8fFRH2cdFSIisjAWfCNtISFAcDAr0xIRkSwwUaHalEqgWzdrt4KIiEi6oZ/z588jMjISvr6+aNGiBfr06YMffvhBb/zGjRvh7u6OFi1aaP1cvHhRqiYRERGRjZMsUYmNjcXw4cORkZGBnJwcjB8/HiNHjkRRUZHe50RGRiInJ0frp0OHDlI1iYiIiGycZInKjh078Mwzz8DNzQ0AMH78eNy8eRPnzp2T6iWIiIjIwUiWqDg7a093SUlJQYMGDdC+fXupXoKIiIgcjFmWJ+fn52PSpEmYO3cufHx89Mbt2rULAQEBaNmyJQYOHIjExESD1y0rK0NxcbHWDxEREdkvhSAIgtjgXr16ITMzs9bxnJwczX+XlZVh8ODB8PHxwY4dO+DkpDsXunnzJpRKJRo2bIhbt25hx44dmD59OjZu3IjIyEidz5k/fz4WLFhQ63hRURE8PT3F/hpERERkRcXFxfDy8hL1/W1SomJMZWUlwsPDcevWLezduxcNGjQw6fkTJ05Ebm4u9u7dq/N8WVkZysrKNI+Li4sRGBjIRIWIiMiGmJKoSFZHpaqqCs8++yyuX7+Ob7/91uQkBQBKS0vRtGlTvefd3Nw0k3WJiIjI/kkyR0UQBEyZMgXnzp3Dvn374OHhUStm1qxZGDt2rObxwoULcfbsWQiCgMrKSnz++efYs2cPXnnlFSmaRERERHZAkh6VjIwMrF+/Hl5eXujcubPWucWLF2PChAm4fPky0tPTNcdbtmyJqKgoXLt2DeXl5QgKCsLBgwcRFBQk+nWrR604qZaIiMh2VH9vi5l9IukcFUu7evUqAgMDrd0MIiIiqoPMzEwEBAQYjLHpRKWqqgrXrl3DfffdB4VCIeo51RNwMzMzOQHXRHzv6o7vXd3xvasfvn91x/eu7oy9d4Ig4ObNm2jZsqXe1cHVbHpTQicnJ6OZmD6enp78i1dHfO/qju9d3fG9qx++f3XH967uDL13Xl5eoq5hloJvRERERFJgokJERESy5XCJipubG9566y3WY6kDvnd1x/eu7vje1Q/fv7rje1d3Ur53Nj2ZloiIiOybw/WoEBERke1gokJERESyxUSFiIiIZMshE5WDBw/i8ccfh6+vL1q2bIlHH30USUlJ1m6WTTh//jwiIyPh6+uLFi1aoE+fPvjhhx+s3SybcePGDQwdOhQKhQIXL160dnNkr7S0FNOmTYOfnx98fX3x9NNPIz8/39rNshmZmZkIDg6GQqFAZWWltZtjM44dO4ahQ4eiefPm8PPzw8CBA5GammrtZtmMHTt2oF+/fvD19YW/vz+GDh2KX3/9tc7Xc8hE5auvvsLs2bNx7do1ZGVl4emnn8bQoUP5AShCbGwshg8fjoyMDOTk5GD8+PEYOXIkioqKrN002bty5QoeeOABdOjQwdpNsRnR0dE4c+YMzp8/j4yMDABAVFSUlVtlG44ePYq+ffuatH8aqc2ZMwfTpk1DdnY2srKy0Lt3b4wYMcLazbIZe/fuxdKlS5GTk4MrV67gwQcfxBNPPIGqqqo6XY+rfgAUFRWhcePGOHr0KIKDg63dHFmrrKyEs/PdgsZ37txBo0aNcOTIEfTu3duKLZO/W7duoaysDDdv3kTbtm3x559/MmkxoKioCM2aNUNSUhL69u0L4O7+XmfOnEGXLl2s3EJ5y8/Ph5ubG06cOIEBAwagoqJC6/9d0q/m59yZM2fwj3/8Azk5OfD19bViy2zTr7/+iqCgIOTm5qJ58+YmP98he1TuVVBQgLfffhvdunXjnYcINT/oUlJS0KBBA7Rv395KLbIdHh4e8Pb2tnYzbMbJkychCILWzUNAQABatWqFI0eOWLFltsHb2xseHh7WboZN0vU55+vrCx8fHyu1yHZlZ2fj/fffx7/+9a86JSmAgycqzz77LLy9vbF//37s3r0brq6u1m6STcnPz8ekSZMwd+5c/g9MksvNzYW3t3etLw1fX1/k5uZaqVXkaC5evIhZs2Zh6dKlUCqV1m6OTQkNDUXLli1x5coVbN68uc7XsdtEpVevXmjRokWtn3t9+eWXKCwsRHh4OB5++GF++P1NzHtXVlaG8PBw9OzZE7GxsVZqqfyIee9InKqqKp27ojs5OdV5rJvIFDdu3MDw4cMxYcIEjBs3ztrNsTnJycnIzc1Fly5d8Mgjj6C0tLRO17HbAcvjx4+LivPy8sI777yDTZs2IT4+HtOnTzdzy+TP2HtXWVmJMWPGQKlUYtOmTUa36HYkYv/ekXHe3t4oLCyEIAhaCUtBQQF78Mjsbt26hSFDhuChhx7Chx9+aO3m2KzmzZtjzZo1uO+++/D9999j2LBhJl/D4b5hBEHQeTfm7OzMbj0Rqqqq8Oyzz+L69evYs2cPGjRoYO0mkZ168MEHUV5ejj/++ENzrKCgAJcuXUKPHj2s2DKydyUlJXjyySfRsmVLbNiwQWfPHummUqlqHXNycoJSqazzd6zDJSpFRUV45JFHkJKSoklaPvjgA1y/fh3Dhw+3dvNkTRAETJkyBefOncO+ffs4UY/MytfXFxEREZg5cyaKiopQUlKCl19+GT179kTPnj2t3TyyU+Xl5QgLC4Obmxu2bdvGlVImOn36NIYPH47Tp08DUL+fr7zyCnx9fREaGlqnazpcotK4cWNMmzYNs2fPRosWLRAQEIBvvvkG33//PVq2bGnt5slaRkYG1q9fj7S0NHTu3FlrDsaGDRus3TyyQ59++in8/PzQrl07tGzZEnfu3MHu3but3SyyYykpKThw4ABOnDiBVq1aaX3OHTx40NrNk71//vOfePzxx/H888/D19cXbdu2xZUrV/Ddd9+hUaNGdbom66gQERGRbDlcjwoRERHZDiYqREREJFtMVIiIiEi2mKgQERGRbDFRISIiItliokJERESyxUSFiIiIZIuJChEREckWExUiIiKSLSYqREREJFtMVIiIiEi2mKgQERGRbDFRISIiItn6f8bPIAeCAR0UAAAAAElFTkSuQmCC\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.linear_model import QuantileRegressor\n",
        "\n",
        "X, y = mglearn.datasets.make_wave(n_samples=60)\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=42)\n",
        "\n",
        "pred_up = QuantileRegressor(quantile=0.9, alpha=0.01).fit(X_train, y_train).predict(X_test)\n",
        "pred_med = QuantileRegressor(quantile=0.5, alpha=0.01).fit(X_train, y_train).predict(X_test)\n",
        "pred_low = QuantileRegressor(quantile=0.1, alpha=0.01).fit(X_train, y_train).predict(X_test)\n",
        "\n",
        "plt.scatter(X_train, y_train, label='훈련 데이터')\n",
        "plt.scatter(X_test, y_test, label='테스트 데이터')\n",
        "plt.plot(X_test, pred_up, label='백분위:0.9')\n",
        "plt.plot(X_test, pred_med, label='백분위:0.5')\n",
        "plt.plot(X_test, pred_low, label='백분위:0.1')\n",
        "plt.legend()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mjM5_i2ZpK2U"
      },
      "source": [
        "#### 분류용 선형 모델"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "1S-28fyHpK2U",
        "outputId": "4a8d4e58-e57d-46c4-f6ff-c16d1730651b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/svm/_classes.py:32: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x300 with 2 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.svm import LinearSVC\n",
        "\n",
        "X, y = mglearn.datasets.make_forge()\n",
        "\n",
        "fig, axes = plt.subplots(1, 2, figsize=(10, 3))\n",
        "\n",
        "for model, ax in zip([LinearSVC(max_iter=5000), LogisticRegression()], axes):\n",
        "    clf = model.fit(X, y)\n",
        "    mglearn.plots.plot_2d_separator(clf, X, fill=False, eps=0.5,\n",
        "                                    ax=ax, alpha=.7)\n",
        "    mglearn.discrete_scatter(X[:, 0], X[:, 1], y, ax=ax)\n",
        "    ax.set_title(clf.__class__.__name__)\n",
        "    ax.set_xlabel(\"특성 0\")\n",
        "    ax.set_ylabel(\"특성 1\")\n",
        "axes[0].legend()\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "hide_input": false,
        "id": "HSej2vYipK2U",
        "outputId": "9d142dba-43fd-4684-8875-fb341d6ff7b8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 366
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "mglearn.plots.plot_linear_svc_regularization()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "tHYqzgnlpK2U",
        "outputId": "23a87923-fa66-4761-f13e-f3904ad02eb0",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 점수: 0.958\n",
            "테스트 세트 점수: 0.958\n"
          ]
        }
      ],
      "source": [
        "from sklearn.datasets import load_breast_cancer\n",
        "cancer = load_breast_cancer()\n",
        "X_train, X_test, y_train, y_test = train_test_split(\n",
        "    cancer.data, cancer.target, stratify=cancer.target, random_state=42)\n",
        "logreg = LogisticRegression(max_iter=5000).fit(X_train, y_train)\n",
        "print(\"훈련 세트 점수: {:.3f}\".format(logreg.score(X_train, y_train)))\n",
        "print(\"테스트 세트 점수: {:.3f}\".format(logreg.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "5mxMvDRIpK2U",
        "outputId": "b360d1e4-7f3d-4e8a-e765-ee514bb50b1f",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 점수: 0.981\n",
            "테스트 세트 점수: 0.965\n"
          ]
        }
      ],
      "source": [
        "logreg100 = LogisticRegression(C=100, max_iter=5000).fit(X_train, y_train)\n",
        "print(\"훈련 세트 점수: {:.3f}\".format(logreg100.score(X_train, y_train)))\n",
        "print(\"테스트 세트 점수: {:.3f}\".format(logreg100.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "scrolled": true,
        "id": "_H3IZB8IpK2V",
        "outputId": "b73ec57b-c9fd-438a-bab7-ab871ff8e008",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 점수: 0.953\n",
            "테스트 세트 점수: 0.951\n"
          ]
        }
      ],
      "source": [
        "logreg001 = LogisticRegression(C=0.01, max_iter=5000).fit(X_train, y_train)\n",
        "print(\"훈련 세트 점수: {:.3f}\".format(logreg001.score(X_train, y_train)))\n",
        "print(\"테스트 세트 점수: {:.3f}\".format(logreg001.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "huPzl8PZpK2V",
        "outputId": "9747813c-0653-4ce6-807d-6c0cb102a1c0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 584
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.plot(logreg100.coef_.T, '^', label=\"C=100\")\n",
        "plt.plot(logreg.coef_.T, 'o', label=\"C=1\")\n",
        "plt.plot(logreg001.coef_.T, 'v', label=\"C=0.01\")\n",
        "plt.xticks(range(cancer.data.shape[1]), cancer.feature_names, rotation=90)\n",
        "xlims = plt.xlim()\n",
        "plt.hlines(0, xlims[0], xlims[1])\n",
        "plt.xlim(xlims)\n",
        "plt.ylim(-5, 5)\n",
        "plt.xlabel(\"특성\")\n",
        "plt.ylabel(\"계수 크기\")\n",
        "plt.legend()\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "owKoxhHApK2V"
      },
      "source": [
        "사이킷런 0.22 버전부터는 `LogisticRegression`의 `solver` 매개변수 기본값이 `lbfgs`로 변경되었습니다. `lbfgs`는 L1 규제를 지원하지 않습니다. 따라서 `solver` 매개변수를 `liblinear`로 지정합니다."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "pSp8HFrnpK2V",
        "outputId": "0b4a5d7b-c2bc-4a24-aa3f-0eb9f412e0e5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 688
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "C=0.001 인 l1 로지스틱 회귀의 훈련 정확도: 0.91\n",
            "C=0.001 인 l1 로지스틱 회귀의 테스트 정확도: 0.92\n",
            "C=1.000 인 l1 로지스틱 회귀의 훈련 정확도: 0.96\n",
            "C=1.000 인 l1 로지스틱 회귀의 테스트 정확도: 0.96\n",
            "C=100.000 인 l1 로지스틱 회귀의 훈련 정확도: 0.99\n",
            "C=100.000 인 l1 로지스틱 회귀의 테스트 정확도: 0.98\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "for C, marker in zip([0.001, 1, 100], ['o', '^', 'v']):\n",
        "    lr_l1 = LogisticRegression(solver='liblinear', C=C, penalty=\"l1\", max_iter=1000).fit(X_train, y_train)\n",
        "    print(\"C={:.3f} 인 l1 로지스틱 회귀의 훈련 정확도: {:.2f}\".format(\n",
        "          C, lr_l1.score(X_train, y_train)))\n",
        "    print(\"C={:.3f} 인 l1 로지스틱 회귀의 테스트 정확도: {:.2f}\".format(\n",
        "          C, lr_l1.score(X_test, y_test)))\n",
        "    plt.plot(lr_l1.coef_.T, marker, label=\"C={:.3f}\".format(C))\n",
        "\n",
        "plt.xticks(range(cancer.data.shape[1]), cancer.feature_names, rotation=90)\n",
        "xlims = plt.xlim()\n",
        "plt.hlines(0, xlims[0], xlims[1])\n",
        "plt.xlim(xlims)\n",
        "plt.xlabel(\"특성\")\n",
        "plt.ylabel(\"계수 크기\")\n",
        "\n",
        "plt.ylim(-5, 5)\n",
        "plt.legend(loc=3)\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9AfdmGgrpK2W"
      },
      "source": [
        "#### 다중 클래스 분류용 선형 모델"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "rIqBFxvLpK2W",
        "outputId": "1691eeae-99b0-4b71-f2ef-81700f16c73f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+CmVuZG9iago4IDAgb2JqCjw8IC9Gb250IDMgMCBSIC9YT2JqZWN0IDcgMCBSIC9FeHRHU3RhdGUgNCAwIFIgL1BhdHRlcm4gNSAwIFIKL1NoYWRpbmcgNiAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0gPj4KZW5kb2JqCjExIDAgb2JqCjw8IC9UeXBlIC9QYWdlIC9QYXJlbnQgMiAwIFIgL1Jlc291cmNlcyA4IDAgUgovTWVkaWFCb3ggWyAwIDAgNDEzLjU1MTI1IDMxMi42NjgyNSBdIC9Db250ZW50cyA5IDAgUiAvQW5ub3RzIDEwIDAgUiA+PgplbmRvYmoKOSAwIG9iago8PCAvTGVuZ3RoIDEyIDAgUiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJzdmkuPHbcRhff9K3qZLC5FFl/FpWU7AgQkgGIBXgRZGGNZljAjQ3Ic/f181ffR7Duc9jW0MTLGyHM5bLJYj3NONefZN2/+++7uzT9fPJ+//m56tn66+3UK83u+385+fs/35znML/h+O3k+PUwpRJdzkMyn++5TDOJKUX66Z2b/6edp+ml69hVL/MozL6YpNSdxeaa5mAs/sKwv/LwZvO8HfXbptN76eDd42kSOm7zFYIx3ivlsaSNTba5oSDn223aD2elp2+k55/88feRfPx88a9XIL2OUqim2WZLLzdvcu4fp+evp2d/CHPz8+qfFRa9/nP41/+Wgf53/Pb9+OX37eno1LZZMQYJTDSG03oR+dM+GEIrzWVpLkjTfZkQZGFGS8+qrlo0R3eiuEVmdZCnFlxzDbUakx0YIgRX1KUtvRD+6Z4R475hEOHyu9TYjZGBEUpfUh6AbI7rRXSNSdhk/5NyKxJuM8AMbmneltqqbYuhHd23Q6mrJVSSWclteDvxAXjutLeXQ29CP7tkQpblGMqjWGspNNgwSItbsfG1XsehHd22o4kLJxCLUIjfZsKmM3qUhOY1q8BK882GwSKjMaJxZxcfLgnMX3Y+zPTrbbpcf7h5mljj844cPvz08/+HTbx9e/PKfn9/dHe7e/RhD0fmbX+ZXjx5U10JrKi142V+DFGjHNc4uvcBkATckkCIGs9nVq8FhYgVX6+KEgmejJolkWdorsOry47BebGjFkNqXjQ3r4L4NTVzWLDm22HTPBrJlx4YgBXcmbbU3ohvdtwJnOR/FQwG+yi7W7Loi5OpiCVW2ZqyjQzOqK0tGhxxdqorFpaayBzb7vgA51GvOujFiHd03QqNrkmvKPkFbO2iz6wkJRiYGHb0R3eiuEVapFH6uOfkWd4zYzwrD++qFXTdGrKP7RiTgIrRkRFTqjhH75SHokJCaT21jxDq6n5oCTsLJVHNIe0UarpLi42TrHGxFnAmiHTOswa7tDyBf+NMg38f5sbYEuVyAFEC8wP8/vZm/nz+cNirnrzp/QvC67EMr3lTe9GI05eT+RQlpdiX6EqEahf+RiDVjctHq42Lv3z1mrfOL05ZTTKBpmYlXBUsaJg7mHmLg9xn6K6nJDLYidWOtYiw/WFpcbS0qyZCUh51IKmgIWZLh0eIBvZmrb0qWVT5mc3UwHVFkMD+q1br3GX2odoxCcQqHkNHsAzkSvG+oM5Y0Dg0xsVkbWn6wUtcSE2h2fFabnVowcHTQ6pKPkJG3taF5PvElOH28OEQeg08JQPMuSvJ0FGHsFU6JHZWKSnicXFHfCtjSRnYnqICaFyXXmnmcH72UFNHEg7WpaGR79vib3DgQL23KPp58GB0TLU7q40aSgOnRwhtKgaRGy9MEBQJiLJ3mpe8Khgo6dDjxa0lxAiEHQlxCQ+JPP8xZCwhM4z3eTsSd5wJJO4q7oIYpGwIpwBX+8wWvhxx0FJrQltnwTUOBCEliz9LcDFOKDMwhQY24WBb3leYBxsYzI1OQFTU3UAB2mA9i5U+6hhri8JApUPfQuiwUyMN0emRBiHkceQ4G1ptkwBbcAuxybAOBx9PJOnqJSo/H3gQSx9NIBpGR4c1hMFEvkbUoepqQrBWXPxWbYtVA2lbi7pqiCBqHHCEKZlLiFLivloCe2anCW0lGh8SDKOm2UKsaz9B7UpOcclg6phGFUBsPhiX2dmLP9zD2goyqKeDxnK3u0tJYg5uj5DaJSOHWqLgMTK/kTVFAd2T3gUga/CIN5Ihs7NJIQx0GJ2JpLJqBt1hnWnxQq5hPhkXM5iSRFGtz9LQ4DoULS28LNDTfTkNLhgSTMfC8bD98slcu739vysfuOOAQRQc+07eRyfjO01PnFMoJTcNVIHA9qBIXyCMs+JjQaSqD2YdM092syxMgz3CdGgP0YkujtenkCxkB+NLEwji0yw0ODW0wGUpRDPGQfZ6B+FQLUYt+tLBRI9oEHAecyxHPQuO8I5vj4msM9RA1kiKi6CjbfAa77cqciWnAoXl3ttNG8ogY58FsmoFY0VtFii4RIirUVssjT1utAinkFkXIR4H2QPgUwiXXtvOXl2fZShsn0F9X+F8sUsPJAf+JD6AzkASYguYWpTS0JZOPORrMxHLUAlVNt7Qz+Ydr7MWBhJEkrhZWCjvhQehrtDira/ImS0M4Eh1x8skcOYpPoL3P0FbNhtR0NpbWBCsPM3Ch0ZIhRtgA7qLOSd9heA7wUVmqhOQXahszCs1K9DqYDQOQTBknVNrAaFLhCF9jh1vhwKFILvFWOPBzgq5Jl/hELYAbYD5fwXCdXq8A3DkPPb4weCZN07K64kKyHRkzrB3gJZqiRElnO2Y02Qc+Dg1JwKMacwISuNMZgSKwx0nLsQC4bLIwqnEXKYZfqOqR1ZVWL5DgVIuFkoJHXwhm5ZHVlkcNdxj0miE1o0VJsvJENZhUpVz4tZjWhUJRAGkUShKabQXdl4ulL74nrM14degScMzkajZcMAcFxSxkzvCUbC4VDW61lU+yOxjZ6MgUKy4Kt9IyVWN/WkByBMvSyCVGKFRiobC88YssOclGiKS+Gv4Yv2zYIgz55XemrPxCw4M0agJQV6t0Q1Yksj8nvVzpQeIF6IPsYp/EDsfSQQezCXE1cjH2beQ0rF34Lw2XhlqILrnYTD8QhWidTirtXE/bpSNV4e3tPQ07WpOGA4ih9s64sTV7kSNVkfM4kXRo9FSeILeh1XQgpCZipjHBmhlD4QKXjaaztnU6cJUsdAt/sja90eiQljygBqlgGhrUBrxQG/Ei2Lazq7NXtbmqxaZY80jD6P25vZCrLKZ3Qy2Sa1gNYSC+8LVeOqNHDkTvepLYXgYbvwDYajp2tPqBRgBEwt12o7HgMLRfrTEerW41YrUJ4Fn6WduP2dIuTfRmNmxk51RrhuqRXxaXVO+HaZXj0jmUajE1VErUB4kmOoxnckra24KE09R69QYm9B0jW6hnDoa2Qn4bI1gs9YwbVy6E/hsxUTjDFl4QBxkyTKts4iCYkPNLUtGJ2juG7J/wn/E+dJSsC+C8FRkrFN2wGIi9h3syxkAR1r7QE1t6+3PbIFfwaJ0qGOb9ScZQdCEDYcPYY429gyK57AXRAQ1Vl7dKlzcL2+n8Hnm6yMI6Jytka1Fw/ijHDap9IMfpdQkVxdYWXUQeDk8KYSHtTd1Sjfg0GhaBV3VUEnTcQBvlCQAvNEA+xkR9jLxyQCEg3GiJUjLSrcYJxGiIVsnuKCkIX63po+ybQTxqYZwpdMYoQ4Ul1BKWekgVryTrUIb1EGIDbyqMZ101dhRazQv/Xy1ufZ0hIYxUUdrICqiLJO9nHwlG5pezv9yhbi+Ih/e3o0vZ6bvRve7DE/e6NvvWm+HN3MsaOys/+yoer4Zf2l0235+Xox1vtpfLrnx6FUufA1xoXS6gWjst1w3bvbRHclOhsR+nd7pMBmkgGURvPyjnmXdTN9x0vdnuRpuDgmyHbrNoF5/L3NWwdeyuP8Y6fM8wokjRttKvQBKfj7xuthnVbuF1eD3G/Xb8cuZuv849Yx/f2c398/Xm/vFb2eNN/vpmdh6/mZ2g1sv6WsFQOV0iUoHAekihH4/J5FKAyo63qNKsXaLkAQI6aPooVWMub6/cJhu3DgnUgzrQE6miJUDB1VlkEzAQtoNy3s6W6MaXF4Ylzf26DfbBf5I2VjS7DNBFRU+9zQ1hi2rmwf58rTvf6o111NZA1rcariYHe8crpo/6he01kamUazOQAKlZ19AbHUfni084Iw49t67bO3m1YhuS1eY+gJfj6dAX2vliyTy//KXL8U9E+ivlsmarLndBo/tkKabimolAb38Q8+VXwbSdX3ohEio6brjG9f3N3q0KJHK+Vdl/AzXf8JJqEwGEraTjnxisWVBPo/ebQllHL7Fa4ODpWFXib0/cGKkvuLr6M0Zqv5ebb2j3+kjlQj2WeGTCLirlMn6/iWE/fmu86Frz8ZkbIyb/XxF7Nf0P9UoVJwplbmRzdHJlYW0KZW5kb2JqCjEyIDAgb2JqCjMwMTAKZW5kb2JqCjEwIDAgb2JqClsgXQplbmRvYmoKMjAgMCBvYmoKPDwgL0xlbmd0aCAxOCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzMjJRMIDDFEOuNAAdpQNOCmVuZHN0cmVhbQplbmRvYmoKMjEgMCBvYmoKPDwgL0xlbmd0aCA1NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwztTBWMFCwMFQwNrJQMDUwUjAxMFZIMeSCMXPBLJBkDhdUFZgBksuBq8rhyuBKAwAUbw5hCmVuZHN0cmVhbQplbmRvYmoKMjIgMCBvYmoKPDwgL0xlbmd0aCAxMjQgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicLU45DgQhDOvzCn8ACZMhhPfMaLXN/r/dJEyDI3yOvdBhA212cDtc8VCoPa+fcNZBMywD14ZduIWbmCyDzgJafTvaQLKNXvKmTCL87YqciKsmPRgMz7W1BM7XYV4RuWzkW/mBURdUdIeypoQxl/HsPLtv+crnD0OUKEAKZW5kc3RyZWFtCmVuZG9iagoyMyAwIG9iago8PCAvTGVuZ3RoIDIyMSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1kLltBTEMRHNVwQYW0PCSVM8ahhP3n3pI+QfCDCgej4xtMsVTHl8StmVZyBeGHm37O2yhnRsjU8WXS1rKOwIpsWaX+b/a/aFT5lYGZnSNOz/cIA+DxvSaWGNK36FxnWLJY0ewqVo1CNIxYJOP7c5ttckaslSAkKSkNRM7oBbSPCUXiKYIczVw9bgrgPm1lOKu+1n7HT99gsw6AXa2g5lEeKtZs9EpKcEBIBbIc6ochzdhvzoEui3lHcYcGttev07SznZbXe6Fr1fvgHI10tivED5QBfj9B8qyUq0KZW5kc3RyZWFtCmVuZG9iagoyNCAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCAxOTMKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTZBBrsMwCET3PsVcoBIYMOY8lb66SO+//UMTKVnxxBhm8FgLO/AdrO6BY5g8adkkLb8h2aVW80GWLWo8SaOasi6adtKsgC6+pIem4M0NTQm3Bd0OXxtaSuVHUzjtIVANvumqcHqrZE9veonBIlEFM0Wt7ouD0SYXl2B6YW+251Rszpb13bqyy3uc33CMz0hOv5TXfkeqnHj80JjtGMFkN71U+rhglAdmyqXf5LGvPTflbrUdb7oMP+PvHwJXTqUKZW5kc3RyZWFtCmVuZG9iagoyNSAwIG9iago8PCAvTGVuZ3RoIDEzNiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNjjsKQzEMBHudYi8QsGR97PM4hBQv92+zfsGQSiMJdjZGR4Oa4dEDPQpFfqrsU4Tjc1Nq4hL1ibQBrUC6QSf3bFhi1pE1YJ7IyZm/oCUn8rppSy6x0j/aiZvaIS/6GswcMR3WFDGUWUpDJP0R7FbQzo7sxI/xQvfd2gdO+yVveX0BMGYrIgplbmRzdHJlYW0KZW5kb2JqCjI2IDAgb2JqCjw8IC9MZW5ndGggMjcyIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nC1RO27FMAzbcwpe4AHW3z5PiqJDe/+1lJIhIGPKlETHNixE4GOBUEURv+Q6gqjC30U98mCzqGRgC+6LJCPxe8nayNoQI56EFD1EWaIrUFpQ93HVfQbvy1KGuSRrNzwcuVvxo/RVhAhyPRjmVIb1twpOp1gLzsGeO+502UT261Nf2QonNPq6L1gaVYV5j+/LYexs26HHqCo0i4oET6MXa+IkMbde8hntzWuIHaJuFi8hM6Gz9RfjamHThVvXmrn6z5V4iG7vNJ5UmZtXTi5+VivKwFtVPoOcB212aza1TIxvYHyxNHn7ZHe1QiZzbyU7XY3znLB7RkG4ebrO1lSYnWjQLfA+/339XN//lVNmlAplbmRzdHJlYW0KZW5kb2JqCjI3IDAgb2JqCjw8IC9MZW5ndGggMTA4IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2NQQ6AMAgE733FfsCkQAH7H2M86P+vQhtjL2Sym1l0F1QwYROFWocz46ASCYnjSeCI7iIqo7xLU1uIqwel+lOqs/0pH8SK00Kz5Q+uIs2hXeJvHK4W4YAp6ELaaZDBWrqfmSvnCyGlKVwKZW5kc3RyZWFtCmVuZG9iagoyOCAwIG9iago8PCAvTGVuZ3RoIDM3NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNksltK0EMRO8TBRMYoLn0Fo8Mwwc5/6tf9fh/GJDEUnMrFtlXWrM+7a6yntumL/vwayxb074vb81GN8+w2uZjGDGvy/e24JPdoixmyryu0HNZRsqb1S0Xzzmm1QQP69uqhc3Oc9FqN6ts5m1haRCqXrXMO56e5tQ+dh8PKIJYygW4cpzueAIqmxdvlvpSWTzoPkEQTVEosXNLqosur50KGqtrnMfi8TjIESFRx4dyNKJnnWxvGnDYUmGXo40j3vuqvf6ggW7vy+d/NERyHtT/oVUgCCBNRWNEho8QkUQ6yUnzOlLHsYzlfpDGUm4uctoRSeSRq4rB4VeDKFaAZy3it3W4ZrAN9TzCdhas2jqBqF/b1vEgw/EEZ0BuPOvCw++kOUprWXSIdbaXNqDU7YZirrD7IcxWb8YRcV1bsBdZhmR3N1kO2Tu1eyLOJbgPUJPK99CZujaKper7WF45VcQlSBkjdFMoy7/niF/X1/X5A5WPipMKZW5kc3RyZWFtCmVuZG9iagoyOSAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCA1NzQKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRZRBruU6CETnWQUbsGTAxvF6rtTqwf37n/5TTl6/kYmBolxArqxpay777zpWLMsaVvvmdKvV7XMl/hphOcPKy3KUze3yrGEzbxt92dhhA8+YA8+4pw1iZ6blnTbvTf7EM7Ms9rAvMVRxsscEUyh83+PgdrLJyA2eokDogSdu3bgFnEYHSVG18PjtlnGb5wJ/2s1xHNxlqJ77sFxhvqiVYRH9B7XCJp4Ao0COVUeVz/Wjz/f6e01X/EarY/HC71VU+rXW3bEWKL9WoMDj/bWE8v2HJ+wlfQpoGa78sKYTJRp5n0ssGgou9G4rbaFJI/hzFU9t3ifUS0l0C1WbR0luiDRPaqacA2Hv16BLP3e544lKuvdmpr9owfsOflR/S0aOQyIcFynRIZOS0rfqdXMa6XGOfNrDWPGNGzjFez/dAcFjmxCdIVANr3H6hgf24uE7DrXoZ+z4CmqIvvL1Ip3vcLla0k+EhHhypI1QJJZQJd9TR4KqsgQWE0n+cFMTbnV1A2Rviz50q/bbLRmTMsxzJdiMjSKKCWO4i+HxjnuA7BK8wHfGrrpq3Yenp1jMCR86McM507RAOmnS2M8NrXh65W+OVlUoyXIKVWP+1ElWQ5Vjp4hIykMs1hLRWNqnc+RzzR2a4iX99PusBdlNSwNai3nwW0pnVWxaWxg0fgvi1FhU2MKycSvWjf3TO9rZQ71Mll6qiDOZJ0dqCEXqCFV6PXWkoCpLUDGRwoeaFFd/0R/ibz/Umj//A2ak5m8KZW5kc3RyZWFtCmVuZG9iagozMCAwIG9iago8PCAvTGVuZ3RoIDU3OSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1k0tuJDEMQ/d9Cl2gAevj33l6MJhFcv/tPKqSRUEu25Iokp4nbdhMe1farLCdy/74q+6xFde+X7WvrRpWU/Fa5bY1l31e5dPWCsvrxGXJp/h5ZY5exSVnbovtXePzCtqsSAvnZAxzbkxOPy+njwD4KpvjmgOqnhN2K9McaHm5kdNyqpqDRasv7iT9iyzw7NNVdFd1p9VY5udY+bEYZRVHWIKpkh2qVIGSqYqunCiHeeOyownJU2SyWc/O0Q0+B2Upp8qpxkfncj6YfRDMIUyw7KAtpgsiNzihc5zquWP6E10MNhN7oQzIqTyD2WCFE0ckAAsaauyCXbVncOCwfrskIYZa5GIl4iBNGkuSdwMORu4dyHmn2hW5v4Q72gjvMRK2xjjOJgpDbosIo1N4kJmu8BYcEfKBKT2YWaS7Mf3D3wEllDnSTwj2mDav7jsyrmSHG4t+EcTbMi3yQ3VPu1MyKzLbffxaAN0pIXRTORJBOXWWbQidgxtjtxjYl7tfz0r9McSCq1/Lf17/2k5Bv+9eOVJ6IQQDyZae6tF/1HaGu/JX2WlTqo4cLh9jLiq385sak7VoKhlC9GX0f9bRaS7xpW3ciqIlbM+AR2oW+HzIaOKOWLPVkP7Is2TKeqxOjFazV6kTp9PtnDh9QpUcsKTO8K3nkT2bHoysnleYsMGWhXc/AMY47GB18Z9j/dg8eMBa6RnpRkirzpGlVSVQPRuf8nc/TqrxDH2JHLGLm3azW7crudDKnT+KSJ2//wGXcOAkCmVuZHN0cmVhbQplbmRvYmoKMzEgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggMjA4Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD2QS25FIQxD56wiS4D8Wc+Vqg54+5/2cNV2gAjYsZ2MriWl8hm3mHKG/l98n/GLn/E9vENyGtxQkzCVqCkOmpriqvKMbBXjp7zFzKVh2poglSXqgVKhobzSwSYqvcXicoIO2yXeLR76nlgO4opTLLTzZRj5LK6jZqCC9nRRnJc1Pg3SUGg+YxkVcVfRGJgvwtWlaGzxG2e7uBGHuE60ZxhmMa8hozo3kYIFEAV+Kn2MlU2suaXs9vjutzoj5sUYYsc75t/qHtb49QPInEXwCmVuZHN0cmVhbQplbmRvYmoKMzIgMCBvYmoKPDwgL0xlbmd0aCA3NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwztTBWMFAwMVTQNTZVMDUyUTA3tFBIMeQyMoYI5XIZmhiBWTlcJiYmCmYmFiCWIYIB0pDDBdMKYZmB1cPMyOHK4EoDABaKFC4KZW5kc3RyZWFtCmVuZG9iagozMyAwIG9iago8PCAvTGVuZ3RoIDY3MyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw9VFtuHDEM+59T6AIBrKft82xR9CO5/29JaVogG2tnLIkiqc3jssS3fEVIRsr2lF/62FWxlJ/H1Rk4HtsRT4Qpn8d3Spj4dUmTWFeKj8NC9pbwErwJ1FNVPk8XtSuRRzTXnDv6DaJbwhumu3MM6XiD/5ZsE2J7mtjhG3b1RdhAo2tQ6eEbgHMrIWr3JRyD5+ex2vMkqm9Y32KOreoqek5X1e1vH83dnZWY0EPB02BTcEG0CmxE32fP0xEm5A1OzJzhgFUAnEVBEbs0ZWwLCokChDYsPiZONgFs0P/K8Xn+tDKxjNKAEEaOe7EwOFKiW3kFIgx8QDXVu/gOICB14W7go8gtkMrcfV+644LuUEmNOUcIRlldIVv3K3mt5VYpVgR9ZaAcVNT445hUAAHwF3I94JCylgg5BaqBtEAu5+GJkfeaJzk3zP3NMc2uovd2VT359tGt3VlrkChsNNhIN9Hqi17/z6PvhLzBiTXj5UDJCD6UkixRm+HNljWTpqeZpQ2Ga2M22B+Lzjw8/2nFxfqBnKcjQ86X0/xXvuw0Giyf0iy8K0oH0ki44OAQ4/TfaARoK7iuChZ5VMsNPPQC9gNOAnY7rHxZARX9Nv3KrUE9tOwo5RsOZxk0p1lw/44jPk9xIyE3ZuOK47eh6WYAfrCziRbQqJSTokJx5YGX64xntZtpTnC5ECWb6mCttt5WFJHd1po/OWRqj3N8IgLkDYdCk0P+d/v3dtWo+/aJc7tzLm8gifUfZAlvZG/YGeQ8ZxQ6n7PBWxw17npnD2wPyQgfchzVvcbVtyn8xk54kxrHmuRc+2U93VoG/phSFZ4jU0dOF96WMTFdy5p6WuXeZZTUcUDUoiPCow1CU41lHItCEzkWpE312oyW+/0Xj/EVOwplbmRzdHJlYW0KZW5kb2JqCjM0IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvTGVuZ3RoIDIzNAovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNkUuOxCAMRPecwhdoCX8x54k0mgV9/+2UYTqdBaoXF7GdSmNXGu70bsMOLRBTZNDQpBCDGnkkXW3IJGehIUoWuM+DTDqcTN60NqlNED/geKFyk5PVHMywEAqwpaBTYA/vVQlyKU1y2w53ckU1sIUyXMeZcCzrCbtoVYI0Y+vVuLqB1qEpIOv2Ie+bbJ7K7g6+mg9MnUGBL/Q5KdwoejmbUA1kFdqhuGXHAfk4Z/SjWU6lXLTaJ+/VfsFML0Yk740zKxf0uIFz7Ff4QeL5/4u+pJWoYPcbXsHlhT+pRq3v1Frh5w9nr2GsCmVuZHN0cmVhbQplbmRvYmoKMzUgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggMTEzCi9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE3OSw6AMAgE0D2n6AVM5FfqhYwLvP9WqNGyaV4yHQBQe2PjdkPKVJuD0VHUB4ZIqEgPmylW0fjSXyKcabxLuc3h2+twwYi5vGPckCLKiViQmf+/stHF2oasUUm+E2VfQJlnMRfNgq9uDjof+nExywplbmRzdHJlYW0KZW5kb2JqCjE4IDAgb2JqCjw8IC9UeXBlIC9Gb250IC9CYXNlRm9udCAvRkxSQlBPK05hbnVtQmFydW5Hb3RoaWMgL0ZpcnN0Q2hhciAwCi9MYXN0Q2hhciAyNTUgL0ZvbnREZXNjcmlwdG9yIDE3IDAgUiAvU3VidHlwZSAvVHlwZTMKL05hbWUgL0ZMUkJQTytOYW51bUJhcnVuR290aGljIC9Gb250QkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0KL0ZvbnRNYXRyaXggWyAwLjAwMSAwIDAgMC4wMDEgMCAwIF0gL0NoYXJQcm9jcyAxOSAwIFIKL0VuY29kaW5nIDw8IC9UeXBlIC9FbmNvZGluZwovRGlmZmVyZW5jZXMgWyAzMiAvY2lkMSA0NSAvY2lkMTQgL2NpZDE1IDQ4IC9jaWQxNyAvY2lkMTggL2NpZDE5IDUyIC9jaWQyMSAvY2lkMjIKL2NpZDIzIC9jaWQyNCAvY2lkMjUgXQo+PgovV2lkdGhzIDE2IDAgUiA+PgplbmRvYmoKMTcgMCBvYmoKPDwgL1R5cGUgL0ZvbnREZXNjcmlwdG9yIC9Gb250TmFtZSAvRkxSQlBPK05hbnVtQmFydW5Hb3RoaWMgL0ZsYWdzIDMyCi9Gb250QkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0FzY2VudCA4NTAgL0Rlc2NlbnQgLTI5OSAvQ2FwSGVpZ2h0IDAKL1hIZWlnaHQgMCAvSXRhbGljQW5nbGUgMCAvU3RlbVYgMCAvTWF4V2lkdGggMTA1MiA+PgplbmRvYmoKMTYgMCBvYmoKWyA4OTIgMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgODkyIDIyNCAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNAoyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA0NDYgMjk3IDU4MyA1ODMKODkyIDg5MiAyOTcgNDQ2IDQ0NiA0NDYgNTgzIDI5NyA1ODMgMjk3IDQ0NiA1ODMgNTgzIDU4MyA1ODMgNTgzIDU4MyA1ODMgNTgzCjU4MyA1ODMgMjk3IDI5NyA0NDYgNTgzIDQ0NiA2NjkgMTA1MiA2NDQgNjI3IDYzOSA3MjEgNTk2IDU1NCA3MTAgNzE4IDI0Nwo0MTAgNjI2IDUyOSA4ODQgNzEwIDc1MiA1ODYgNzUyIDYxMCA1OTIgNjIxIDY5NiA2MzUgOTYxIDYxNyA2MTEgNTk0IDQ0NiA5NjEKNDQ2IDQzNCA0NDYgMjk3IDU2MCA1ODggNDkwIDU4OCA1NTkgMzQwIDU4OCA1OTIgMjQ0IDMwMSA1MzAgMjQ0IDg5MiA1OTIgNTc3CjU4OCA1ODggMzgzIDQ3NSAzNTcgNTkyIDUzMCA3ODggNTI4IDUzMCA0NzMgNDQ2IDQ0NiA0NDYgNjY5IDIyNCA4OTIgMjI0IDIyNAoyMjQgMjI0IDg5MiA4OTIgODkyIDIyNCA4OTIgMjI0IDg5MiA4OTIgMjI0IDIyNCAyMjQgMjI0IDMwMyAzMDMgNDQ2IDQ0NiA4OTIKODkyIDg5MiA4OTIgODkyIDIyNCA4OTIgODkyIDIyNCAyMjQgMjI0IDI5NyA4OTIgODkyIDg5MiA4OTIgODkyIDIyNCA0NDYgODkyCjg5MiA4OTIgODkyIDg5MiA4OTIgODkyIDIyNCA0NDYgODkyIDQ0NiA0NDYgODkyIDIyNCA4OTIgNDQ2IDQ0NiA0NDYgODkyIDg5Mgo4OTIgODkyIDg5MiA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQKMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDg5MiAyMjQgMjI0CjIyNCAyMjQgMjI0IDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNAoyMjQgMjI0IDg5MiA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgMjI0IF0KZW5kb2JqCjE5IDAgb2JqCjw8IC9jaWQxIDIwIDAgUiAvY2lkMTQgMjEgMCBSIC9jaWQxNSAyMiAwIFIgL2NpZDE3IDIzIDAgUiAvY2lkMTggMjUgMCBSCi9jaWQxOSAyNiAwIFIgL2NpZDIxIDI3IDAgUiAvY2lkMjIgMjggMCBSIC9jaWQyMyAzMCAwIFIgL2NpZDI0IDMyIDAgUgovY2lkMjUgMzMgMCBSID4+CmVuZG9iagozIDAgb2JqCjw8IC9GMSAxOCAwIFIgPj4KZW5kb2JqCjQgMCBvYmoKPDwgL0ExIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAgL2NhIDEgPj4KL0EyIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDEgL2NhIDEgPj4KL0EzIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuOCAvY2EgMC44ID4+ID4+CmVuZG9iago1IDAgb2JqCjw8ID4+CmVuZG9iago2IDAgb2JqCjw8ID4+CmVuZG9iago3IDAgb2JqCjw8IC9NMCAxMyAwIFIgL00xIDE0IDAgUiAvTTIgMTUgMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDE3NDQgMjQgMCBSCi9GMS1OYW51bUJhcnVuR290aGljLWNpZDIyMzkgMjkgMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDIzMzMgMzEgMCBSCi9GMS1OYW51bUJhcnVuR290aGljLWNpZDMwNzEgMzQgMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDMxNjggMzUgMCBSID4+CmVuZG9iagoxMyAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC0xMCAtMTAgMTAgMTAgXSAvTGVuZ3RoIDEzMgovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxtkDsOAyEMRHufYi4wCNaYXdqUuUaaKFLu34ZVpBGrpUFgP54/BR/LeNo4GPhaSb61XNr52lL0/egdrKnuXtoBT+ERXkHdXqYs9SNAmQJ5QAEFxAuXbLIqKfxijIHMNXjnudLyXp1Tb/x3y3kALgbkchNcrIxXN8/G32YP+wFZyUfPCmVuZHN0cmVhbQplbmRvYmoKMTQgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtMTAgLTEwIDEwIDEwIF0gL0xlbmd0aCAzMwovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzUMjiMlDwAmJThVwuXVMFIMrhglIZXFxOXABsVwYUCmVuZHN0cmVhbQplbmRvYmoKMTUgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtMTAgLTEwIDEwIDEwIF0gL0xlbmd0aCAzNwovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzUMjiMlDw4tI1UNA1VcjlMlUwVcjh0oVQGVxcTlwAbDsGFAplbmRzdHJlYW0KZW5kb2JqCjIgMCBvYmoKPDwgL1R5cGUgL1BhZ2VzIC9LaWRzIFsgMTEgMCBSIF0gL0NvdW50IDEgPj4KZW5kb2JqCjM2IDAgb2JqCjw8IC9DcmVhdG9yIChNYXRwbG90bGliIHYzLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZykKL1Byb2R1Y2VyIChNYXRwbG90bGliIHBkZiBiYWNrZW5kIHYzLjcuMSkgL0NyZWF0aW9uRGF0ZSAoRDoyMDIzMDkwMTE1NDA1NlopCj4+CmVuZG9iagp4cmVmCjAgMzcKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDAwMDE2IDAwMDAwIG4gCjAwMDAwMTE3NDMgMDAwMDAgbiAKMDAwMDAxMDcxMiAwMDAwMCBuIAowMDAwMDEwNzQ0IDAwMDAwIG4gCjAwMDAwMTA4ODYgMDAwMDAgbiAKMDAwMDAxMDkwNyAwMDAwMCBuIAowMDAwMDEwOTI4IDAwMDAwIG4gCjAwMDAwMDAwNjUgMDAwMDAgbiAKMDAwMDAwMDM0MiAwMDAwMCBuIAowMDAwMDAzNDQ4IDAwMDAwIG4gCjAwMDAwMDAyMDggMDAwMDAgbiAKMDAwMDAwMzQyNyAwMDAwMCBuIAowMDAwMDExMTYyIDAwMDAwIG4gCjAwMDAwMTE0MjEgMDAwMDAgbiAKMDAwMDAxMTU4MCAwMDAwMCBuIAowMDAwMDA5NDkyIDAwMDAwIG4gCjAwMDAwMDkyODIgMDAwMDAgbiAKMDAwMDAwODg3OCAwMDAwMCBuIAowMDAwMDEwNTM3IDAwMDAwIG4gCjAwMDAwMDM0NjggMDAwMDAgbiAKMDAwMDAwMzU1OCAwMDAwMCBuIAowMDAwMDAzNjg0IDAwMDAwIG4gCjAwMDAwMDM4ODEgMDAwMDAgbiAKMDAwMDAwNDE3NSAwMDAwMCBuIAowMDAwMDA0NDk5IDAwMDAwIG4gCjAwMDAwMDQ3MDggMDAwMDAgbiAKMDAwMDAwNTA1MyAwMDAwMCBuIAowMDAwMDA1MjM0IDAwMDAwIG4gCjAwMDAwMDU2ODEgMDAwMDAgbiAKMDAwMDAwNjM4NiAwMDAwMCBuIAowMDAwMDA3MDM4IDAwMDAwIG4gCjAwMDAwMDczNzcgMDAwMDAgbiAKMDAwMDAwNzUyMyAwMDAwMCBuIAowMDAwMDA4MjY5IDAwMDAwIG4gCjAwMDAwMDg2MzQgMDAwMDAgbiAKMDAwMDAxMTgwMyAwMDAwMCBuIAp0cmFpbGVyCjw8IC9TaXplIDM3IC9Sb290IDEgMCBSIC9JbmZvIDM2IDAgUiA+PgpzdGFydHhyZWYKMTE5NTQKJSVFT0YK\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.datasets import make_blobs\n",
        "\n",
        "X, y = make_blobs(random_state=42)\n",
        "mglearn.discrete_scatter(X[:, 0], X[:, 1], y)\n",
        "plt.xlabel(\"특성 0\")\n",
        "plt.ylabel(\"특성 1\")\n",
        "plt.legend([\"클래스 0\", \"클래스 1\", \"클래스 2\"])\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "YzTM3X6ppK2W",
        "outputId": "c499ad66-5827-44cb-9b91-b3883ffb1369",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "계수 배열의 크기:  (3, 2)\n",
            "절편 배열의 크기:  (3,)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/svm/_classes.py:32: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n",
            "  warnings.warn(\n"
          ]
        }
      ],
      "source": [
        "linear_svm = LinearSVC().fit(X, y)\n",
        "print(\"계수 배열의 크기: \", linear_svm.coef_.shape)\n",
        "print(\"절편 배열의 크기: \", linear_svm.intercept_.shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "BMhfstcmpK2W",
        "outputId": "d9968206-a59a-482f-866e-767a13fcdd59",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 454
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "mglearn.discrete_scatter(X[:, 0], X[:, 1], y)\n",
        "line = np.linspace(-15, 15)\n",
        "for coef, intercept, color in zip(linear_svm.coef_, linear_svm.intercept_,\n",
        "                                  mglearn.cm3.colors):\n",
        "    plt.plot(line, -(line * coef[0] + intercept) / coef[1], c=color)\n",
        "plt.ylim(-10, 15)\n",
        "plt.xlim(-10, 8)\n",
        "plt.xlabel(\"특성 0\")\n",
        "plt.ylabel(\"특성 1\")\n",
        "plt.legend(['클래스 0', '클래스 1', '클래스 2', '클래스 0 경계', '클래스 1 경계',\n",
        "            '클래스 2 경계'], loc=(1.01, 0.3))\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "n9uqz846pK2W",
        "outputId": "c1948f5f-24bf-4288-a813-72816667aa35",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 426
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "mglearn.plots.plot_2d_classification(linear_svm, X, fill=True, alpha=.7)\n",
        "mglearn.discrete_scatter(X[:, 0], X[:, 1], y)\n",
        "line = np.linspace(-15, 15)\n",
        "for coef, intercept, color in zip(linear_svm.coef_, linear_svm.intercept_,\n",
        "                                  mglearn.cm3.colors):\n",
        "    plt.plot(line, -(line * coef[0] + intercept) / coef[1], c=color)\n",
        "plt.legend(['클래스 0', '클래스 1', '클래스 2', '클래스 0 경계', '클래스 1 경계',\n",
        "            '클래스 2 경계'], loc=(1.01, 0.3))\n",
        "plt.xlabel(\"특성 0\")\n",
        "plt.ylabel(\"특성 1\")\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NLequK0ypK2X"
      },
      "source": [
        "#### 장단점과 매개변수"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "1A8q_27FpK2X"
      },
      "outputs": [],
      "source": [
        "# 한 줄에서 모델의 객체를 생성과 학습을 한번에 실행합니다\n",
        "logreg = LogisticRegression(max_iter=5000).fit(X_train, y_train)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "e7KfxLhopK2X"
      },
      "outputs": [],
      "source": [
        "logreg = LogisticRegression(max_iter=5000)\n",
        "y_pred = logreg.fit(X_train, y_train).predict(X_test)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "_l_vyRw7pK2X"
      },
      "outputs": [],
      "source": [
        "y_pred = LogisticRegression(max_iter=5000).fit(X_train, y_train).predict(X_test)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Jg4DoJV_pK2X"
      },
      "source": [
        "#### SGDClassifier와 SDGRegressor"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "vYCDQaYypK2X",
        "outputId": "444d3570-44bb-43c8-fe2d-851a7e7c936b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 426
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.linear_model import SGDClassifier\n",
        "\n",
        "sgd_c = SGDClassifier(alpha=0.01, learning_rate='adaptive',\n",
        "                      eta0=0.1, random_state=42, n_jobs=-1)\n",
        "sgd_c.fit(X, y)\n",
        "\n",
        "mglearn.plots.plot_2d_classification(sgd_c, X, fill=True, alpha=.7)\n",
        "mglearn.discrete_scatter(X[:, 0], X[:, 1], y)\n",
        "line = np.linspace(-15, 15)\n",
        "for coef, intercept, color in zip(sgd_c.coef_, sgd_c.intercept_,\n",
        "                                  mglearn.cm3.colors):\n",
        "    plt.plot(line, -(line * coef[0] + intercept) / coef[1], c=color)\n",
        "plt.legend(['클래스 0', '클래스 1', '클래스 2', '클래스 0 경계', '클래스 1 경계',\n",
        "            '클래스 2 경계'], loc=(1.01, 0.3))\n",
        "plt.xlabel(\"특성 0\")\n",
        "plt.ylabel(\"특성 1\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "1YWnndz5pK2b",
        "outputId": "1467102b-7e82-4405-8667-625d636a70bd",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 점수: 0.91\n",
            "테스트 세트 점수: 0.77\n"
          ]
        }
      ],
      "source": [
        "from sklearn.linear_model import SGDRegressor\n",
        "\n",
        "X, y = mglearn.datasets.load_extended_boston()\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n",
        "\n",
        "sgd_r = SGDRegressor(learning_rate='adaptive', eta0=0.1, random_state=42)\n",
        "sgd_r.fit(X_train, y_train)\n",
        "\n",
        "print(\"훈련 세트 점수: {:.2f}\".format(sgd_r.score(X_train, y_train)))\n",
        "print(\"테스트 세트 점수: {:.2f}\".format(sgd_r.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Qma-v4MnpK2b"
      },
      "source": [
        "### 2.3.4 나이브 베이즈 분류기"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "UfW-oq6UpK2b"
      },
      "outputs": [],
      "source": [
        "X = np.array([[0, 1, 0, 1],\n",
        "              [1, 0, 1, 1],\n",
        "              [0, 0, 0, 1],\n",
        "              [1, 0, 1, 0]])\n",
        "y = np.array([0, 1, 0, 1])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "U599y8OcpK2b",
        "outputId": "b10521db-13b1-4928-c6c5-02bfd75ebba8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "특성 카운트:\n",
            " {0: array([0, 1, 0, 2]), 1: array([2, 0, 2, 1])}\n"
          ]
        }
      ],
      "source": [
        "counts = {}\n",
        "for label in np.unique(y):\n",
        "    # 각 클래스에 대해 반복\n",
        "    # 특성마다 1 이 나타난 횟수를 센다.\n",
        "    counts[label] = X[y == label].sum(axis=0)\n",
        "print(\"특성 카운트:\\n\", counts)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kHRG5YKnpK2c"
      },
      "source": [
        "#### 장단점과 매개변수"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kDAka106pK2c"
      },
      "source": [
        "### 2.3.5 결정 트리"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "hide_input": false,
        "scrolled": true,
        "id": "c4ktSv2rpK2c",
        "outputId": "b13068f1-98a2-4362-e709-0c4a91ea436e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "mglearn.plots.plot_animal_tree()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "B83bR1sxpK2c"
      },
      "source": [
        "#### 결정 트리 만들기"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "hide_input": false,
        "id": "WkRlw7WlpK2c",
        "outputId": "efec9916-07ab-4ac5-a5bf-139116102beb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x400 with 2 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7YAAAFdCAYAAAA35vHwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACCkklEQVR4nO3deXzU9bX/8dd3sq9kYQ2LLBGSEMUFRcQFtSKiNYKiIqhVW5dbbRVxuVytoPYnVlG02t62ty6IIosUUFtARQERcSsIJlASUANhDdnJPt/fH2GGrJOZyazJ+/l45CEm8/3OmckMzPmez+ccwzRNExEREREREZEgZfF3ACIiIiIiIiIdocRWREREREREgpoSWxEREREREQlqSmxFREREREQkqCmxFRERERERkaCmxFZERERERESCmhJbERERERERCWpKbEVERERERCSoKbEVaYdpmv4OQUREREREHFBiKwI8/vjjhIaGtvgyDIOsrCz77ebNm0doaGiL47///nsuvvhioqOjOfnkk3n11Vdb3GbGjBkMHDjQmw9DRERERKRLUmIrAvz6179my5Yt9q9t27bx5ZdfYrFYOP300x0eu3fvXsaOHUuvXr1Yv3499913H3fddRevv/66b4I/7sMPPyQ2NpaxY8f69H5FRERERPytZelJpAvq2bMnPXv2bPK9v/71r1itVq699lqHxz755JMkJCQwf/58wsLCGDlyJD/99BMPPfQQU6dOJSwszJuhU1NTw//8z//w8ssvk5iY6NX7EhEREREJRKrYirTi6NGjzJ49myuvvJJTTjmlzduZpsnixYu58cYbmySwN998M4cPH+bTTz/1eqyFhYV88803fPrpp4wbN87r9yciIiIiEmiU2Io0U1FRwcSJE6msrOTll192eNvdu3dTXFzM8OHDm3w/LS0Ni8XCt99+6/T9/vDDDxiG0eqXo+XFffr0Ye3atYwaNcrp+xIRERER6Uy0FFmkkS1btnDTTTexZ88ePvjgA0466SSHtz906BAAPXr0aPL9kJAQkpOTOXz4sNP33bdvX7Zt29bqz2JiYpw+j4iIiIhIV6PEVgTYuHEjL730Eu+++y4nnXQS69ev54wzznD6+NZGAlmtVpdiCAsLIzMz06VjRERERERES5FFOHToEBMmTGDVqlXMnDmT7777zumk1tZw6siRI02+X19fz9GjR1tUch358ccfWx05FBoayiWXXOL8AxIRERER6WJUsZUur2fPnqxbt46TTz653SW/GRkZ3HLLLfb/Hzx4MN26dWP79u1cd9119u9nZ2djmma7o4IaS0lJYcuWLa3+TEuRRURERETapsRWBDjttNMAMAzDqds/+OCDpKWlYRgGkydP5q233uKxxx6zd0Z+44036N69u0szZbUUWURERETEPVqKLNJITk4OL7zwAtCw7zYnJ8f+FRsby3333UdOTg6DBw+2H/PYY49RXFzM1KlT+frrr3nppZd48cUXmTNnDuHh4f56KCIiIiIiXYYqtiKNpKWlkZOTA8CAAQPo16+f/WemadK7d2/S0tKaHDNgwAA++eQT7r33Xs4//3xSUlJ45ZVXuP32230au4iIiIhIV6XEVqQZW5W1urq6yffr6uoICQlp9ZhTTz2VdevWeT02ERERERFpSYmtyHE1NTXs3r2bAwcOALBz505qa2vtP6+vr6ewsJAdO3bQp08funXr5q9QRURERESkEcNsbQCnSBe0fft2TjnlFKdu+7e//Y1f/vKXLp1/xowZLF26lB9++MGN6EREREREpC1KbEVERERERCSoqSuyiIiIiIiIBDUltiIiIiIiIhLUlNiKiIiIiIhIUFNiKyIiIiIiIkHNqXE/VquVgoIC4uLiMAzD2zGJiIi0yzRNysrKSElJwWLRdVoREZGuzKnEtqCggP79+3s7FhEREZfl5+fTr18/f4chIiIifuRUYhsXFwfAnDmfERkZ69WAREREnFFVVc4jj5xn/zdKREREui6nElvb8uPIyFiiovQBQkREAoe2yIiIiIg2JYmIiIiIiEhQU2IrIiIiIiIiQU2JrYiIiIiIiAQ1JbYiIiIiIiIS1JTYioiIiIiISFBTYisiIiIiIiJBTYmtiIiIiIiIBDUltiIiIiIiIhLUlNiKiIiIiIhIUFNiKyIiIiIiIkFNia2IiIiIiIgENSW2IiIiIiIiEtSU2IqIiIiIiEhQU2IrIiIiIiIiQU2JrYiIiIiIiAQ1JbYiIiIiIiIS1JTYioiIiIiISFBTYisiIiIiIiJBTYmtiIiIiIiIBDUltiIiIiIiIhLUlNiKiIiIiIhIUFNiKyIiIiIiIkFNia2IiIiIiIgENSW2IiIiIiIiEtSU2IqIiIiIiEhQU2IrIiIiIiIiQU2JrYiIiIiIiAS1UH8HINIRpmlimtVYrXVYLKEYRgSGYfg7LBERERER8SElthKUrNYaKivzKCvbiWmW2b9vGHHExQ0jKmoIFku4HyMUERERERFfUWIrQae6uoDCwnWYZj3Z2XFkZ/ejqspCZKSVjIxSMjK+oaRkC8nJFxIRkeLvcEVERERExMuU2EpQaUhq15KbG8OKFSmUlzd9CWdnxxMbW0dWVgGwluTki5XcioiIiIh0cmoeJUHDaq2hsHAdubkxLFzYv0VSa1NeHsrChf3JzY2hsHAdVmuNjyMVERERERFfUmIrQaOyMg/TrGfFihSsVscNoqxWgxUr+mCa9VRW5vkoQhERERER8QclthIUTNOkrGwn2dlxbVZqmysvDyMnJ+54gynTyxGKiIiIiIi/KLGVoGCa1ZhmGdnZ8S4dl50dh2mWYZpajiwiIiIi0lkpse2iTNPEaq2irq4cq7Uq4CuaVmsdAFVVrr1kKytDjh9f6/GYREREREQkMKgrchcTrPNfLZaGl2pkpNWl46Ki6o8fH+bxmEREREREJDAose1Cgmn+q2mamGY1Vmvd8aQ2HMOIIyOj1KXlyBkZZRhGHIYReMm6iIiIiIh4hhLbLiJY5r86qiiHhyeQkZFPbGydUw2kYmNrSU8vIy7uTAzDcRdlEREREREJXkpsu4Dm81/bGpVjm/86ZUo+sI7eva/x6bLk9ivKewGYMuUn/v73QQ5H/lgsJllZ+zGMEKKihvjqIYiIiIiIiB8ose0C3Jn/On16LpWVecTEpPskRlcqyqmp5dx++x4WLuxPeXnLvbOxsbVkZe0nNbWC5OSLA3LPsIiIiIiIeI4S206uI/NfMzN3Eh2d5vVlvO5UlIcMKWf69F3k5MSTnR1HZWUIUVH1ZGSUkZ5ehmGE+G05tYiIiIiI+JYS207uxPzXfi4dl50dx/Dh+zDNGgwjwkvRNXC3ohwV1Y/MzGKGD99n/3lDd+czA7a7s4iIiIiIeJ4S207OE/NfLRbvJbYdqygX07PnVUDt8TjDMIxwNYoSEREREeliXMt2JOgE+vzXExVl50f4QENFuaFrckPiHRoai8USoaRWRERERKQLUmLbyRlGhH3+qyt8Nf/VExVlERERERHp2pTYdnKGYRAXN4yMjDJiY+ucOubE/NdhXq+ABnpFWUREREREAp8S2y4gKmoIhhFCVlYBFovp8La+nv8a6BVlEREREREJfEpsuwCLJZzk5AtJTa1gypR8YmNbX74bG1vLlCn5x+e/XuiTrsKBXlEWEREREZHAp67IXURERArJyRcD65g+PZecnLiAmf8aFTWEkpItZGUVOJxjC76vKIuIiIiISOBTYtuFRESk0Lv3NVRW5pGZuTNg5r/aKsqwlilT8lmxog/l5S33zsbG1pKVtf94RflizakVERERERFAiW2XY7GEExOTTnR0GqZZEzDzXwO5oiwiIiIiIoFNiW0XZRgGhhGBxRLh71DsArWiLCIiIiIigU2JrQSUQK0oi4iIiIhI4FJiKwCYpolpVmO11mGxhB4fw+O/RDIQK8oiIiIiIhKYlNh2cVZrDZWVeZSV7cQ0y+zfb1j6O0xLfz0s0C4giIiIiIh0Bkpsu7Dq6gIKC9dhmvVkZ8eRnd2PqioLkZFWMjJKycj4hpKSLSQnX6hmTR2kCwgiIiIiIt6jxLaLakhq15KbG8OKFSmUlzd9KWRnxxMbW0dWVgGwVp2IO0AXEERExJsWL17s7xBEAsq5555Lv379/B2G+JgS2y7Iaq2hsHAdubkxLFzYH6u19aWw5eWhLFzYnylT8oF19O59jaqKLtIFBBER8bbrr7/e3yGIBJRFixZx3XXX+TsM8TGLvwMQ36uszMM061mxIqXNpNbGajVYsaIPpllPZWWejyLsHJpfQGie1NrYLiDk5sZQWLgOq7XGx5GKiIiIiAQ3VWy7GNM0KSvbSXZ2XJuJVnPl5WHk5MSRmbmT6Og0NTtykjsXEKZPz6WyMo+YmHQfRSkiIp3BokWLAFSlki5Nn1G7NlVsuxjTrMY0y8jOjnfpuOzsOEyzDNNUNdEZHbmA0NBgyvRyhCIiIiIinYcS2y7Gaq0DoKrKtV99ZWXI8eNrPR5TZ6QLCCIiIiIivqPEtouxWBqqh5GRVpeOi4qqP358mMdj6ox0AUFERERExHeU2HYxhhGBYcSRkVHq0nEZGWUYRhyGoa7IztAFBBERERER31Fi28UYhkFc3DAyMsqIja1z6pjY2FrS08uIixumTflO0gUEERERERHfUWLbBUVFDcEwQsjKKsBicdykyGIxycraj2GEEBU1xEcRBj9dQBARERER8R0ltl2QxRJOcvKFpKZWMGVKPrGxre/njI2tZcqUfFJTK0hOvhCLRVVEV+gCgoiIiPOmTZuGYRhNvn744QeXz5OWlmY/vnv37nTv3t3zwYpIwFFi20VFRKSQnHwxqalVTJ+ey+TJexk+vITBg8sZPryEyZP3Mn16LqmpVSQnX0xERIq/Qw46uoAgIiLimoiICCIiIjBNE9M0GThwYJOf19TUcPPNN9sT1+eee67FOXbs2IFpmmRlZfkoas/btWsXkydPpkePHvbnZNiwYTz99NNYrc7379i1a1eLcw0bNszhuaxWKy+99BLDhw9n+PDhREZGkpKSwp133klxcTHFxcUefKQinuPcgE3plCIiUujd+xoqK/PIzNzJ8OH77D8zjDji4s4kKmqIEq0OsF1AgHVMn55LTk4c2dlxVFaGEBVVT0ZGGenpZRhGiC4giIiIiIi4SYltF2exhBMTk050dBqmWYPVWovFEoZhhGufp4foAoKIiEjHFRUVMWnSJGpqOu+s9wMHDgAwZswYTjvtNDZv3kzfvn0BWLVqFdOmTSM/P58//elPTp1rzJgxAE3OtWrVKoA2z3XPPffw1ltv8frrrwMwfvx4vv76a6655hq+++47AD7//HN9TpSAo8RWAI4v6YnAYonwdyidki4giIiIuKeoqAhoSPYmT57M5ZdfzujRo30aQ2VlJcuWLePVV18F4I9//CMZGRkev58nn3wSgPLychYuXEhycrL9Z1lZWTz66KP893//N7/5zW+Ahv3Ejs5VXl4O0ORctiXajc9lO88XX3zBn//8Z/72t78xceJE+7nOP/98nnnmGebOnQvAzp07Hd63iD9oj60IYJomVmsVdXXlWK1VmKbjZk/uMgwDiyWC0NBYLJYIJbUiItJprVq1CovFwgMPPNDiZ3l5eURHRxMdHc348eMd/rt78OBBDh48yH333cfs2bO9GXITX3/9NV9//TX/9V//RZ8+fbj77rtJTU0lNTXVXkX1tEWLFrFo0SLGjh3bJKm1mThxIqZpsnTpUpYuXdruucaOHevUuWxeffVVYmJiuOmmm1rc/tZbb2X79u1s375dSa0EJFVspUuzWmuorMyjrGwnpllm/37DEuFhWiIsIiLipvHjx/PrX/+aF198kRtuuAGAs846C4A777yT6OhoAF577TWHF3ptSZQvkqnCwkIWLFjA3//+d7Zt2wbAyJEjefbZZ5kyZQqxsbH22x45coQePXq4dP6cnJw2H0d+fj6FhYUAbVaDU1NTCQsL45tvvnF4P7ZzOaoqt3aujRs3ctpppxERoRV8EnyU2EqXVV1dQGHhOkyznuzsOLKz+1FVZSEy0kpGRikZGd9QUrKF5OQL1dRJRERERCSAKbGVLqkhqV1Lbm4MK1akUF7e9K2QnR1PbGwdWVkFwFqvdyxuGGtQjdVah8USimFombKIiAS/P/zhD3z88cf88pe/BBqW9y5YsICPP/6YZcuWAdCnTx9/hkh1dTXTpk0DYOXKlURGRjJ16lTmz58PNDReak337t09unXp4MGDTc7dGovFQlJSUpPbOjqXoxm+rZ1rz549ZGZmMn/+fObNmwc0VJmjoqK4/PLLeeaZZwDo16+fU49JxJeU2EqXY7XWUFi4jtzcGBYu7I/V2noCWV4eysKF/ZkyJR9YR+/e13h8WbKWQouISGcWFRXFW2+9xahRowB48MEHefPNN7ntttuaNCfyp8rKSvs+07Fjx7J48WKXlxh7Kg6b8PC2/+0PDw/n2LFjTp3L0Xkan6u+vt5+3Nq1azl06JC9K/LgwYPZtGkTv/rVr+y/x++//56EhIT2HpKITymxDXCq5HleZWUeplnPihUpbSa1NlarwYoVfZg+PZfKyjxiYtI9FoeWQouISFdw+umn87vf/Q6Axx57jAEDBvDiiy/6OaoToqKiuOaaawB47733OPnkk5k6dSp33HEHACNGjPBJHLY9x4DDkUbV1dVNbuvoXO2NRrKdy2Jp6CdrsVgoKSlh2bJlJCYm2m936aWX8r//+79cfvnlADz//PM88cQTjh+QiI8psQ1QquR5h2malJXtJDs7rsXy47aUl4eRkxNHZuZOoqPTPHJhIdCWQouIiHiTrRGTxWLh0KFD/PTTT14Zl+OOiIgIe8X2yJEjLFiwgFdffdU+3/Wss87ijjvuYMqUKcTExHgtjsZLsg8fPtzqberq6jh69CgXXHCBU+dq6zzNz2X7bNOjRw8SExObJLU2F154of12//73vx0/GBE/UGIbgHxdyetKVWHTrMY0y8jOdm1vSHZ2HMOH78M0azCMjnUKDJSl0F3p9y4iIiIinZsS2wDjy0peV6wKW611AFRVuTbCubIy5PjxtVgsHUts/b0Uuiv+3kVExH/eeustFi9eDMCCBQv4/e9/z9SpU9m8eTPQ/j5QX+revTv33Xcf9913H1999RXQMNt1xowZTJ8+nRtvvBGAZ555htraWo+O+0lJSaF3795Awx7Wto6vq6uzj01qi+1cbZ2nrXOdccYZ9t9Lc3V1dfZmWYH0OxOxUWIbQHxZyfN1VTgnZyPLFj/JpOseIz19TIfP5y6LpeElHxlpdem4qKj648eHdej+/b0UWvt6RUTEl/bu3cs999zDtddeC8DUqVMZMmQIY8aM4dFHHwUaOicHIlvCd9ZZZ/H888/z7rvv8uqrrwKwb98+MjIyPNoVGbAnzn/60584fPhwi8R50aJFhIaG2ucCt3cu23JqZ881ZcoU/vWvf/Hhhx9y6aWXNrn9J598Yv/zeeed59oDE/EBJbYBxFeVPF/v7zRNk/eWz+Wngl28t3wuaWnnupSceXLJbMOxcWRklJKdHe/0cRkZZRhGHIbRsSuU/lwKrX29IiLiS6Zp8otf/ILQ0FBeeeUV+/fPOecc7rvvPubOnQvAhAkTGDt2rJ+idE5UVBTTpk2zjwXylpkzZwKwePFirr/+ev7617/aR+ssX76c5557jkcffZQBAwbYj/noo4+49NJLeeCBBwB47rnn7OeyVcobn2v58uX22zU/14033sjf//53fvGLX/DOO+8AcOaZZ7J582buvfdeUlNTAezjm0QCiRLbAOGrSp4/9ndmZ28g74et3D9kCC/kbSU7ewPDhztuemCL1dNLZg3DIC5uGBkZ3xAbW+fUcx0bW0t6ehlxcWd2eA+qv5ZCB8q+XhER6TpeeuklPv74YxYuXEjPnj2b/Oypp57ivffeA+CWW25h69atbZ5nxowZAPZEuLEHH3yQBx98EGioBkPDcudglZycDMDGjRuZOXMmo0ePprS0FIChQ4cyb9487rrrLqfPtXHjRoAm5xo6dChAq+cKCQnhn//8J0888QQ33XQTAAUFBXTv3p0rr7ySp556CoC4uLiOP1gRD3Pt07V4zYlKnvNVRGio5JlmGabpuJ27jTtVYdOsp7Iyz6W4bEzT5IOV8xiVlMzczExGJSXzwcp57S7dqa4u4MCBdyku/oZt2wwWL+7H/PkDWLy4H9u2GRQXf8OBA+9SXV3gckxRUUMwjBCysgqwWBzHYbGYZGXtxzBCiIoa4vJ9tTyff5ZC+/r3LiIiIiLiS6rYBghfVPL8sb/TVq19ZfRoDMNg9rChjN+0yWHV1ttLZi2WcJKTLwTWMmVKPitW9KG8vGXCGBtbS1bWflJTK0hOvtgjlUt/LIX2975eERHpmn7729/y29/+ttWfRUVF8Z///Mep89iW1tr+2xUMGDDA6crzz372szYLBrZlxq5UsaOjo5kzZw5z5sxx+hiRQKCKbYDwRSXPV1XhE/d3olo77vgSpHE9ezqs2jZfMttWImZbMpubG0Nh4TqsVudiM00Tq7WKkJB4EhPPIzW1iunTc5k8eS/Dh5cweHA5w4eXMHnyXqZPzyU1tcqje01PLIUuIza2zqljTiyFHuZWgunr37uIiIiIiK+pYhsgfFHJ8/X+zubVWqDdqq23Gmi1vV83lsjIRDIzixg+fF+j78cRF3emV0bfREUNoaRkC1lZBQ73u4JnlkIHwogjERERERFvUmIbIDzd1Ki1TsLerAo3vz8Ib1GttWlctc3ION8eu7eWzLY/4mYvhmEhMfECwsKSsVjCMIxwry2/9fVSaH+POBIREXFWdXU1gP3f4D179jBw4ECXzpGWlsbOnTuBE82YRKTzU2IbQDxRyXPUSTg2diiGEevRqnBb95eXt69FtfZELK1Xbb0xCseV/bqpqRtITr6Y0FDvj7iJiEghOfliYB3Tp+eSkxNHdnYclZUhREXVk5FRRnp6GYYR0uGl0P4ecSQiIiIi4m1KbANIRyt57Vcmv8UwDDIyrB6pCrd1fxER9Rw++CpnJyW1qNbatFa19fSSWU+NuPHkHN3GIiJS6N37Gior88jM3Om1pdD+HnEkIiLijAULFnhkVM+OHTs8EI2IBBsltgHG3Uqes5XJiRP3MWhQRYf3dzq+vy3ATyxopVpr01rV1tNLZju6X9cbc3Sbs1jCiYlJJzo6DdOsOZ6ce34ptK/39YqIiIiI+JK6IgcgWyUvIeFMMjNNJk/ex803/8TkyfvIzDRJSDiT3r2vsSe1rnQSfuutAezfH0lqajlTpuQTG1vb6m1jY2uZMiX/eFX4wiYJnOP7MwkxFnNWQtvVWpvmHZIbL5l1RWtLZjuyX7esbCdVVfu8Nke3NYZhYLFEEBoai8XimYpwYxZLOImJ53bo9y4iIiIdN23aNAzDaPL1ww8/+Dssv0hLSyMtLc3+PHTv3t3fIUkQU8U2QLlSyXO1MrlwYX+mT99Fauoxt/Z3Or6/rdSbuTyZ3na11qa1qq2nlsx2dL/u0aOfeG2Orj9UVxdQVPQ5pgmDBlVw//27yMmJIycnvtHvvfT47z00KB6TiIhIsIqIiKCqqqrJ95599lkeeuihdo+tra0lNPTEZ5Ndu3Yxc+ZMPv30UwBKS0sZOHAgv/jFL3j44YcBsFjcr2W5E9euXbsA7HHZYgLscVkslibLxq+++mo+++wzt+MUUWIb4BquYEW0OW7F/cpkPMOHW4mPT3Npf6fj+2uo1g6IiqF7RATfFhe3G0v3iAgGx8Ta99p6asmsu/t16+oMrFbIy+vYvtyO8uS+3ubLxuvqDEaMKOass4rIzDzxe6+qsmAYkJg4RkmtiIiIiAQVJbZBrqOVyejowcTEOL+/0/H91WGhkD3HKhh5/Kqhs7qH7aeuroawsAiPjMJxd79uWlrDXlpPz9F1lqf39bbVQGvz5mQ2b04iKqqeiAgr1dUWqqstTJmyl9TUjURE9NYyZBERCQp79+6lf//+7NmzB8Dl8UCBorhRQaCoqIiEhIR2jzlw4ABjxozhtNNOY/PmzQD07duXVatWMW3aNPLz8wH405/+1OG4XI0JsMdliwmwx9WRmERao8Q2yHmik3BoaITDqrDz9xdGrfl7oOUe2b59K7niiv0kJl5MaGhUi5/HxSUTFtZw/54YhePeiBuTtLQysrPjPTpH11ntd7X+hpKSLSQnX+h0RdXxsnGDyspQKitPfMfTibq4LidnI8sWP8mk6x4jPX2Mv8MREQl4n7p4MT1QNU5sY2NjnTrmySefpLy8nIULFzaZ2ZuVlcWjjz7Kf//3fwPwm9/8hrS0tA7F5WpMQJO4srKyAOxxdSQmkdaoeVSQ83Qn4Y7fX3dgcIuvhIR+pKSkMHDgqQwYkNniKzGxT5OzuNpAq7kTI27KiI2tayNWk+joOhISaoiOrqNHjyqioqwuzXqFhuq3aZZhmjUuHdfYieXCkTz//MksXdqP7Ox4du+OJTs7nqVL+/H88yeTmxtJYeFap5pWdbSBlmmabj8ecY9pmry3fC4/FeziveVz9TsQEZ/46quv+Oqrr5gwYQKJiYkkJCRw/vnnc/7559urbI1t3LiRyy+/nMTERMLDwwkPD+ekk07innvuobCwsMltzzvvPHr37t3q/b788su8/PLLGIZhT04nTJjAhAkTSE1NZdeuXWRlZZGUlERSUhLdunXj/PPP58svv7SfY/z48dx0000ADBo0iEGDBhEZGQnA0aNHuf/++7n//vsZMmQIUVFR9OzZ034fjc8TCIqLi4mKiiIqKqrJHlpHFi1axNixY5sktTYTJ048vrXJZOnSpR2Oy9WY2ourIzGJtEaJbZDzZCfhQLs/WwOtXr2y6NXrOnr0mEivXtfRq1cWMTHp7S6VjYoagmGEkJVVgMVyIkGIjKxn1KhC7rknj4ce+g/33ZfLQw/9h1/+8gegY9Vvd7jS1Xrhwv7k5sZQWLgOq9VxIn1i2bjvE3VxT3b2BvJ+2Mr9Q4aQ98NWsrM3+DskEenkvvzyS8477zzOO+880tLS2Lp1K7t372bkyJGMHDmSK664gg8++ACAtWvXsnbtWsaOHUt8fDybN2/m6NGjHD16lDfeeIN//OMfXHTRRVRVVbVojOQsW6J85MgRbrzxRu68807y8/PJz89n48aN7N+/n4kTJ9rvY9WqVTzwwAMA7Nmzhz179tjv+4YbbmDJkiUsWbKEBQsWUFRUxObNm+3J4yWXXMJ//vOfNmM5cuQIR44cadHB2NFXR2boFhcXExcXR1xcXLu3tT0nhYWFZGRktHqb1NRUwsLCCAsL45tvvulwXM5oHFN7cXUkJpHWKLENcs5VJps60Ul4mMtLZ319f7b7dGcUjsUSTnLyhaSmVthH3AwZUs599+1i3LiDHDgQ2WSMz+7dMYDvqt827szbNc16Kivz2rltx5ept8c0TazWKurqyrFaq1Rh7ADTNPlg5TxGJSUzNzOzySgsEREREXFMe2w7AU91Eg7U++uIpvt1G1rP5+bGsnJla2N84rj33lwX9+W6X/2G5suFQ4iOriM83EpNjYVjx0KAls+ts/t6vblM3dNNruREtfaV0aNbHYUlIuINDz30EH379gXgueees4+FmTt3LgDLli3jT3/6E1dccYV9dExiYiJvvPGGfckvwNixY5kzZw4333wz77zzDtAw1sVdJSUlzJgxgwkTJti/l5mZyd13382MGTP47rvvADj77LNbPb6qqoqPP/6Y2267DYDRo0cDDcuVX3vtNQAGDx7M6tWrGTp0aKvnsM1U9dUFxuLiYsLCGv7tffzxx1m6dCm7d+8mMTERgEmTJvHEE0+QlJTEwYMHW8TZnMViISkpCaDJ7d2NyxYTYI/LFhPQJC5H82htcXUkJpHWKLENcg1/2VpJSDib1NRNHeok7CxbJbSjnYt9JSIihZ49f86hQyvIzY3mnXfaSsYNvvwyiXHjDnZ4jq6zbMuFa2u7cc89eXTvfmL575Ej4Xz1VSJbtyZQVRXS5DhbV2vTrMEwWm/65V4DrfYTdW80uerqGldrx/XsCcC4nj3tVduMjPM71JhMRKQ15eXlrF+/nhtvvBFoOuvU9ucff/wRaOiI+/XXXwMwefLkJkmtzc9+9jMAPvnkE6BjiW3j8zXWp09DT46CAse9JsLDw+nZsyfLly8HGvbuXnnllYSFhREf3/Bv4pEjRzoUn6dZrVaqq6sBiImJ4eOPPyYqKooPP/wQgF//+tf861//YsuWLVQ26vwYHt725yvbz44dO9bhuGwxAfa4bDEBTeJyFJPt5x2JSaQ1SmyDVGsVM8OAIUMqmD59Fzk58S53EnaFJzoX+1J1dT6maba73Hfr1gQuuugwV11V4CABbuCJanRV1T6sVjj11BJycuJZu7ZnkyRx3LiDXHTRYZYs6Ude3oluhI2XC7fVzfrEsvFvPJaoV1Xt4+jRT+wzcVtWveOJja0jK6sAWBsQv/tg0LxaC6hqKyJed+DAAUzTpEePHu3edt++E3PPbcllc7169WpxW3eFhIS02njIlnDX1TneDmWxWHjvvfeYOnUq0FDtjI6OZvTo0YwfPx6A2267zV7RDASbNm1q9fvXXnst0PCYrrnmGp555hkmTpxo/3lNTds9MWyJcnR0tFfissUENInLUUy2uDoSk0hrlNgGkYbOdtVUVe2juHgzplnPrl2x5OT0obQ0lMhIk8zMEtLSykhLK2P48BMNnhqWiJ7p0SWits7FlZV5ZGbuZPjwE/+QeeP+3OVKd+CqqhCWLOnHjTf+xA035LNypfeq0dXVBRQXbyI3N4aVK/u2mSRedVUBN974E2+/PcCe3Dq7r9dTy8at1hqOHdtJScnWdqreJ5pcTZmSD6yjd+9r/P4aCGStVWttVLUVEW8KCWm4SGpLfpzV1tJc2/cD5e+qkSNH2ps5bdy4kdWrV7N69WoefPBBAJ5++mk++ugjTj/9dH+G6bTx48djGAabN2/mv/7rv+zfP3z4cKu3r6ur4+jRowBccIF3Lo7aYgKaxNVWTI3j8lZM0nUpsQ0CzauzpgnV1RYiI2HYsHKGDSu3L1tduTKFf/7TJCtrH6mpFSQknEtkZD8MI9wr/9DYOhdHR6dhmjXHK4hhXrs/d5zoDtzPqdvn5cXy9tsDuP76fK9Vvxt3Qm4vSXznnf7ccEM+kyfvZd68k6mqCnF6X68nlo2fWHrccHV85cq+Tje50kzc9rVWrbVR1VZERETEOUps3WCrnFqtdVgsocf3MnoniWu8nzE/P5L+/Ru+n5vbMN+0rWWrCxcOYMqUfFJTv6R37/5eTzIb2txHtLks1p/c6Q6clxfLu+/2ZcqUvQwfXu/xarSrnZBXruzD/ffvYsSIYr7/Pt6lfb0dWTZ+Yr5uNElJBvv3R7k8E7e9JlddmaNqrY2qtiLiLf369cNisbB///52b9u//4nPEm3tb7Wdp7/twwoNVeH6+vpWb++L5kG2mG0jjZ588kn70toLLriA2bNn2/fhNmfbg+vMUm2bnJwc0tLSXI6zpqaG7du328fqnHzyyS1uU11djWmaREZGkpLS8G917969+f7779uMxbZk+6yzznIrJsAel6OYAHtcjmJqHJc7MYk4osTWBb7uBHsiqYhh69ZuTJq0z6Vlq6qYNXC3O3BoaMNf1D17TsAwDI9Vo11ZGm3TkCTGc9ZZRaSmlru8r9edZeONq8rLl/fhwQd38fHHvZx/oDjX5Korc1SttVHVVkS8JSwsjHPPPZe1a9cCDZ2EmzeFOvXUU4mMjOTLL7+0dxb+9NNPqaysJCoqqsltV69eDcBll11m/16vXr347LPP7LNlG5/f1oioo2z7bhsvkV63bh1Tp061z+AdMWKE/We2x9GnTx8KCwvbPK8vuyJXV1dz3nnn2bs8f/rppy1u889//hOAiy++2P69G2+8kT/96U8cPny4RQK+aNEiQkMbPmfccMMNbsUE2ONyFFPjuGwxAQ7jcicmEUeU2DrJU51gna32Nk4qli1L4be/zT2+bHWAS8tWVTHreHdg2+xcT1WjXV0abdPwuywlObmG5ORLXL6I4uqy8cZV5bCwhosCHZmJG4jVfH9yplpro6qtiHjLnDlz7AnJtGnTeOWVV4iIiOC5554DYNu2bfz9738H4A9/+APQkMDceuutPP300/ak5YsvvuDRRx9lzJgx9mZCAJdffjlLlixh9uzZADzyyCNUVlby7LPPUlJS4pHHYBtXtHnzZqAhYT399NMJDQ3llltuAeAvf/kLI0aM4NixY7z++usA5Ofn20fV+FtcXByzZ8/moYceAuD+++/ngQceIC4uzn7B4L777mPEiBHceeed9uNmzpzJ4sWLuf766/nrX/8KNFTily9fznPPPcejjz4KwIABAwD47LPPOP/884GGLssvv/yyw5gAe1y2mGw/W716tT0mwB6XLSbAHpctJsAely0mEU9RYuuExpVTdzvBulrtbZxUnHpqCWFhVqf3NjZetqqKmXe6A3eEO0uj4USSmJBwboc6DTuzbLx5VTk6uiFmb8zE7aqcqdbaqGorIt4yZswYe8X2d7/7HUOHDsU0TTIyMgBYsmSJvSvvmDFjgIZq6OOPP87pp59uH9kyYMAAbrnlFh577DF7lRDg5ptv5ocffmD+/PkAvPDCC6SkpHDHHXfw+9//HoCJEye63MCqsZtuuol3332Xm2++GYD4+Hi+/fZbNmzYwKxZs4CGEUUHDx4kPj7evlR40aJFXHfddW7fr6c9+OCDDBo0CIAXX3yR008/ndLSUgYOHAjAr371K/77v/+7STfh5ORkNm7cyMyZM+2V6NLSUoYOHcq8efO466672ry/xr8nZ+KyxWS7j4EDB9pjghOdl20xAfa4bDEB7cYl4i4ltu1oXDl11FXWUSdYV6u9TZOKEM46q4icnHi3lq3+85+9jj+Orl0x81R3YE9wd2m0LUmMjHSt0uuO5lXlY8dCOHIk3OMzcbsqW7V2cEws3SMi+La4uN1jukdEMDgmVlVbERERkVYosW2Hq01+mu9rdafaGxaWZE8qoqPr6d69hrVrHS9VbM62bLVbt1pAFTNPdAf2lI4ujfZFktiyqmzw1VeJjBt3MCCq3sGurq6G4qICCivKGdnKniVHuoftp66uhrCwrnuhSkQ8y1aJdXbP6znnnGNfHtuekJAQZs+ebV+K3JrGe1jbauRkc8MNN7TYm5mUlMT69etbvb1tGXWwsFXHbf91xoABA1iwYIFTtz3vvPPs445cmeF77bXXuhwT4HRcIp6gxNYB95v8NOxrjYwc7Fa1t0ePhsHhVVUWwsM7trcxPb1cFbPjOtId2JMCbWl0a1qrKm/dmsBFFx3mqqsKHI4oajjeu1XvYBcWFsGMR5ZRXn7U5WPj4pKV1IqIiFuKiopYuHAhgH0JukhnocTWAXeb/Nj2tR479h+3qr1VVflAQ1JRU2Ox/9kVtmWrqanlxMWNVMXsOHe6A3tDIC2Nbk1rVeWqqhCWLOnHjTf+xA035LNypf+q3p1BUlIKSUneuXgiIiLSmsTERPLz8/0dhohXKLF1oKNNfsrLd7lV7R0+PK9RUhHn1t7G9PRSqqosREQYqpg142p3YG/FEChLo1vTVlU5Ly+Wt98ewOTJe7n//l3k5MSTk9O46l16vOod6tWqt4iISDCrrq5u8pljz5499iZRXYmtkdfOnTuBhsZTIu5SYutAR5v8QIXb1d7Y2NPIyNhKbGy9W3sbG/Zj4tZYmK7Cme7A3hQoS6Pb0lZVOS8vlnnzTmbEiGLOOquIzMxS+zH19Qbdup1OdPRQve5ERERExGeU2DrQkSY/EANUuF3tDQ/vi2FsJyurgGXLUlzc21gAQGLiBaqYBbhAWRrdGkdV5aqqEDZvTmbz5iS6d6/miisOMHDgMbp3v4jIyL4+j1VERCRYLFiwQE2VjtuxY4e/Q5BORImtAx1r8jOCsrItbld7Q0Nj7EnFpEkFvP9+byZOLHB6b2Ni4oVERWnwdTAIhKXRbXGtqnyJLqSIiIiIiF8osW2H+01+hlJentehkS6Nk4ohQyr46adoBg6sOL63MY6cnPiASzBycjaybPGTTLruMdLTx/glhmDl76XRbQnkqrI4T+9NERER6cyU2LbD3SY/ISERHhnp0jipCAnZaZ/1lp5eRmZmmf3YQEgwTNPkveVz+algF+8tn0ta2rl+rziKZwRyVVnap/emiIiIdHZKbJ3gbpMfT410aS2pMIyGX51p1gVMgpGdvYG8H7Zy/5AhvJC3lezsDQwffoFfYxLPCtSqsjim96aIiIh0dl0isTVNE9Osxmqtw2IJPd4UyrUk0J3lmJ4e6RLISYVpmnywch6jkpKZm5nJ50XFfLByHhkZ5/s94RbpyvTeFBERka6gUye2VmsNlZV5lJXtxDSbL9sd5vKyXXeWYwb6SBdPsVWEXhk9GsMwmD1sKOM3bVJlSMRJ3toDq/emSNfwwgsvALBkyRI/RyIi4h+dNrGtri6gsHAdpllPdnYc2dn9qKqyEBlpJSOjlIyMbygp2UJy8oUuJ5OuVk47e/OdxhWhcT17AjCuZ09GJSWrMhTAPLGSQTzDW3tg9d4U6RquvfZaf4cQUCoqKvj88885++yz6datm7/D8QqrtWHqxmeffcbAgQMZMECTMODEe6F///5+jkT8oVMmtg1J7Vpyc2NYsSKlReOm7Ox4YmPrjs97XeuTSmlnbr7TvCIEqDIUwDy9kkE6zlt7YPXeFBERka6i0yW2VmsNhYXryM2Ncdiwqbw8lIUL+zNlSj6wjt69r/HJh/lA3ifrjtYqQjaqDAUeb65kEPd4aw+s3psiXYeWHzc4fPgwAOeffz4nnXQSixYtIjEx0c9RedfDDz/M3Llzefjhh5k0aZK/wxHxK4u/A/C0yso8TLOeFStSHHYhBrBaDVas6INp1lNZmeejCDsXW0Vo9rChLT4c2ypDeT80VKDEv06sZIjk+edPZunSfmRnx7N7dyzZ2fEsXdqP558/mdzcSAoL11JdXeDvkINOTs5Gfj97PDk5G50+pvl7yFPvGb03RaQrKSkp4bLLLuOyyy6jvr6e1atXd/qkFmDOnDncfvvtTJs2jXXr1rFu3Tp/hyTiN50qsTVNk7KynWRnxzk1NxagvDyMnJy448syTS9H2Lk4qgjZNK4M6fn1n+YrGdp6f9hWMuTmxlBYuI6amqNYrVX63Tmh+T5ZZ56z9vbAuvu8670pIl1JZWUlP//5zzl06BCHDh3iww8/pHfv3v4OyycMw+DPf/4zV111lf3rm2++8XdYIn7RyRLbakyzjOzseJeOy86OwzTLMM0aL0XmHaZpYrVWUVdX7pfkw1FFyEaVocDg3kqGOgoLP+DgwSUcPLiCioocrNbgeo/4UuN9ss6+3lt7D3niPaP3poh0FbW1tVx77bXk5OSwZs0a1qxZw8CBA/0dlk9ZLBbefPNNxowZw5gxYxg/fjw5OTn+DkvE5zpVYmu11gFQVeXaw6qsDDl+fK3HY7JxJwlt6xirtYaKihwOHlzBwYNLOHz4Hz5PPpypCNmoMuRf7q5kyM6Oo7g4lMWL+7Jtm0Fx8TccOPCulii3ovk+WWde787ugXX1PaP3poiIiHRFnap5lMXS8HAiI60uHRcVVX/8+DCPx+ROB1pHx0RF9aaiYjemafVr85/Wuq22xRtdWL0187MzOrGSoZ9Lx+XkxJOZWcaePTFkZ3fzeSfxYOLOrFhH76GOvGf8/d4UEfEF27ibm2++mQ0bNrB27VoyMjL8HJX/hIWFsXTpUgAuu+wyxo0bx4YNG7pc9Vq6tk6V2DbM4YwjI6PUpeXIGRllGEYchuHZrsjudKBt/5hdWK0Gy5ensH1709lsvhpjZKsIDY6JpXtEBN8WF7d7TPeICAbHxHqs26s3Zn52Vh1dyRARYaWy0n+dxAOdO7NiXd0D6+x7xt/vTRERX5k+fToAy5Yt47333mPkyJF+jsj/oqOjAXj//fe56KKLuPTSS/nss88A6NWrlz9Dc9v48eP57LPPKC8v93coEgQ6WWJrEBc3jIyMb4iNrXNq2WVsbC3p6WXExZ3p0Q907szSBZw65qqrCpg4cR+VlSHk5cU2uY0vko+6uhqKiwoorChn5KefunRs97D91NXVEBbm/rgjb8387Kw6upKhuvpEQmzbfzt9ei6VlXnExKR7LtAg5c6sWGeqqu5UU/393hQRz7rnnnt45ZVXXD5u27ZtZGZmeiGiwDBz5kxefvllABYtWsS4ceP8HFFg6datG6tWreKCCy7gsssuA+DTTz8lISHBY/cxb9487r//fqduO2zYMHbs2OGx+xZpS1AltqZpYprVWK11WCyhxyu0TT8URkUNoaRkC1lZBQ7n2AJYLCZZWfsxjBCiooZ4LE73Zul+ChhOHfPOO/254YZ8Jk/ey7x5J1NVFdLs/r2bfISFRTDjkWWUlx91+di4uOQOfXD21szPzszdlQzp6WUcORJur9za2DqJZ2buJDo6rUs/7+7MinV3D6wzr3Fvvze1BUDEt15++WV7Amdz5MgRevToAUBWVhbLly/3Q2T+89JLLzFnzhz+7//+D4BrrrnGzxEFpp49e7JmzRrOO+88AK644grWrFlDTEyMR+9nyZIlXHvttR49p4i7giKxdWWfqsUSTnLyhcBapkzJZ8WKPpSXt9w7GxtbS1bWflJTK0hOvtijVU13OtBOn74LwOljVq5sOOaSSw7xwQd9WtzG28lHUlIKSUm+32Ppzl7Grs79lQylrFnTC2j52snOjmP48H2YZg2G0XUrfO7sk/X2HlhvvTe1BUBEREQCWcAntu7sU42ISDm+tHcd06fnkpMTR3Z2HJWVIURF1ZORUUZ6ehmGEeLxfajudaANpbraQl5erMtda884o4gdO2LJy4trcZvOlny4s5dRGri6kuGqq/ZTW2th69aEVm/TuJO4xRL8ry13uLNPFgjaPbDaAiAi/jZ//nzuu+8+nnvuOW677TZ/hxPwBgwYwL/+9S8ALrzwQm644QaWLVtGWJjnm6WKBIKATmzd2afaOLnt3fsaKivzyMzcyfDh++zHNVR6z2y1I3FHudOBNjq6nqgoq8vzd21daxuWJA9tsSS5syUf7uxllAaurGS46qr9DBlSzttvD2jxmrLxZifxYOHOPtmhQ0cF5R5YbQEQCT7jx48nLy8PgKVLl3LTTTfxn//8h4qKCqAh0cnNzeXAgQMtjn355Ze59957Afjkk08YO3YsAFu2bAFg1qxZbNiwgfLycvr27QvApEmTeOyxx+jWrVuL83WUbbn17bffzu9+9zt74yhp3/DhwwH45z//ySWXXMKtt97K/PnzgYb5t/6wdu1a/t//+398+eWX1NU1NLg86aSTuOmmm3jggQeIiHD879zRo0d58sknWblyJQAFBQXExcUxcuRIZs2aBcDZZ59tv72/XrfiewGb2Lq3T7VpsySLJZyYmHSio9MwzZrjCV4YhhHutQ9j7nSgDQ+3unwMnEhcw8JMRowoZvPm5CY/70zJhzt7GaWp9lYypKeXkZ5eSm2thbffHtCiMVlj3uokHizc3if7yLt+25/eEdoCIBJ8IiIi7EnsvffeS1ZWFn379nU7mfn666+54IKG9/vPfvYzPv/8c/r27cunxy/S3X777WzYsIGNGzcSGuq5j5dr167lhhtuAOCOO+6wJy7imrPPPpsVK1ZwxRVX2JM4dxqTdYStQ/Nll13GpEmT2LFjhz2W5cuXc9NNN3Ho0CHmzZvn8Dw33HAD2dnZLFmyBIDTTz+d/fv3M2PGDC655BIAvvnmG4YOHeq31634R8D+Bt3bp9p6syTDMDCMiBZVS2eaUbnKnQ60NTUWl4+BE4nrf/4Ty1lnFbF5cxKN90N2puTDWzM/uxpHKxkKC8NYs6YXW7YkUF3deqUWvNdJPJh0dJ+sP/anu0tbAESCk2EYHD58GIAHHniABx54oEPnmz59OklJSUBDwyBbVe3KK68E4Omnn+b2229n8eLF3HjjjR26L5svv/ySrKwse3OiP/7xjx45b1d18cUX884779ifzx49evj0QsGKFSsAiIyM5NlnnyUl5cS/hVOnTuX//u//eP311x0mtlVVVXz88cfcdtttjB492v79QYMG8dprrzF48GAAVq9ezdChQ/3yuhX/CcjE1r19qs43S3KlGZWr3OlAe+xYCJWVFre71m7fHs/kyQVERdVTWdnwfHWm5MNbMz+7quYrGerrj3H48L84ejScr75K8ksn8WDS1WbFaguAiIiIBIMATWxd36cKzjVLcqcZlSvc60BbR0REw/2707XWlsxGRFiprOx8yYe3Zn4219VGmTReyZCcPBZ/dhIPJl1pVqy2AIgEN9v+xeuvv75D5yktLWXjxo32ilZreyDHjx8PwObNmz1S+dq+fTuXX345Y8eO5bXXXgP8tye0M8nKyuLvf/87AL/4xS+Ii4vrUDV/8uTJ7d7mlltu4fXXX+fZZ58FsP+3uUGDBvHpp59SVFQEQGJiYovbhIeH07NnT5YvX86ECROAhuprWFgY8fHxHDlyxH5bf7xuxb8CMrF1Z58qtN8sqSPNqFzh7ixdMLjqqn28884Al7rWDhlSfvzxWTpd8uHNmZ/N7yeQRpl4Y5m8I650Ek9MPI/w8JYjproKf85x9jVtARAJbrb3bZ8+Hfs7u6CgAKvVyoIFCwDs/21Nfn5+h+5r9+7dQMM+zLS0NN555x118fWwm2++GYCSkhJ++9vfkpCQwO233+7WuVyZY1tVVQXAn/70J9599112797N0aMN/5bW19dTX19v/3NbLBYL7733HlOnTmXSpEkAREdHM3r0aMaPH2/vlp2UlOTT160EhoBMbN3ZpwqOmyV5ohmV8/G7N0vXNE1OPnktN9yQz8qVznetTU8vpaQklCuv3E96erlXxhjZ+Drh8vbMz+b34+9RJt5cJt8eR/tv6+stWCwmUEdx8QYMY4vX4wlk/prj7EvaAiAS/GwVzpCQtvsmuOKXv/wlAH/72988cr7mDh06xOWXXw407P/84IMPiImJ8cp9SUNTsQMHDnDnnXfamzg5m6S6w7Zy4L333uPxxx9n2rRp9O7dG2iopt555528+uqr7Z5n5MiR7Nixg40bNwIN+2lXr17Ngw8+yNNPPw3ARx99RFRUFOD9160EjoBMbN3ZpwqOmyV5shmVM9ydpRsTczKpqbu4//5d5OTEk5PjuGttbGwtGRllWCyQkIDXxhj5I+Hy1V7GQBll4u1l8s5ovP+2quonioo2Ypr15OTEkJ3dzefxiP/4aguAiPhHSEhIm5WxgwcPNvn/fv36YbFY+PHHH70WT0lJCZdddhmmaQINyUpCQoLX7k8a/P73v6eiooKpU6cCEB8fz7hx4zx+PwUFBfbxPDfccAOPP/54i9u48voyDIPzzjsPgPPOO48nn3ySTZs22Tsgz549mwULFnj9dSuBJUATW3f2qbbdLMnbzaja4s4s3bi4M6io2M2RIyH07l1FZmap/WdHjoQ36Vp7YhlzKN27X4HFEoZp1gNWTNP0WFLmr4TLV3sZA2GUia+WyTurpmY/RUUbAiYe8S1fbQEQERER8ZSATGzB/X2qrTVL8mYzqva4Oku3YRnzWGAtubnRvPNOP+rqLFRXW47vIW445sQy5nJiYk6msHCtVyqp/ky4fLGX0VujTFxpROXLZfLOCLR4Aomvl+L7i6+2AIiI//Tq1YvPPvuMqqoqIiMjm/zs448/bvL/sbGxnH/++fbZnwcOHLAvIbXZsGEDd955J/Pnz2fkyJEuxXLs2DGuvPJKjhw5Yp912qtXLxcfkbjr+eeft1fpJ02axJo1azj33HM9eh/V1dX2P3fv3r3Fz3Nycli3bh2AvWrfmnXr1jF16lQ++OADRowY0eRno0ePtu8nLyws9PrrVgJPwCa27u5Tbe2DtbeaUbmirVm6rWm8jHnIkD0OljEbQAjl5bleqaQGQoLj7b2M3hhl4mojKl8vk29PoMUTCPy599nXuto4I5Gu6vLLL2fJkiXMnj2bRx55BIDKykqeffZZSkpKWtz+mWeeYezYsUBDF9oFCxYwcOBAvvjiCwBuvfVWEhISyMzMdDqGmpoaoGFf544dO1i/fj0nnXRSBx+ZuMpisTB//nwAJk6cSFZWFuvWrSMjI8Nj93HSSSfZZ8z+4x//4M477yQ1NZW1a9cCDbOWJ0+ezMKFC/nqq6+AhgZizZ111lmEhoZyyy238Je//AWAESNGcOzYMV5//XV7E6gnnngC8M7rVgJXwCa24P4+1ea80YzK29pbxhwVlUpFRS65udFeq6R29gTHW6NMXGlE5a9l8m3xVDydqbIZCHuffakrjTMS6cpuvvlmfvjhB+bPn88LL7wAQEpKCnfccQe///3vmThxInCi0jZq1Ch7s54nnniCMWPGUFpaaq+AXX/99cycObNF9bct9fX13HTTTQBs3LiRtWvXkp4e+J8dOitb5+klS5Ywfvx4xo0bZ6+eDxw4sMPnt1gsLFu2DIDf/va3jB49mtDQUEaPHg3AokWLiI2N5d///jdZWVkAPPzwwy3OEx0dzYYNG5g1a5Z91NDBgweJj48nLS2NRYsWAXDdddcBnn/dSmAzTEf1/uNKS0vp1q0b8+ZtISoqzhdxNdHRaolpmhw8uIJt2wyWLnV+OfLkyXvJzDTp1SvLIx/K3f2w33DciWXMpgkHDy4jNzfSqWXaU6bkk5pa5VIlNVCeM2/6/vv1vPTSrawaPZrLWlnytPrgQcZv2sRvfvOa01Vb0zR5ds41dC/dy6bzz2P0hs84Et+PBx95t9Xnw2qt4uDBJSxe3M+lRmnDh5cwefI+evW6rsOrCTwZT48eV1NdvbfTVDbbW4oP3xER8jpjLpxA375VfPrRBq65fnbQz0E+erTA7S0AiYm+GwVVWVnGffedRklJCfHxzr9eRcS/TNPkzjvvtI9f+de//sWFF17o56jEprS0lIsuuojS0oY+Lxs2bGixhFckEAV0xdbG1X2qzXm6GZWrOpqYN1/GXFGR4/VKqj/3JfuCt0aZuNqIKhCWyXsynkOH3sM0rZ2istn+UnyTEOMdquv3su6Tj0lKrOHw0XxWLn/W73OQO6orjDMSERGRzsW1T69+ZhgGFksEoaGxWCyuLW2MihqCYYSQlVVwfB5n29prRuWK6uoCDhx4l+Lib9i2zWDx4n7Mnz+AxYv7sW2bQXHxNxw48C7V1QVOna8jS0UbEut2C/SAZxKuQGZLQGcPG9ruKJO8HxqWE7envUZUrT33HV0mD/XU1ZVjtVY5/bt1pKPx7N4dyfPPn8zSpQ0V3927Y8nOjmfp0n48//zJ5OZGUli41unXuz+1vxR/K/VmLvcPGUK9mcfho/ncP2QIu3/Y5tTrRUSkq3rkkUd49dVXWbBgAQsWLFC1NsDEx8ezatUqQkJCCAkJYdy4cRQVFfk7LJF2BVVi2xG2ZlSpqRVMmZJPbGzriVdsbO3xpbsVJCdf6KGOwp77sH+ikurasrvs7DhMswzTrHHq9sG4L9lZ7o4yaS9xbC1Zbi85bjyz2RUZGWXU11s4fHglhw//g4MHl3Dw4AoqKnKwWp37HbfG/XhKqaqy8NZb/du84GJrMpabG0Nh4boOxelt7V9AMgkxFnNWQhJzMzM5KyGR+NBQnhs+nLOTkvhg5QseudAgItLZzJkzh2effZa//e1vTJo0iUmTJvk7JGlFjx49+PDDD/nwww8pKSlhwoQJVFRU+DssEYe6TGILJ5pRpaZWMX16LpMn72X48BIGDy4/vkdwL9On55KaWtXhsTXNlzF66sO+ryqpHUm4DCMOwwjcfZTOVGttnK3aOtuIqnmyc2KZfBmxsXVOxd+wTL6UgwfDOrwCoDn34ylj48ZkrFbHr0vb0njTrKeyMs+tGH2h/QtIDdXaJ9OHYRgGT6anUVpXx4eHD/PEsGHk/fCdqrYiIo288cYbvPHGG8ycOZO5c+dy6623+jskaUf//v3p378/H374Ibt372bixIlUV1c3Gd0jEkiCYo+tJ7XXbTgu7kyPNLjxVkdhX1VS/b0v2Vu8NcrE0dzP9vbaujqz+aqrCqittTB//kCqqkIaxeCZmcKuz5AuwGo1+OqrJKfO782uzp7i+AJSQ7X2jG5JTZacn5OYyKwdO9h4/vkdnoMsItKZ/OMf/+D2228HYPbs2dx///1+jkhcMXToUN5//30uueQSbrzxRgAWL15MSEhIO0eK+FaXS2yh482o2uPNES6NK6muLEd2p5LqeoLjmX3J3uSNUSYdbUTlyszmq67az5AhFbz99oAmSa2NJ2YKuzNDev367q3G05ZAbzLm+AKSrVrbdPbxrLQ0xm/axIeHD3doDrKIiIiIuK5LJrY2zbsNe4o3Owr7spLqToKTnHxxQI9zCQuLYMYjy9weZdLafE5H1Vqb9qq2zs1sLqW21sLbbw8gLy+2zTg9MVPYlRnShgE//hjt0vm91dXZU9q+gNSyWmujqq2ISEsfffQRU6ZM4e677wbgscce83NE4o6zzjqLFStWMGHCBADuuece/vznP/s5KpGmunRi6y3eHuHiy0qqKwlOR/cl+4onR5m424iqtWTH0TL5+noLBw5E8MYbA6mubr8y6onlvs4s24+I6Mfhw8s7XZOxti8gtazWNj5GVVsRkRM2b97MxIkTmTx5Mi+++KK/w5EOuuiii1i0aBEA11xzDcnJyTz11FN+jkrkBCW2XuDtfbC+rqT6al9yMHKmWmvjzFzb1pbJQz2HD6/ks896OJXUnoit48t921u2b5qmz5bG+1rLC0i0Wa21UdVWRAS2bdsGwIQJE7j44ot57bXXsFi6VL/STuuqq64C4LXXXuOWW26hW7duPPjgg36OSqSBElsv8MU+WF9XUr29LzkYeasRFTRdJl9XVw54bwWAM9patt9Zm4xBywtI7757mKqq1qu1NqraikhXl5eXx2WXXQbAiBEjWLRoEaGh+rjZ2UybNo3i4mJ+85vfkJiYCMAvf/lLP0clXZ3+pvECX33Y90cl1Vv7koORNxpRtSbQZwp3xiZjNrYLSKb5KT2SF9DnWNvVWhtVbUVERER8T4mtl/jqw74qqf7jjUZUrfFlJ2x3dMYmY41FRKRQVNSb/H37+JuTS85VtRWRrqigoIBLL72Ufv0ammeuWLGCyMhIP0cl3nLPPfdw6NAh7rrrLgC6devG5MmT/RyVdGVBmdiapolpVmO11mGxhB7/4B9YSZyvP+yrkuofnmxE1ZZgWO7bGZuM2ZimyT/fe9m+5PzPu3fz4u7d/HbwYEYltT67t3tEBENiYnjo++/5++mnO7X8XEQkmBUXFzNhwgRCQ0N5//33AYiLi/NzVOJtTzzxBOXlDVumpk2bRlxcHOPHj/dzVNJVBVVia7XWUFmZR1nZTkyzzP79hmW3wwKugVFn/rAv7cvJ2ciyxU8y6brHSE8f06FzBcNy387aZKz5kvMQw6DeNLl32zbqTdPhsWGGwVnr1gGuLT8XEQkWx44dA+DKK6/k6NGjbNiwgZ7tbNmQzmXu3LlAw8WNa665hjVr1jBmTMc+94i4wzDNdj6ZAaWlpXTr1o1587YQFeWfq2/V1QUUFq7DNOvJzo4jOzueqioLkZFWMjJKjy+7DCE5+cKASxCDLSGXjjNNk2fnXEPeD1sZMnAEDz7ybocrdQ3vgbXk5sY4vQLAX++FhlUVnWdp/NGjBZSXHyUv71veeWc29w8Zwgt5eYwbdwf9+qW1eVxMTDfi47sDDcvPExP7+CrkLqGysoz77juNkpIS4uOdX6YvIp5RU1Nj75L77bffsn79etLS2v47UTq3+vp6rrvuOtauXcsnn3wCwGmnnebfoKRLCYqKbdMP9CktlmJmZ8cTG1tHVlYBsDbgqp/aB9v12MYANSRAWz2yvzKYVgB0tqXxSUkpJCb24Z23fseopGTmZmbyeVExef/ZzKRJD+l9LCIiIuJnAZ/YWq01FBauIzc3xuESzPLyUBYu7M+UKfnAOnr3vibgqqCd7cO+tM42BqhxAuSp/ZWddblvMGg+s1hNoUSkM7Mt6Gvr3636+nqmTZvGpk2bAPjkk09Ure3iQkJCWLBgAZdffjlXXHEFAJ999hmDBg1q85j2Xmcirgj4xLayMg/TrGfFihSH+woBrFaDFSv6MH16LpWVecTEpPsoSpETvJ0AaQWA7zW+WGEb9zOuZ0+N8hGRTqmgoIBbb70VgCVLlrRY6m+aJnfddRfvv/8+q1atAuCMM87weZwSeKKioli5ciUXX3wxAJdeeikbNmygT5+WW3H++Mc/2mcc33333T6NUzoni78DcMQ0TcrKdpKdHedUJ1iA8vIwcnLiju9nbXf7sIhHtZcAefI1aRgGFksEoaGxWCyB1xm8M7FdrJg9bKj9ebZdtMj7oWGpuYhIZ/HKK6+wZs0a1qxZw0UXXURhYWGTnz/00EO88cYbLFmyhAsuuIALLtCqFTkhPj6eVatWsWrVKsLDwxk3bhxHjzYdjThz5kx+85vf8Oyzz/Lss89itVr9FK10JgGe2FZjmmUuze4EyM6OwzTLMM0aL0Um0jpbAnSkuoqPDx8GlAAFu9YuVth466KFiIi/VFZW8sorr9j/f9u2bZx77rns27ePp556iqeeeornn3+e+fPn25ebijTXvXt3unfvzpo1aygrK2PChAmUlpZSWlrKXXfdxTPPPAPAnj172LNnD//617/8HLF0BgGd2FqtdQBUVbkWZmVlyPHjaz0ek0hbTNPk/RUvEB8aSl5FBY/l5NiTnUBNgEzTxGqtoq6uHKu1KqBiCxStVWttdNFCREREJDAE9B5bi6UhvMhI15YnREXVHz++5TiUzsyTc1PFddnZG9j943cA9nEwaw4d4rJevQKu2VAgj6AKpNexo2qtjfbaikhn8uabb1JWduLfhdraWvbs2cOIESPsy0lfeeUVbrjhBn+FKEGkX79+rFq1igsuuICzzz4bgF27dtmXHtv22M6dO1crAKTDArpiaxgRGEYcGRmlLh3XMNM2DsPoOp1hTdPkveVz+algF+8tn6vKm481rtaek5jI3MxMzklMZNaOHQFXta2uLuDAgXcpLv6GbdsMFi/ux/z5A1i8uB/bthkUF3/DgQPvUln5g88ruYH2OnZUrbVR1VZEOpMXXnihxfdqa2spKSkhLi6OuLg4Ro8e7YfIJFgNGDCA1NRUcnNzyc3NbbKftq6ujrq6Oj755BO+++47P0YpnUGAJ7YGcXHDyMgoIza2zqljYmNrSU8vIy5uWJeqnDSem6oP2L5nq9aW1tUxKy0NwzCYlZbGF0VFrDl0CAiMBOjETOhInn/+ZJYu7Ud2djy7d8eSnR3P0qX9eP75k8nNjaSoaAOHD/+DgweXcPDgCioqcrBavbtvPZBex85Ua20C5aKFiEhHrFmzhh07drTayKeuro6KigoqKio4//zz2bhxox8ilGBTXFzMJZdcwldffUV9fT319fWt3i4sLIw//vGPPo5OOpuATmwBoqKGYBghZGUVYLE4/sBosZhkZe3HMEKIihriowj9r/ncVH3A9q3m1drG3ZADqWrbfCZ0W53GbTOhd+2KpabG4B//SGlSya2uLvBKfIH2OnamWmsTCBctREQ66oUXXiAsrO1tXLbE5NixY1xyySX2UT8izR08eJCDBw9y3nnn8c0331BX57hAVVtby/z58zly5IiPIpTOKOATW4slnOTkC0lNrWDKlHxiY1tvCBUbW8uUKfmkplaQnHyh3/YH+kPzD+D6gO1brVVrgYCr2p6YCd2HyMh6EhJqiI6uA1omjlarwcqVfQgJMYmMrG9SyS0sXOuV5DaQXse2JHtwTCzdIyL4tri43a/uEREMjonVRSURERERPwjo5lE2EREpJCdfDKxj+vRccnLiyM6Oo7IyhKioejIyykhPL8MwQkhOvpiIiBR/h+wz7c1NVTMb77JVa6NDQjglPr71cTCJiTz0/fd0Dw/HMIwmCZCvfj+maVJauoODB8P5xS9+pHv3E0uKjxwJ56uvEtm6NYGqqhD79xtmQsdz1llFbN6cZK/kTpmSD6yjd+9rPHYByRevY1eaUtXV1VBcVEBhRTkjP/3UpfvpHrafuroawsIiOhCtiIjv/Oc//wFg9erVTl2Ys1qtVFdXM23aNLZu3QpA3759vRqjBJc777wTgO+//97pf7+tVit//etfmTlzpjdDk04sKBJbaEhue/e+hsrKPDIzdzJ8+D77zxo6uZ7p106u/mKrcr0yenSTSmEgdeDtzOrqajh8+EeO1dczu1G11sYwDGanpTF+0yZGrlvX5Ge+TICqqn7Eai2nZ0/IzY3ls8+SKS0NJTLSJCOjlHHjDnLRRYdZsqQfeXmx9uNycuLIzCwlKqqeyspQrFaDFSv6MH16LpWVecTEpHskPm+/jps3pUpLO9fhP7RhYRHMeGQZ5eVH27xNW+LikpXUikhQefHFF4GGDrW1tW2PSrQtUzZNk9tuu40nnniCXr16+SRGCS7Lli0D4N1332XGjBns3bu31b3bjdXV1TFv3jxmzJgBQHh41/pMLx0XNIktNCxLjolJJzo6DdOswWqtxWIJwzDCu2RV0lFzG1VtfSM0NJyk5BTSI0MdjoM5OymZ/ZFJ3PSLZ+2/C18lQJWVP1JUtIGaGguRkVaGDStn2LBye6X2/ff7sGpVb666qoAbb/yJt98eYE9ubTOhIyKsVFY2nK+hkhtHZuZOoqNbJvOu8sXruHFTqhfytjqVKCclpZCU1HVWf4hI11RcXMyrr74K0GZSGxYWRl1dHVlZWQD84Q9/YNCgQT6LUYKPxdKw23Hy5MlcffXVvPbaazz66KMAFBUVtbnntrCwkCVLlgAwdepU3wQrnUbA77FtjWEYWCwRhIbGYrFEdNmkzVFzG3/vUewqsrM38GN+Dk+0Mw7miWFDyS/YRXl5EQMGZDJgQCaJiX28Hl9l5Y8cPboe02yo1DYe7XPgQCTjxh3kvvt20atXFe+805+8vFgmT95LZGRD10LbTOjq6qZ/VWRnx2GaZZhmx7ske/t1HGhNqUREAsnf/vY3amtrWyS1YWFhhIWFYRgGP//5z9mxYwdLlixhyZIlSmrFJWFhYdxxxx3s2bOHPXv28NRTTxEbG9tmo7I//OEP/OEPf/BxlNIZBGViK86NItEIEvfl5Gzk97PHk5PT9jiDQB8HU11dQFHRenJzY3j++aGtjvZ54YWh/PRTNDfe+BODBlWwcmUfwsKsjBhRDEB6ehlHjoTbK7c2tv+3WttesuYMX7yOA6kplYiIiIh4hxLbIOXMKBJ9iHdP8/2YbSVTzo6D+ejQIU7/5BOyevX02e/ixGifWN55Z4DD0T6NK7V1dRZ7w6jY2BrS00v56qtEoOnjs1VyLZa2x0I4w9uv4/aaUumCj4h0ZfX19bz44otN5ouGhDRcuBwzZgxjxozhq6++4t1332Xo0KH+DFU6gZiYGGJiYnj44Yf58ccfmTlzJtHR0URHR9urt1arle+++47vvvuOzz//3M8RS7BRYhuEAr1SGOwa78dsK5lydhzMN0VFPLB9O1tLS1m4bx+DomN88rs4MdonBavV8VJ922gfW6U2JyeO7t1ruPrq/dTWWti6NaHFMRkZZRhGHIbhfmMHX7yOW0ucdcFHRKTBP/7xD/bt24dhGPa/I88880zWr1/PJ598wieffMKZZ57p5yilM0pKSmLWrFns2rWLXbt2cdtttxESEkL48QkShmEwd+5cf4cpQSaomkdJg9Y6yLZFHZJd03w/5udFxa02LnJ1HExD06I8ALoXe7cbsmmalJXtJDs7rs1KbXONR/v8858NHS4HDarg7bcHNBkBBA0zo9PTy4iLO7PN158zo3W8/TpWczURz9i0aRPPP/+8v8MQL/jkk08AiIuLA+CUU06hT58+vPTSS7z00kv+DM2nRo8ezfTp031+v5MnT/b5fQaySy+9lO+//578/Hyg4cLLFVdcQXR0tJ8jE1+ZPn06o0ePdvt4JbZBprVKYXv8MTc1WDVPttpKppwZB2OaJm++/iB9qo4yNzOTjUXF7I9M4r/ufdWr3ZBNsxrTLCM7u59Lx9lG+3Tr1rBvdunSvk1G/wBYLCZZWfsxjBCiooa0cf/tj9bxxevYUeKsCz4izsvPz2fp0qUAXHvttX6ORjylqKiI6upqRo0aRb9+Df9edMXPB1988YXf7tv2vjrnnHPsv4OuLDY2llGjRpGWlgbA9u3bycvL45RTTvFzZOJttvfC5MmTfZfYTr/vGyAaKwYWGpYDWjEAE5p9r60/67Ydu61JLaHGT9SazlUKGws79hN33/U5BmEB+dj8fVsDKxbjKc5KSGqyH/OshCRe+eNT1JtPHX8mnT3vFmAXfzueWD1xPJGa+d8fYHKa2/G2d1xiQg2/vQ+qqlzbaWBrCJWWVkZhYTg5OfFNfh4bW8tVV+1n8OBy3lrQj915W9qI4TvgxGidu+/6PwxGNHuuawg1fnT7dXzXXZuwHP/rq/UYIKTZ77K5xr9bq/nk8VdA4L4+dduWtw2hotXfrYiIiHQ9LiW2VizYtuVamzSTMVp8r60/67YdvW0EteZTQCmuqjW7ARGc2KEYaI/Nv7c12Ua9mceT6aOb7Md8Mn0Y4zdtAr4DTnPyvCYhxlLO6NYySf62ZCn15mnH30+ux9ve46yuaUhQIyMdD0JvztYQ6uSTKzhwIILhw0uprAwhKqqe9PRS0tPLqK218Pbb/ZtVchvHYBJiLOGMbknMzczks8Ii++NtuJ3tuY6g1vw97r+Ow2n66Jo/D1ta/C6ba/q73YbZyu82kF6fum3L29arTYTP2eZLSvDbtWsXAwcObHPkSlcRCMuB77//fq677jp/hxGQsrOzycjI8HcY4mWeWi3iUmIbajExTZN6E0KNhuvn9WZDqmul6ffa+rNu64nbJhNqJLt5XjMAH9s2wo351Jk3Y+UUP8VgEmos5vRuLSt8JxLSxVjNUzExnDjvVurNXAdJ8lZCjRFuxdve46yptHDkSDgZGaVkZzetujqSnl5KVZWFkBArERFWJk/eZ//ZkSPhfLSmJ1u3duNYVUibryNrs8dte7wWtmJlRLN4k4+/lt35HZpt3tZqmhjG4iYXFdpi+93++/jv1trsdxs47xHdtrXbhllMal27fiMix5188sn+DkGkXUpqxRUuJbaFf6knPrreW7FIF2SaJuc+/g5f5OVzzpB3+Hx2ul/2+Kz+7jvGP9N6ha9xgrbq4S1cduqpDs/V8JgWQ1HrSfI5SUmQuJjPZw/32mP9oiieVUlHWBVb51QDqdjYWjIyyrAYMK1vCoOjo6m0WqmxWgm3WIhKtWCMtsXa+t8BrT1uXz3exhz9Lptz9XcrgaX0WD3dfuXvKERERCQQaB2X+NWabdv4Ii+P+4cM4Yu8PNZs2+bzGEzTZNbSpZyT5Hg/5jlJScxaurTdcTO2xzRr2LBWk+RZw4Z5/bGeFh9PmMXC1VkFWCyO421oCFUAwHV9ejMkJgbDMIgOCSEhLIzokBCnEtLWHrevHq+N7Xc5JCbG4Rgm29efd+/mt9u20Scy0qnfrYiIiIgEJnVFFp/7aPt2Zrz5Js9Om2ZPKOdmZrKpqIhZS5cy7pRTfFq1tSVkqxyMnbElaOM3bWLNtm1tVvZcTZK99VgjQ0K4PqU3b5kF3Dgln+Ur+lBe3nIfVWxsLVlZBZycWsF1fXqTfnzkg6scPW5fPF6bmro69hYWsreiwqmmVCGGQb1pEmIYhBQWUlNXR0QX328mIiIiEoyU2IpPmabJY4sXs3XvXn77xhvk7N9vTyiv6tWLx3fsYM577/HfV13ls3jaS0RtnEnQPJkkd1RqTAxT+6awyDjAA9N3kZ0TR3Z2vL0hVEZGKRnpZYRZLNyQksKQmBi378vR4/bV4wWICAvj8yee4HBp+02pPt+1i3vfeMM+Y/jpKVOU1IqIiIgEKSW2PmCaZtP9ihZLl5wVB02XHr+Ql0dabCzjevbENE1WHjhArWnyzIoVPHzllVgs3l8p70wiatNegubpJNkTUmNieGDwQLaWlZEQWszw4WX2n3WzhDE6uQcj4uKIDAlx+z4CpUpt0z85mf7JyQ5vY5omv37ttSarBV5Zs4Ze3brx4IIFPHfTTfwsM9NrMYqIiIiIZymx9aKq+nq2lJbyxdESSqy19u93s4RxTlI3TouP71BCEWwaJ0ANo2AKKa+rA2DNoUN8UVR0onq2ciX/c/XVPomn8X7M9nSPiGBITEyrCZonk2RPigwJYVRCAmd36+aVCyyBVKV21pz33msSsy2237zxBjv27+exxYu5ZLhvml2JiIiISMcpsfWS3IoKFhUcoNZqJTsnnu+/70VVlYXISCvDh5dSnH6Ej48c5fqU3qR2YAloMGmeAD2Zns74TZtYfegQs3fs4JzERHvC++zx5cjerNq6uh+zybFHjzbZj+npJNkbbA2hoj14MSUQq9TtsVqtPLNiBWclJDTp3jwqKYmvDxzgvsGDmXe82ZW/E3ARERERcY4SWy/IrajgrX0F5ObGsnxFSotxK9nZ8cTG1nF1VgFvmQVM7ZvS6ZPb1hKgcT17ck5iItO3bSOnvLxFwuvtqq0r+zGb6xkf32Q/ZvMkOcwwqHWyw27zJDmQ2Bp9tbU0N1Cr1I48vXIlJVVVPHn66U26N88+HttlvXrxRXGx3xNwEREREXGeElsPq6qvZ1HBAXJzY3l7YX+s1tY/FJeXh/L2wv7cOCW/obnP4IGdellyawmQYRjMSktj/KZN9r220JDwnpWQ4JOqrTP7MZ1hS5IPlZRw21/+wnd793Jqv368eued7SZGzZPkQNG40VdrS3ODoUrdnNVq5dn33mtSrbUZ17MnoxITmb1jB48PG8blX3yhqq2IiIhIkFBi62FbSkuptVpZviKlzaTWxmo1WL6iDw9M38XWsjJGJST4Jkgfa28UzFkJCfa9toBPq7bQflXSWf2Tk8net4/v9u617xU+Ul4etIlR80ZfzZM8Ty7l9pXWqrU2hmEw+/iFFgwjIJZNi4iIiIhzlNh6kGmafHG0hOzs+BbLj9tSXh5Gdk4cCaHFnN2tW6f8AN3eKBhbErvm0CEu69UL8F3Vtr2qpKvnCoS5vJ7gzGPx5FJuX3BUrbWxLY9X1VZEREQkuHh/nkoXUmm1UmKt5fvseJeOy86Op8RaS6XV6qXI/MfpUTCJiczasQPz+L5UW8JbUlXF0ytXei2+xlXJL45XJTt6rlnDhtn3k3b0nP7i7GPpn5zMGYMGufzVzwPLv11lr9ampzvu3pyWxhdFRU2qtqaT+6Wb+2j7dk57+GE+2r69I6GLiIiISDuU2HpQzfHEtKrKtae1sjKkyfGdSfMEqTWNk4k1hw7Zv9+4amv1wnPTvCrZkSSmzeZYHUyM/KEzPRYbZ6q1Nk2qtkOHOrw44Shxbb4aIBifNxEREZFgocTWg8KPL5eNjHQtCYuKqm9yfGfh8igYB1Xbf27Z4vH4PFlhbS2BD9aqbWd6LDbOVGttnK3atpe4enI1gIiIiIg41rkyKT+LsljoZglj+HDX9hxmZJTSzRJGVCdLbJ2p1to4qtqek5TE75cv92jFy5NVyfaaYwVTpbMzPRYbW7V2UHS0vXtze1+27s2OqraOEldPrgYQERERkfZ1rkzKzwzD4JykbmSklxIbW9f+AUBsbC0Z6WWMTk4IugZDjrQ2CsbZZKJ51dYblUJPViUdJfBtnTNQ916681gC3QdbtnCsupo9x44x8tNPOdOJr5GffkpeRQX7qqoY2717i8S0vcS1M+23FpHgM23aNAzDaPL1ww8/+Dssj0hLS2vyuLp37+7vkKSL6MzvK1elpaU1eS8GyvtQXZE97LT4eD4+cpSrswoczrEFsFhMrs7aT5jFwoi4OB9G6X0dGQVTUVfH5qIi+9JsT88+dbYq6cx9Od0cq9E5AY91YvYkdx5LIMTtiGma/L/ly8mMj+dvp53mMF7TNLn1228BeO2MMzAMg54REUSGhjJr2LCGzt3HOyQ37/Td+OfjTjnF4WqAYHjeRERERIKNKrYeFhkSwvUpvUlNLefGKfnExta2ervY2FpunJJPamo5N6T0JjIkxMeRepdtFMw3Tz3V5GvTrFn0jI11eOyB6mpGr1/fsnp2fPZpR3myKul0c6xG5wzUvZfuPJZAZ3tMT2dkcGZiImckJLT5dWZiIs9mZrKtrIxNRUUAHKqubrqaYOlSrFarw8R19Xffdbo9yiISfCIiIjBN0/41cOBAAHbu3MnOnTu59tprSUpKIjo6moyMDDIyMnj88ccpLy/v8H1/9dVXfPXVV0yaNIm+ffsSERFBamoqqampPPTQQ5SVlbU4pnFMjeOyxWSLa8fxVV1ZWVlkZWV1OFYRV7T1vmqurKyMwYMHM3jwYAzDYHsrK/S+/fZbrrjiChISEkhISCA8PJyTTz6Zhx9+mLKyslbfJ+6oqanh5ptv5uabb8YwDJ577rk2b/vtt982icsWU+O4oOF92Pi9GChUsfWC1JgYpvZNYZFxgAem7yI7J47s7HgqK0OIiqonI6OUjPQywiwWbkhJYUhMjL9D9or+ycn0b2Wsy9f/7//5bfapJ6uSLjfHarRcNdBm3br7WPwdtyOtLYdvT/eICAZFR3Pftm3Ut7IftuboUf65ZUuLucyNq7b3v/mmR1YDiEjg2Lt3L/379wdgz549bX6YDXTZ2dmcffbZAJxxxhmsX7+ek046iX/+858A3HrrrXz99dd88MEHbt/H+vXrGTduHABXX301GzduJCkpiVWrVtnvY8OGDWzcuNE+o94Wly0mwB6XLSagQ3FJ4Oks76vW3H///ezZs6fNn3/99dece+65TJo0iX//+98AdO/enXXr1vGLX/yCdevWAfD555/b3yfuKCoqYtKkSdTU1LR7W1tMgD0uW0yAPa6OxuRNSmy9JDUmhgcGD2RrWRkJocUMH37iqks3Sxijk3swIi6u01VqndFWwusLzZeQtqb50tLLTj3V7XO1dk6g1SWsje/no+3bmfHmmzx30038LDPTzUfrPHcfi6Pnx986shy+d3w8/5g+nfDQpn9F9oiL47qXXmozcR2VlMTXBw7w/qhRba4GCPTnTURa+tTFv0MC1SOPPELd8ZVPy5Yts++Lu/766wH48ssvef7551m/fj0XXHCBW/cxc+ZMevToAcD8+fMJDw8H4LrrrgMaqrnPPfcc33zzDWeddVaTuBrHZIvLFhPQobgk8HSW91VzH3zwAX//+9+55pprAHj33Xdb3GbmzJmEhoby6quvEh0dbf/+lVdeyQMPPMDMmTMB+Oyzz9x+zRcVFTFmzBgmT57M5ZdfDsDo0aPbvL0tJqBJXFdeeSWAPa6OxORtSmy9KDIkhFEJCZzdrRuVVis1VivhFgtRFouqNX7gyapkR6qBR2tquPT4P/qt3U/zMTLe3oPr7mPx5L5nb7Ath3d3dUC/Vi6+2JYZt3YBwDAMZtsuXrTxfKhqK13ZV199xeOPP86mTZvsjdZOOeUU/ud//ofx48c3ue3GjRt56qmn+OKLLwCoqKigT58+/PznP2f27NkAJB9/j5533nnk5uYCcODAgRb3+/LLL3PvvffyySefMHbsWAAmTJjAf/7zH/71r38xY8YMADZs2EB9fT2nnnoqc+fOBeDss89m/PjxrF692n6+QYMGERERQVVVFUePHgXgySefZOXKlRQUFBB3vGfGyJEjmTVrlr1CGgguvfRSLr74YoBWm72ceeaZAOzevdvtD67XXnstvXr1ArAntY0NHz4cgB9++MGe2NrichRTR+PqrPS+CiyFhYX88pe/5Prrr7c/L60ltvn5+fTq1atJUmszZMgQ+5878po/ePAg9913H3fccYf9d+6ILSbAYVyB/D5UYusDhmEQHRJCdBeszgYST1YlO1IN7BURQa1pEtHG/TTeg/vC8T2Z3qzudeSx1Bzf99zRJeLe4snVAc4uYx+VmMjsHTu4rGdPVW1FREREfESJrXQJnq5KuloNNE2TW//yFygt5YNzziGi0UWOxlW8SzMzm4yR8cUe3I5WNgM1qfU0Z5exz05La0hcDx3isuNXPhtT1Va6mi+//BKA888/n1//+tf87//+L7HHmwg++eSTXHHFFaxcuZIrrrgCgLVr13LZZZcxadIkNm/eDEBKSgpff/01U6dOte/B/PLLL4mMjHQrpvDwcI4cOcKNN95or1S9/fbb7Nmzh6uvvpqJEycCkJeXx6pVq5gxY4a92tR4L+ANN9wANOwRXbJkCaeffjr79+8HYMaMGVxyySV88803DB06tM1Yjhw5Yl+664ycnBzS0tJcfswA9957r8Of79u3D4DBgwe7dX6A++67z+HPt27dimEY9spte3HZYupoXJ2N3leB875q7O6776auro4//vGPrVZqbU455RTee+89SkpK6NatW5Of2SrlABkZGW7HYhvJ4yxbTIDDuDoSk7cpsZUuwRtVSVeqgau/+45te/eyavRo+jdb3tG4ivf0ypVtjpHxZnXPn/ueg4HLy9gTE5m1YwfjPFy19fXeaxFPeOihhwDo27cvzz33XJOmI3PnzmXZsmX86U9/sn8Af/jhh0lMTOSNN95o8gF77NixzJkzh5tvvhmAd955h1/84hdux1VSUsKMGTOYMGGC/XuZmZncfffd9mWU3333XZtLHquqqvj4448BuO222+x71wYNGgTAa6+9xuDBg1m9erXDD+Ddu3e3LyH1l4MHDwIwb948MjMzGTNmjMfP/+abbwLwxz/+kccee8ypD8cHDx60xwR4PK5gpvdVYL2v3nrrLQCWLFnCO++8025S/dhjj/Hhhx9y880388orrwDQs2dPPvnkE55//nn7vndfLrm2xQTY47LFBNjjCtRl4KDEVroIf1YlXenE/Ox77zEqMVHzTwOMy8vYj1dtX9mzh3OTklrcxp09yr7eey3iCeXl5fZK0I033tiik6bFYuHHH38EGhqdQENnzsmTJ7daNfrZz35m//Mnn3zSoQ/gzc9n06dPH/ufCwoK2jw2PDycnsf/rl6+fDkTJkzgyiuvJOz4vxfx8fEcOXKkQ/H5wtGjR+3jOkpKSnj//fcJ8dDWqdzcXE4++WQAezVxzpw57VZ1G8dliwnwWFzBTu+rwHpf7du3z77q4Oqrr7YnpY6ccsopLFu2jOuvv97eGdpm4sSJ/PWvf/VKrM7EBARUXK5QYitdhr+qkq52Yv75oEGtjpHpynsy/Vmp9MbYIBtX9ij7eu+1iCccOHDAXjVpr4LReMlp4w/BjfVqtLy/8e3dERISYm+U01jjJKHOwex0i8ViX7Y3depUJk2aRHR0tL3CNH78eG677TaSWrm4FSjy8vKYMGGCvWL7/vvvc/rpp3vs/KmpqZimSVFRkb0D7r333ss777zDhx9+SGJiYqsxAfa4PB1TZ6D3VWC9r26//Xb7n//85z87dcybb77J7bffzvTp07n77ruBht/Pv//9b+688057Y7XPPvvMpSXVHWGLCbDHZYsJsMfly5hcpcRWxItcXcJ6VkIC7x84wMyhQ+3JbVev2vq7UumNsUE2zq4GaPw6CqT5xyIiIiKBQomtiBe5uoT1yfT0Fo2HunrV1t+VSm+MDXJV89dRV349SHBpvHS0urra6ePa2hvX+PuBcFFn5MiRAOzYsYONGzeyevVq+wiTBx98kKeffpqPPvooICuOn3/+OVlZWcTGxvLZZ58B2PeyelpiYqK9cdCAAQMYOXIkc+bM4Zlnnmk1JsAel7diCmZ6XwXO++rVV19l9erVLFq0CIDevXs7vL2tWv3rX/+a8847jzlz5jT5+ahRo3j99dftj+3ZZ5/lD3/4gxcibxmXLSagSVyjRo0CsMflq5jcocRWxEs61Im5WeOhrlq1DZRKpT+ba7VW9e+qrwcJPv369bMvQbR1NW2LbT+XYRht7sFrfA7b7UNCQqivr2/zvLZltt5kGAbnnXce5513Hk8++SQAmzZt4oILLmD27NksX768zWN93b3VNs/ysssuIz09nffff9++p7GjfvrpJ2bPns2FF14IYG9I1JitaVR2dnaLuGwxAR6Nq7PR+ypw3lffffcdgH1fbVv7a0855RSgIVkHKCsrs7/Wmxs2bFiTuHzhxx9/dBgTnIjLVzG5Q4mtiJd0qBOz1UqN1WofC9RVq3SqVLZe9e+qz4UEn7CwMM4991ygYdxIVVVVi+Y1p556KpGRkfbxJaNHj+bTTz+lsrKSqKioJre1VW2gITGDhv2Btopja+e3dVjtiMb7A23VrXXr1jF16lQAPvjgA0aMGNHkmNGjR9OnTx8KCwsdntuX3Vt/+OEHLr/8cqDhQ+rHH39MXFycx87fo0cP3nnnHbZs2QLAtGnTWjQ2+vbbbwEYMmRIi7hsMQEejauz0fsqcN5X8+bNY968ea3+7H//93+BhhFA27ZtIzMzk4qKCgAiIiLYvn17q8c1/r5tBJK39e7d22FMcCIuX8XkDkv7NxERRz7avp3THn6Yj5r9ZWBbwvrNU0+1+fX1k09ySr9+nBIfz9cXXsg3Y8fyzdixfH7BBU1m3ULTKp2/R0P4QnuVyq76HNh0tedCgtecOXOYM2cOVVVVTJs2jYMHD1JcXExxcTGPPvoo27Zt46677rLf/g9/+ANlZWXceuut7Nmzhz179lBeXs5HH33Eo48+ypgxYxgzZgzXXHMNAJdffjlWqxWr1crs2bMpKSnhwIEDPPDAAzzwwAOUlJR0+DH07dvX/ufNmzdTVVXF6aefTmhoKKGhodxyyy327x89epSjR4/y/PPPk5+f36SxjL/dc889VFVVUVVVxZIlS5xKHj/77DMMw+Cee+5p97ZRUVE899xzfPvtt3z77bf86le/4ocffuDYsWOsX7+e9evX88tf/pKEhAR+85vftIjLFpOS2vbpfRU47ytXxMTEEBMTw4wZM1i/fj0zZ84kPz+f/Px8jh07xhdffMEdd9xBQkICCQkJ/Pa3vwVOvA+dfS+6E5ctpsZx2WJqHJctpkCkiq1IB7TX2Ki9JayN59ue2Up3yMa6WpVOlUrHe7S72nMhIiIi4ogSW5EO6Ehjow7twe3keyudrVR21efApqs8FxLcxowZAzQsmfzd737H0KFD7asMMjIyWLJkCddee22T269bt47HH3/c3kDl2LFjDBgwgFtuuYXHHnsMgNDj3cZvvvlmfvjhBwDmz5/PCy+8QEpKCnfccQcAv//975k4caJLTXaau+mmm3j33Xft9xcfH8+3337Lhg0bAJg1axaTJ0/m4MGDxMfHA5CWlsaiRYu47rrr3L5fTzp27BgffPCB/f8HDx7c5m1vv/12/u///q/J90Lb6O7e3N13320fH/Piiy8yYsQIampq7Hs3R40axWOPPcbgwYM5duwYgD0uRzG1FVdXpfdVYLyv3PXUU09x8skn89e//pWXX34ZgMrKSnr16sXFF1/M4sWLgYaRWc05+16cMWMGc+fObfH9Bx98kAcffND+/1OnTmXBggX2mAB7XLaYAHtcrcUUKAzTiTVspaWldOvWjZK//Y346GhfxCUS8EzT5NzHH4eiIj4//3zO3bABEhP5fPZspxKM6tpaUu+7j71OJLTN9U9MZNcLLzg1KiYYrf7uO8Y/8wyrRo+2d4du8vODBxm/aROrHn6401Yq23sO7LfrAs9FW0qPHaPbr35FSUmJ/UOPeN7ixYvtDVG07D04TJs2jaVLl1JVVeWR8z300EMkJSXxyCOPeOR8nnD11VcDDUs0jxw54vZ5Jk+eDMCSJUs8EZZLbJ8VOkOi1hV4+n3lqoceegggIN+LHX0feuq9oIqtiJs62tioo2NkOmtSq0ql6/OPO/NzISL+VVRUxMKFC1m7dq2/QxHpsmzvQ0DvRQeU2EpQ+Wj7dma8+SbP3XQTP/PjbDtPjWDx5xiZQOXM7N/Ovr/U1fnHnfm5EBH/SkxMJD8/399hiHRpeh86R12RJWg0b9Tk6yVxjbsf2xKPWcOGtWhs9MXxvbaBrq1uzv7kbqWyMy2PbG3vdXtfjfded6bnQkRERMRZqthK0OhIo6aOapxUP7poEYZhBHVjo/a6OfuLKpUdnH989Cg1dXWddpm6iDivurq6yd+je/bsCej5k85KS0tj586d9v9P1qon8aHO+r5yVVpaGoD9vRgo70MlthIUGlfy5mZmsqmoyKfJY/OkGgjqESz+vEjQnG15+bPTpqlLNNp7LSIdt2DBAhYsWODvMLxix44d/g5BuqjO/L5yVaC+DztFYmuaJpVWKzVWK+EWC1EWS6f4gCsndLRRU0c0TqqfGz6cV3/8kaFxcUHb2MjfFwmax2KvhC9eTMHRo6pUor3XIiIiIq4K6sS2qr6eLaWlfHG0hBJrrf373SxhnJPUjdPi44kMCfFjhOIJnmrU5K7GSfWHhw9TUlfHk2lpQdvYyJ8XCdqKxVY5fvPuu8no29fl86hSKSIiItK1BW1im1tRwaKCA9RarWTnxPP9972oqrIQGWll+PBSitOP8PGRo1yf0pvUmBh/hysd0Nq+S18lZI2T6kt79GDMhg2ck5gYtCNY/H2RoK1YbJXjV9ascXoOsIiIiIiITVB2Rc6tqOCtfQXs2BXN3OeHsmRJP7Kz49m9O5bs7HiWLOnH3OeHsmNXNG/tKyC3osLfIYubHHXJ9UVX3Mbdjz88fJgvioqY5aBaa+OrDsmtdTZ21O04kLo5N48lmDpKi4iIiEhgCbrEtqq+nkUFB8jNjeXthf0pL2+96FxeHsrbC/uTmxvLooIDVNXX+zhS8YTWEjEbbydDzau1s3bsCKgRLK2NP3I0EsnfFwmax+6octxaDIE4nkhEREREAkPQLUXeUlpKrdXK8hUpWK2Oq2ZWq8HyFX14YPoutpaVMSohwTdBikc4M9PUm8toGy+BrjVN9lZVsbeyMmAaG7XW2Rhos9uxo1E6vt5r6+ry8kAdTyQiIiIigSGoElvTNPniaAnZ2fFtVmqbKy8PIzsnjoTQYs7u1k0fhoOIMzNNvZWQNU+qDcPg8/PP53BNTZPb3Prvf0N8PK/deWebMXqjsVFbnY1N02y12zHg14sEbcXu7BzgQBpPJCIiIiKBJ6gS20qrlRJrLd9n93LpuOzseIYPL6PSaiVaXZKDgjPVWhtvJGStJdX9o6PpHx3d5HbPDh/O+E2bOFJe7tNEq63OxkCr3Y4Bv10kaC/29mIIpPFEIiIiIhKYgmqPbY3VCkBVlWthV1aGNDleAp+jvbXNeXqvrbtJtS/2prYV37iePTkrMZFuoaFc2qNHk9geX7IkYB6Pq8vLTdNUkykRERERaVdQJbbhloZwIyNdS1CjouqbHC+BzZb8+KtRkz+TanfjMwyDJ9PSKKmr48PDh5vEtnn37oB5PM48t41jWP3ddy43mRIRERGRrieoliJHWSx0s4QxfHgp2dnxTh+XkVFKN0sYUUpsg0JNXR17CwvZW1Hh80ZNrSXV7WmcVHt7eWy7+1MTE5m1Y4d9X/ClPXrQLTSUpPBwvz8edyrh0998k5z9+x02mQqxWJjx5ps8d9NN/Cwz0yOxioiIiEhwCarE1jAMzknqRnH6EWJj65xqIBUbW0tGehmjk3toP16QiAgL4/MnnuBwaanLx3a0UZM/k2pntLs/NS2tIeE7dIjLevWi1jSJsFjYc+yY3x+PM83AbBonr2mxsW02mXp8yRIMw1C3ZBEREZEuLqgSW4DT4uP5+MhRrs4q4O2F/R2O/LFYTK7O2k+YxcKIuDgfRikd1T85mf7JyT6/X38m1e1xen9qo6ptREgIX40dy5VffNFu9+bmPPl43K2ED4qOprVomzfMUrdkERERka4t6BLbyJAQrk/pzVtmATdOyWf5ij6Ul7f88B0bW8vVWftJTS3nhpQUItUNWZzkr6S6PU6PP2pWtR0QHe237s02HamE94+KosZqJaLZe9i2zHpoXJy6JYuIiIh0cUGX2AKkxsQwtW8Ki4wDPDB9F9k5cWRnx1NZGUJUVD0ZGaVkpJcRZrFwQ0oKQ2Ji/B2ySIe4vD+12V7b9kYifbR9u1f3qW7YuZO4yEj+dOutjBoypN3bf75rF/e+8QZ/POUUrk5JaZHUAnx4+DAldXU8mZbms1FFIiIiIhKYgjKxhYbk9oHBA9laVkZCaDHDh5fZf9bNEsbo5B6MiItTpVY6BZf3pzar2jpK/EzT5LHFi722T9V2/pwDB5i/fj13XXKJw/ObpsmvX3uNc5KS+PXgwa3e1jRNZu3YwTmJia12S1bVVkRERKRrCdrEFhqWJY9KSODsbt2otFqpsVoJt1iIslj0oVaCTltV0450an7o++/pHh6OYRhtdju2Jc3e2qfq6vmdSeLXHDrEF0VFDrslq2or4nmTJ0/2dwgiHvXFF19wzjnn+DWGF154gSVLlvg1BpHOIKgTWxvDMIgOCSFa1VkJUo6qph3ZnxpmGIxct67J9xp3O268xNkb+1RdPb8zSbxpmjz0/feMalSttVHVVkRERKRr6hSJrUiwc1TVbKtT84GSEooqKhyeNykmhl7dujX5XuNux82ro56ueLp6fleS+DZHHqlqK+JR/fv359prr/V3GCJecc455zB69Gi/3LfeVyINbO+F/v37d+g8hmmaZns3Ki0tpVu3bpT87W/ER0d36A5FpCnTNDn38cehqIjPzz+fczdsgMREPp8926sVx+b3axhGw/c8dP/unj+/sLDNcUumaXLbX/5C1LFjbDp+zlbv10fPofhX6bFjdPvVrygpKSE+Pt7f4YiIiIgfWfwdgEhXZ6tqzho2zF5x/OJ41daX9wt49P7dPX//5GTOGDSo1a8j5eV8t3cvsxudszlfPociIiIiEhiU2Ir4UWtjfBrvE3ViQYXH7tfGE/fvjfO7PPLIy8+hiIiIiAQOJbYifuTtqqkr92vjifv3xvkdnbM5VW1FREREuhY1jxLxE2ermp7u7utM5bMj9++N83dk5JE6JIuIiIh0fkpsRfzE0bxWb3b3dWZObEfu3xvn78jIo8bjjURERESkc1JiK+IH3q6aduR+O3L/3jp/WyOPnNF4vJGIiIiIdE5KbEX8wNtV047cb0fu35vn75+cTP/k5HZjEBEREZGuR4mtiI95u2ra3v16a5+q9sGKiIiIiL8osRXxMW9XTdvi7X2q2gcrIiIiIv6ixFbEh/xZ1fT2PlXtgxURERERf1FiK+JD/q5qenufqvbBioiIiIg/KLEV8SFVNUVEREREPE+JrYiPqaopIiIiIuJZFn8HICIiIiIiItIRSmxFREREREQkqCmxFekkPtq+ndMefpiPtm/3dyge15kfm4iIiIh0nBJbkU7ANE0eW7yYrXv38tjixZim6e+QPKYzPzYRERER8QwltiKdwJpt2/giL4/7hwzhi7w81mzb5u+QPKYzPzYRERER8QwltiJBzjRNZi1dyjlJSczNzOScpCRmLV3aKSqbnfmxiYiIiIjnKLEVCXK2iuasYcMwDINZw4Z1mspmZ35sIiIiIuI5SmxFgljjiua4nj0BGNezZ6eobHbmxyYiIiIinqXEViSINa9oAp2mstmZH5uIiIiIeJYSW5Eg1VpF0ybYK5ud+bGJiIiIiOcpsRUJUq1VNG2CvbLZmR+biIiIiHieEluRIOSoomkTrJXNzvzYRERERMQ7lNiKBCFHFU2bYK1sdubHJiIiIiLeocRWJMg4U9G0CbbKZmd+bCIiIiLiPUpsRYKMMxVNm2CrbHbmxyYiIiIi3hPq7wBExHm2iuaQmBi6R0TwbXFxu8d0j4hgSEwMs5YuZdwpp7SbMPpLZ35sIiIiIuJdSmxFgkhNXR17CwvZW1HByE8/de3Yo0epqasjIizMO8F1UGd+bCIiIiLiXUpsRYJIRFgYnz/xBIdLS10+tmd8fEAnfp35sYmIiIiIdymxFQky/ZOT6Z+c7O8wvKIzPzYRERER8R41jxIREREREZGgpsRWREREREREgpoSWxEREREREQlqSmxFREREREQkqCmxFRERERERkaCmxFZERERERESCmhJbERERERERCWpKbEVERERERCSoKbEVERERERGRoKbEVkRERERERIKaElsREREREREJakpsRUREREREJKgpsRUREREREZGgpsRWREREREREgpoSWxEREREREQlqSmxFREREREQkqCmxFRERERERkaCmxFZERERERESCmhJbERERERERCWpKbEVERERERCSoKbEVERERERGRoKbEVkRERERERIKaElsREREREREJakpsRUREREREJKgpsRUREREREZGgpsRWREREREREgpoSWxEREREREQlqoc7cyDRNAEorK70ajIiIiLNs/ybZ/o0SERGRrsswnfhEsHfvXvr37++LeERERFySn59Pv379/B2GiIiI+JFTia3VaqWgoIC4uDgMw/BFXCIiIg6ZpklZWRkpKSlYLNpZIyIi0pU5ldiKiIiIiIiIBCpd4hYREREREZGgpsRWREREREREgpoSWxEREREREQlqSmxFREREREQkqCmxFRERERERkaCmxFZERERERESCmhJbERERERERCWr/H3dHwRjfZ9mSAAAAAElFTkSuQmCC\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x400 with 2 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7YAAAFdCAYAAAA35vHwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACUxklEQVR4nO3deXhTZfo38O9Jl3RJuqXQUloUWugqLoCCgiIiMuhYUAuiqOMyjjMyCgjqzOgriI7OT0F0HJ3VcQGRgiOLOC6A7IsCAxRSkJat0FJK6U7SNs15/0gTkjZJs5zs38919YKmZ3mS00Ducz/3/QiiKIogIiIiIiIiClAyXw+AiIiIiIiIyB0MbImIiIiIiCigMbAlIiIiIiKigMbAloiIiIiIiAIaA1siIiIiIiIKaAxsiYiIiIiIKKAxsCUiIiIiIqKAxsCWiIiIiIiIAhoDW6IeiKLo6yEQEREREZEdDGyJALz00ksIDw/v9iUIAgoLC03bLVq0COHh4d32P3ToEMaMGYOYmBgMHDgQH3zwQbdtZs+ejcsvv9yTT4OIiIiIKCQxsCUC8OSTT2Lfvn2mr5KSEvzwww+QyWS4+uqr7e57+vRpjB49GikpKdi8eTNmzJiBJ554Ah9++KFXxt7W1obXX38d2dnZiIqKQkZGBqZNm4aTJ0965fxERERERL7WPfVEFIJ69+6N3r17Wzz297//HXq9Hvfcc4/dfefPn4+EhAR8/PHHiIiIwNChQ3Hq1Ck8++yzuP/++xEREeHJoeNnP/sZKioq8Mwzz+Caa65BRUUF5syZg9tvvx179+5FZGSkR89PRERERORrzNgSWXHhwgXMmzcPd9xxB6644gqb24miiOLiYtx3330WAeyDDz6ImpoabNy40eNjnTRpEg4ePIhf/epXGDZsGO666y689dZbOHToEHbv3u3x8xMRERER+RoDW6IuWlpaMGnSJGg0Grz77rt2tz127Bjq6+uRn59v8XhOTg5kMhn27t3r8HlPnDgBQRCsfo0ePdrmftOnT++WlTXW8lZWVjp8fiIiIiKiQMWpyERm9u3bhwceeADHjx/H2rVrcdlll9nd/ty5cwCAXr16WTweFhYGlUqFmpoah8/dt29flJSUWP1ZbGysw8cBgO+//x4AMHjwYKf2IyIiIiIKRAxsiQBs27YN77zzDj7//HNcdtll2Lx5M6655hqH97e2JJBer3dqDBERESgoKHBqH2sqKysxb948TJo0CYMGDXL7eERERERE/o5TkSnknTt3DhMmTMDXX3+N3//+9zhw4IDDQa2x4dT58+ctHu/o6MCFCxe6ZXLtOXnypNUlh8LDw3HLLbc4dIyOjg5Tw6r33nvP4XMTEREREQUyZmwp5PXu3RubNm3CwIEDe5zym5eXh4ceesj0/YABAxAfH4+DBw9i8uTJpsfVajVEUexxqSBzaWlp2Ldvn9WfOToV+fnnn8e2bduwfv16pKamOnxuIiIiIqJAxsCWCMBVV10FABAEwaHt58yZg5ycHAiCgKKiIixZsgQvvviiqTPyRx99hOTkZLtNn7pydyrye++9hzfffBMffvghRo0a5fJxiIiIiIgCDaciE5kpLS3FW2+9BcBQd1taWmr6UigUmDFjBkpLSzFgwADTPi+++CLq6+tx//33Y/fu3XjnnXfw9ttv4/XXX/faGrJffvklnnrqKcydO9cio0xEREREFAqYsSUyk5OTg9LSUgBAv379kJ6ebvqZKIpITU1FTk6OxT79+vXD999/j9/+9rcYNWoU0tLS8Je//AWPPvqoV8a8Z88e3HvvvXjggQfw0ksveeWcRERERET+hIEtURfGLGtra6vF4zqdDmFhYVb3GTx4MDZt2uTxsXVVVVWF22+/Hf369cNTTz2FgwcPWvy8d+/epgZXRERERETBioEtUae2tjYcO3YMZ8+eBQAcOXIE7e3tpp93dHSgtrYWhw8fRp8+fRAfH++roZocOXIE1dXVqK6uttrJ+aWXXsLcuXO9PzAiIiIiIi8SRGsLcBKFoIMHD+KKK65waNt//OMfeOyxx5w6/uzZs7FixQqcOHHChdEREREREZEtDGyJiIiIiIgooLErMhEREREREQU0BrZEREREREQU0BjYEhERERERUUBjYEtEREREREQBzaHlfvR6PSorK6FUKiEIgqfHRERE1CNRFNHU1IS0tDTIZLxPS0REFMocCmwrKyuRkZHh6bEQERE5raKiAunp6b4eBhEREfmQQ4GtUqkEALz++lZERSk8OiAiCn7PPbcfra16AEBclIiKP3f4eEQUiBo1GmQ89ZTp/ygiIiIKXQ4Ftsbpx1FRCkRH8wMEEblHp4sGYFhCu1UnIi6GgS25jiUyRERExKIkIvK6cLNbapFhvhsHEREREQUHBrZE5HXmGTYZk21ERERE5CYGtkTkdaIomv6u9+E4iIiIiCg4MLAlIq/T6S79vU1nezsiIiIiIkcwsCUir2ONLRERERFJiYEtEXkda2yJiIiISEoMbInI61hjS0RERERSYmBLRF7HGlsiIiIikhIDWyLyOtbYEhEREZGUGNgSkdexxpaIiIiIpMTAloi8jjW2RERERCQlBrZE5HWssSUiIiIiKTGwJSKvY40tEREREUmJgS0ReR1rbImIiIhISgxsicjrWGNLRERERFJiYEtEXscaWyIiIiKSEgNbIvI61tgSERERkZQY2BKR17HGloiIiIikxMCWiIiIiIiIAhoDWyLyOjaPIiIiIiIpMbAlIq9j8ygiIiIikhIDWyLyOjaPIiIiIiIpMbAlIq9j8ygiIiIikhIDWyLyOtbYEhEREZGUGNgSkdexxpaIiIiIpMTAloi8jjW2RERERCQlBrZE5HWssSUiIiIiKYX3vAmR/xJFEaLYCr1eB5ksHIIgtwiayD+xxpaIiIiIpMTAlgKSXt8GjaYcTU1HIIpNpscFQQmlMhvR0ZmQySJ9OEKyhzW2RERERCQlBrYUcFpbK1Fbuwmi2AG1Wgm1Oh1arQxRUXrk5TUiL28PGhr2QaW6CXJ5mq+HS1aEhwMdHYa/s8aWiIiIiNzFwJYCiiGo3YCyslisWpWG5mbLX2G1Og4KhQ6FhZUANkClGsPg1g8ZposbpiOzxpaIiIiI3MXmURQw9Po21NZuQllZLJYuzegW1Bo1N4dj6dIMlJXForZ2E/T6Ni+PlHrCGlsiIiIikhIDWwoYGk05RLEDq1alQa+3n+bT6wWsWtUHotgBjabcSyMkR7HGloiIiIikxMCWAoIoimhqOgK1WmkzU9tVc3MESkuVnQ2mxJ53IK/hOrZEREREJCUGthQQRLEVotgEtTrOqf3UaiVEsQmiyOnI/oTr2BIRERGRlBjYhihRFKHXa6HTNUOv1/p9RlOvN8xX1Wqd+5XVaMI692+XfEzkOtbYEhEREZGU2BU5xATq+q8ymeFXNSrKuTAoOrqjc/8IycdErmONLRERERFJiYFtCAmk9V9FUYQotkKv13UGtZEQBCXy8hqdmo6cl9cEQVBCEPwvWA9lXMeWiIiIiKTEwDZEBMr6r/YyypGRCcjLq4BCoXOogZRC0Y7c3CYolUMsajrJ97iOLRERERFJiYFtCOi6/qutpXKM679OnVoBYBNSU+/26rTknjPKpwEAU6eewr/+1d/ukj8ymYjCwioIQhiiozO99RTIQayxJSIiIiIpMbANAa6s/zprVhk0mnLExuZ6ZYzOZJSzsprx6KPHsXRpBpqbu9fOKhTtKCysQlZWC1SqMX5ZMxzqWGNLRERERFJiYBvk3Fn/taDgCGJicjw+jdeVjHJmZjNmzTqK0tI4qNVKaDRhiI7uQF5eE3JzmyAIYT6bTk09Y40tEREREUmJgW2Qu7T+a7pT+6nVSuTnn4EotkEQ5B4anYGrGeXo6HQUFNQjP/+M6eeG7s5D/La7MxmwxpaIiIiIpMTANshJsf6rTOa5wNa9jHI9eve+E0B75zgjIAiRbBQVAFhjS0RERERSci7aoYDj7+u/XsooO76ED2DIKBu6JhsC7/BwBWQyOYPaAMEaWyIiIiKSEgPbICcIctP6r87w1vqvUmSUKfCEmyXnWWNLRERERO5iYBvkBEGAUpmNvLwmKBSOpcYurf+a7fEMqL9nlMkzzH+vWGNLRERERO5iYBsCoqMzIQhhKCyshEwm2t3W2+u/+ntGmTyDNbZEREREJCUGtiFAJouESnUTsrJaMHVqBRQK69N3FYp2TJ1a0bn+601e6Srs7xll8gzW2BIRERGRlNgVOUTI5WlQqcYA2IRZs8pQWqr0m/Vfo6Mz0dCwD4WFlXbXsQW8n1Emz+A6tkREREQkJQa2IUQuT0Nq6t3QaMpRUHDEb9Z/NWaUgQ2YOrUCq1b1QXNz99pZhaIdhYVVnRnlMVynNoBxHVsiIiIikhID2xAjk0UiNjYXMTE5EMU2v1n/1Z8zyiQ91tgSERERkZQY2IYoQRAgCHLIZHJfD8XEXzPKJD3W2BIRERGRlBjYkl/x14wySYs1tkREREQkJQa2BMAwNVQUW6HX6yCThXcuw+O7QNIfM8okHdbYEhEREZGUGNiGOL2+DRpNOZqajkAUm0yPG6b+ZnPqr8T87QYCEREREVEwYGAbwlpbK1Fbuwmi2AG1Wgm1Oh1arQxRUXrk5TUiL28PGhr2QaW6ic2a3MQbCJbYPIqIiIiIpMTANkQZgtoNKCuLxapVaWhutvxVUKvjoFDoUFhYCWADOxG7gTcQumPzKCIiIiKSEgPbEKTXt6G2dhPKymKxdGkG9HrrU2Gbm8OxdGkGpk6tALAJqal3h1RWUQq8gWAdm0cRERERkZRkvh4AeZ9GUw5R7MCqVWk2g1ojvV7AqlV9IIod0GjKvTTC4ND1BkLXoNbIeAOhrCwWtbWboNe3eXmk3mdeV8zmUURERETkLga2IUYURTQ1HYFarbQZaHXV3ByB0lJlZ32o2PMOBIA3EOxhjS0RERERSYmBbYgRxVaIYhPU6jin9lOrlRDFJohi8GcTpcAbCPaxxpaIiIiIpMTANsTo9YYoQqt17tJrNGGd+7dLPqZgxBsI9oWbxfqssSUiIiIidzGwDTEymSGiiIpybgJodHRH5/4Rko8pGPEGgn2ssSUiIiIiKTGwDTGCIIcgKJGX1+jUfnl5TRAEJQSBXZEdwRsI9rHGloiIiIikxMA2xAiCAKUyG3l5TVAoHCtuVCjakZvbBKUy2yLTRrbxBoJ9rLElIiIiIikxsA1B0dGZEIQwFBZWQiaz36RIJhNRWFgFQQhDdHSml0YY+HgDwT7W2BIRERGRlBjYhiCZLBIq1U3IymrB1KkVUCis13MqFO2YOrUCWVktUKlugkwW3FlEqfEGgm2ssSUiIiIiKTm2DgkFHbk8DSrVGACbMGtWGUpLlVCrldBowhAd3YG8vCbk5jZBEMKgUo2BXJ7m6yEHHOMNBGADpk6twKpVfdDc3L12VqFoR2FhVecNhDEhcQOBNbZEREREJCUGtiFMLk9Daurd0GjKUVBwBPn5Z0w/EwQllMohiI7ODIlAy1N4A8E61tgSERERkZQY2IY4mSwSsbG5iInJgSi2Qa9vh0wWAUGIDPo6T2/hDYTuwsOBDkMDaNbYEhEREZHbGNgSAEPNoyDIIZPJfT2UoMQbCJYMz9kwHZk1tkRERETkLga2RDDUfIpiK/R6HWSy8M7leqSPuHgDwYA1tkREBADFxcWYMmWKr4dBXZj/P00UKBjYUkjT69ug0ZSjqekIRLHJ9LhhinB2yE0R9hbW2BIRkTkGUv6BNxookDGwpZDV2lqJ2tpNEMUOqNVKqNXp0GpliIrSIy+vEXl5e9DQsA8q1U0h09TJW1hjS0RERERSYmBLIckQ1G5AWVksVq1KQ3Oz5VtBrY6DQqFDYWElgA0e71jsranQ/oI1tkREREQkJQa2FHL0+jbU1m5CWVksli7NgF5vPbJqbg7H0qUZmDq1AsAmpKbeLfm05FCdCs0aWyIiIiKSkszXAyD7RFGEXq+FTtcMvV7LGhQJaDTlEMUOrFqVZjOoNdLrBaxa1Qei2AGNplzScbS2VuLs2c9RX78HJSUCiovT8fHH/VBcnI6SEgH19Xtw9uznaG2tlPS8/oA1tkRE5G1RUVEW37e1tUEQBLz55psWj0+cONGj4ygqKoJcLkd2djb0euu3d48ePYpevXpBLpfjtddes9junXfeQVRUFNLS0lBfX+/RsRIFEmZs/VSoZvI8TRRFNDUdgVqt7Db92Jbm5giUlipRUHAEMTE5kkwR9rep0N7GGlsiIvK12267zevnPHv2LBoaGtDY2Iivv/4a06dPx3vvvddtuxtuuAG7du1C3759kZycjIqKCtN2L774Iurq6rB792787Gc/w/bt24O6fInIUczY+iFvZ/JCKSssiq0QxSao1XFO7adWKyGKTRDFNrfH0HUqtK0A2zgVuqwsFrW1m6DXu39uc7687ub/AbPGloiIpPL1119DJrv08ba8vBzjx4/v9n/c4cOH8f3337t0jt27d+M3v/kN4uLi0NDQ4NS+BQUF+PbbbyGXy1FYWIj3338fr7zySrfthg4digEDBkAul2PPnj14//33AQCPP/44zp07h+joaIwaNQo7duxgUEvUiRlbP+PNTF4oZoX1esO8V63WuXs6Gk1Y5/7tbq9B68pU6FmzyqDRlCM2NtetcxuO6fvrzhpbIiLyhPHjx+PJJ5/Ejz/+iGHDhuFXv/oVPvnkk27BX05OjtPHrq2txeLFizFjxgwMHToUlZWVUCgUOH/+PHr16tVt+9LSUovzVFRUoLa21mKbiIgI7Nmzx+KxiooK5OXlmb7PyspCREQEAGDbtm2Qy937HEIUrJix9SPezOR5OytcWroNr84bj9LSbZIcz1UymeE1jYpyLpyKju7o3D/CrfO7MxXaEIi6l1X1l7pe1tgSEZGn/PnPf8YNN9wAlUqFyy67DH369HH7mPX19bjnnntw3333QRRF/Pjjj1AoFACA5OTkztUNLL+6Bs8nTpzodtzU1FQcP36823ZpaZeSFjKZDKmpqejo6IBarcbNN9+M5uZmfPfdd+jbty/rbIk6MbD1I95qanQpKxyFhQsHYsWKdKjVcTh2TAG1Og4rVqRj4cKBKCuLQm3tBreDHFEUsWblApyqPIo1Kxc4HZxJOWXWsIyOEnl5jU7tl5fXBEFQQhDcy2T6ciq0t6+7PeFmMT1rbImISGqTJk3CxYsX8cwzz0hyvISEBCxfvhxLliyBIAi49tpr0dLS4tQxMjMzuz1WVVWFgQMHdtvuzJkzpu91Oh2qqqoQFhaGlJQUfP/991AoFLj11ltRVVWFBx54wLUnRRRkGNj6CW9l8nxR36lWb0H5if2YmZmJ8hP7oVZvcXisLS2lqK5eherq5aip+QLV1ctRXb0KLS2lLo1JEAQoldnIy2uCQuFYqlChaEdubhOUymy361ikmArt2nn9o67XiDW2RETkScXFxejfvz/uv/9+yY6ZnJyMGTNm4IcffsCQIUPQp08fNDQ04Pz58xAEodvX4cOHLfZPS0tDamqqxWM6nQ7Dhg3rtt2hQ4dM35eWlkLXOdXpmmuusdhWFEVERgZX2RiRqxjY+glvZfK8vdSNKIpYu3oRrktSYUFBAa5LUmHt6kU9BuKenDIbHZ0JQQhDYWElZDL745DJRBQWVkEQwhAd3f1Oq7N8NRXaX5Y4MmKNLREReYIoihg7diyqq6uhVqsxZswYbNy4UdJzDBs2DO+//z4aGxsRHx/v8FRkADh48CDGjBkDrVaLzz77DHPnzsWzzz6LdevWWdz0PXToEMrKyqDVajFs2DDMnTsXALBmzRr07dsXFy9exPfff4+srCx8+OGHkj4/okDFwNZPeCOT54v6TmO2dl72IAiCgHnZg3rM2np6yqxMFgmV6iZkZbVg6tQKKBTWXzuFoh1Tp1YgK6sFKtVNkjRU8sVUaF/X9VrDGlsiIvKEd955B+vXr0fv3r0BAK+88goeeuihbnWos2fPNgWSc+bMgSAImDZtmsfHp1KpkJaWhvj4eLz66qt46aWXrG63bds2jBgxAvHx8Vi0aJFpu7CwMDzwwANISEjA/fffj23btkGpVHp83ESBgIGtn/BGJs/b9Z3m2dpxnf/BjOvd227W1tNTZo31umFhcUhMHImsLC1mzSpDUdFp5Oc3YMCAZuTnN6Co6DRmzSpDVpZW0jVkfTEV2h+WOOqKNbZEROQJTz/9tMXni+joaJw8eRIJCQkW27355pvdMqyLFy/2yhgXL16M1tZWlJSUmB4bO3asxbj79euHmpoatLa24oknnrDY//XXX0dbWxsqKytNATwRcbkfv2GeyXMmAHEmk+ftpW6M2dq/jBhhCsiMWdvxO3ZArd6C/Pwbu5zLM0vh2F7iRoGoqEQUFNQhP/+M2eNKKJVDPLL0TXR0Jhoa9qGwsBJLl2bYfZ5STIX2hyWOujL8Phj+A2eNLRERERG5i4Gtn7iUydsDhULn0JTRS5m8Id0yeYa7j63Q63WQycIhCHKPZoW7ng+I7JatNTLP2ubljTKN3Z0pswUFRxATk2M1o2mY2rwJotgBtVoJtTodWq0MUVF65OU1Ii/vNARBhsTEGxERoYJMFgFBiPTYgufGqdDABkydWoFVq/qgubn7a6tQtKOwsKpzKvQYlwNsXy9xZA1rbImIyNu0Wq1D261cudKzAyEij2Bg60ekyOTZzkwqoVAMgiAoJM0K2zpfefmZbtnaS2OxnrW9NGU23eGxAYYps/n5ZyCKbRAEy8zipXrdWKxaldYtYFar46BQ6FBYWImsrC1QqcYgPFyaacf2yOVpUKnGANiEWbPKUFqqhFqthEYThujoDuTlNSE3twmCEOb2VGhvzAZwFmtsiYgoFEybNg1LliwBAI/0rHCGeSKBKBixxtaPuNvUqKdOwg0Ne6HXX0ReXqMk9Z22zrdsWV/8d+03uDYpqVu21shara3UDbSkqteVch1dc3J5GlJT70ZCwhAUFIgoKjqDBx88haKiMygoEJGQMASpqXe7Xd/r6yWOrGGNLRERhQpjDe8bb7zRbUkg4zI+R48eRVFREeRyObKzs6HX25/PZO1Y5v9fWzuWKIooLCz03BMl8jFmbP2Mq5k8RzOTkyadQf/+LW7Xd9o/3z4Ap7DYSrbWyFrWVuops+7W69rLfiuV2ZLU38pkkYiNzUVMTA5Esa2znlX6qdDeruvtCWtsiYjInwiCgOPHj+Pyyy/32DlOnDgBwHrG9Morr0RFRQWWL18OAJDJZHaDW3vHevLJJ/HXv/7V4lhqtdrq8kNEwYQZWz/kbCbPmczkkiX9UFUVhaysZpeXurF/PhFhQjGGJdjO1hp1zdpKuRSOu0vcaLVnPLaOrjWCIEAmkyM8XAGZTC55llQmi0Ri4vVuXXciIiJf+PHHHzFhwgQkJCRg1KhRpse3bduGxMREREZGYvr06aitrQUAjBw50mJ/QRCwceNGTJgwAVlZWSgsLERSUpLpWOPHjwcA9O/fHwBw4cIFZGZmonfv3pgwYYJkz6O+vh7R0dFWfzZ69GioVCrT9z3NDrN3rGXLlnU71ooVK1wYMVFgYcbWTzmTyXM2M7l0aQZmzTqKrKyLLtV32j/ffnSIZZifaztba2QtaytVAy1363UvXPjeobpcYIOkywF5SmtrJerqtkMUgf79WzBz5lGUlipRWhpndt0bO697uMefE5tHERGRo6ZMmYKysjJTFvP222/H2rVrMWnSJNTV1QEAPvnkEyQnJ9sNCCMjI1FeXo6ysjIAwIIFC/DDDz/g66+/NmVstVotevXqhY4Ow2ywxsZG/PnPf8Zvf/tbt5/HiRMnkJSUhPz8fNTV1eGuu+7Cu+++i927d+PGGy1XiUhJSXH4WMeOHcOjjz6Kl19+GceOHTMF+ObH+uqrr/DCCy+4/RyI/BkDWz9nqJmQ21xuxfXMZBzy8/WIi8tBQcERh5e6sX8+Q7a2X3QskuVy7O2yGLo1yXI5BsQqTB2SpZoy62q9rk4nQK8Hystj7Z7fWJc7dWoFgE1ITb1b0uymta7WrmZxu04b1+kEXHllPYYNq0NBwaXrrtXKIAhAYuINHg/U2TyKiIgc0dzcjOuvvx4ymeH/c5lMhrVr16Kurg6jR482bTd27Finj92nTx9UVlrOvIqMjETv3r3xxRdfYNKkSYiLi5MkqAUAvV6P1tZWrF+/Hlu3bsWTTz6J1157DRqNBpGRlp8hun5v71jR0dEYNGgQ/vvf/+LDDz/stm1kZCQuXrwoyXMg8mcMbAOcu5nJmJgBiI11vL7T/vl0kKEWxy+2YOjGjU6NJzmiCjpdGyIi5JIsheNqvW5OjqGWVup1dB0ldV1v12njxue0a5cKu3YlITq6A3K5Hq2tMrS2yjB16mlkZW2DXJ7q0WnI4eFA581wNo8iIiKbampqEBfXvaP/mTNnkJqaavq+dw/lT0ZhYZf+05HJZKbmTeaPVVVVYevWrbj22mvx448/Yu/evbj66qtdfAaX7Nixw/T3e+65BxMmTEBhYSE++uijbksMVVVVOXwsADh+/DgUCgUyM7v3xqiqqsJ1113n+sCJAgQD2wAnRSfh8HC53ayw4+eLQLv4KoDuNbJ9+2pw++1VSEwcg/Dw7jUhSqUKERGG80uxFI5rS9yIyMlpglodJ+k6uo7qeb3dPWho2AeV6iaHM6r2p40L0GjCodFcekTqQN0WNo+ybd3Bg5j9ySd484EHMLagwNfDISLyqfT0dKtBXkZGhkW21Xwb8+DVVSNHjsQPP/yAHTt2YN68eRaB5/nz59GrVy+r+9mbCr13714olUoMHDgQANDa2oqoqCikpaXh0KFDFtt2DbgdOZYoikhLS7MI+I3HGjZsmN3jEQUDNo8KcFJ3Enb/fMkABnT7SkhIR1paGi6/fDD69Svo9pWY2MfiKO4uhePYEjciYmJ0SEhoQ0yMDr16aREdrXdqrVfAkP0WxSaIYlvPG9twabpwFBYuHIgVK9KhVsfh2DEF1Oo4rFiRjoULB6KsLAq1tRscalrlbgMtT65zxxpb60RRxIvFxdh/+jReLC7mWoNEFPIiIiLw1Vdf4Z577kF9fT1eeOEFfPDBB4iPj8eaNWtw/PhxNDc3Y9iwYbjhhhsAAL/4xS/wu9/9DmfPnsUzzzzj8Ll27tyJxsZGXH755di1axcuXLiAHTt2YOLEiRbbGWt5rX3Zs379egwaNAinT59GcXExBg0ahGXLlgEADh06hDFjxkCr1eKzzz7D3LlzAQBbt27F9OnT7R6roaEBgwYNwpVXXgkAOHjwYLdjPfvssw6/DkSBihnbAOdaZtJ6J2F/O5+7S+HYqteNiuow1ZgmJ18KRltbDT93J/vtSNa7K1vThbtytq7X3WnqotgGQXD++TiCNbbWfVtSgp3l5ZiZmYm3ysvxbUkJbhs82NfDIiLyqdbWVtPfX3nlFauPm2dsH374YdPfFyxYgAULFgCARU0uANx7772mv5sHpcaldABg1qxZrg+8izlz5mDOnDkAgMmTJ2Py5Mmmn1VUVFgd18iRI7F161a7xwIMU7aNVCoVNmzY0O1YRMGOGdsA51hm0tKlTsLZTk+d9fb5jOd0ZSkcmSwSKtVNyMpqMS1xk5nZjBkzjmLcuGqcPRtlsYzPsWOxALyX/TZyZb1dUeyARlPew7buT1PviSiK0Ou10OmaoddrHc4whpvdUmONrYEoipi7YgWGJyVhQUEBhiclYe6KFczaEhGFsLq6Otx9992+HgZRQGDGNghI1UnYX8/nDst63aMAgLIyBVavtraMjxK//W2Z17LfQNfpwmGIidEhMlKPtjYZLl4MA9D9tXW0rteT09TdbXLFGtvujNnar0cYlsqam52N8Tt2MGtLRBTgjP9Pu3KjMjExEYmJiZKOgyhYMbANcIZ/JPVISLgWWVk73Ook7ChjJtTdzsXeIpenoXfvn+PcuVUoK4vBZ5/ZCsYF/PBDEsaNq3Z7HV1HGacLt7fHY/r0coup0efPR+LHHxOxf38CtFrLtKYj04U9NW1ciiZXrLG1ZJ6tHdfZ2XNc796mrO24K67gBxIiogC0ePFiLF682NfDAOBaYE0USBjYBihrGTNBADIzWzBr1lGUlsY53UnYGVJ0Lvam1tYKiKLY43Tf/fsTcPPNNbjzzko7AbCBFNlorfYM9Hpg8OAGlJbGYcOG3hZB4rhx1bj55hosX56O8nKFaT9H6novTRvfI1mgrtWewYUL35vWxO2e9Y6DQqFDYWElgA02rz1rbC11zdYCYNaWiIiIyAkMbAOIoeNeK7TaM6iv3wVR7MDRowqUlvZBY2M4oqJEFBQ0ICenCTk5TcjPv7TsjmGK6BCn10G1x9i5WKMpR0HBEeTnn/Ho+VzlTHdgrTYMy5en4777TuHeeyuwerXnstGtrZWor9+BsrJYrF7d12aQeOedlbjvvlP49NN+puDW0bpeqaaN6/VtuHjxCBoa9veQ9XasyRXXsb3EWrbWiFlbIiIiIscwsA0AXbOzogi0tsoQFQVkZzcjO7vZNG119eo0fPWViMLCM8jKakFCwvWIikp3uJOws9ztXOwNznYHLi9X4NNP+2HKlAqPZb/NOyH3FCR+9lkG7r23AkVFp7Fo0UBotWEO1/VKMW380tRjQ2p19eq+Dje5srUmLmtsL7GWrTVi1paIQkVRUZGvhwDAsOZreLh3Px7r9XrIZP7Rz/X06dO+HgKRyxjYusCYOdXrdZDJwjtrGT3z6dy8nrGiIgoZGYbHy8oM65vamra6dGk/TJ1agaysH5CamuHxIFMQBAiC3KXlbjzNle7A5eUKfP55X0ydehr5+R2SZ6Od7YS8enUfzJx5FFdeWY9Dh+Kcqut1Z9r4pfV1Y5CUJKCqKtrpNXGtNblija2BvWytEbO2RBTMMjIycM899/h6GCbffPMNrrzySqSnO7dUnjt+/PFHXHvttX7x73t6erpfXQ8iZzCwdYK7nWCddSmoiMX+/fG4664zTk1btZcxCyWudgcODzcEX717T4AgCJJlo52ZGm1kCBLjMGxYHbKymp2u63Vl2rh5Vnnlyj6YM+co1q9PcfyJwnaTK9bYGtjL1hoxa0tEwWzEiBFYvny5r4eBxsZG3HzzzTh27BhSU1O9fv6IiAjMmTMHf/zjH71+bqJg4R/zHgJAa2slzp79HPX1e1BSIlisf1pSIqC+fg/Onv0cra2Vdo/j6Lqf5kHFf/6ThjvuqOqcttrPZjBknLZaXq5AUdFp6HQylJYqOwPx0O2EZ94d2BnG6b4ymdyldXRtuTQ12vFOxQBQWqpEcnJb53Thm5y+iWKcNp6SUoiUlMno1WsSUlImIyWlELGxud2OZ55Vjogw/P5ItSYu17F1LFtrZJ61DeX3MhGRJ3R0dKBfv37417/+5ZOgFgDa29uRlpaGDz74wCfnJwoGzNg6wDxz6monWGezveZBxeDBDYiI0Dtc22g+bdWRZWGCnSe6A7vDlanRwKUgMSHhere6TDsybbxrVjkmxjBmqdbEZY2tY9laI2ZtiYg8QxRFPPHEE1izZg2uuuoqn45l+vTpCA8PR2JiIiZNmuTRcykUCjQ3N3v0HETexoxtD8wzp0uXZtjNli5dmoGysljU1m6CXn9pPVJns72WQUUYhg2rQ2lpnEvTVjUaWefzaO9hr+AWHZ0JQQhDYWElZDL7GS8plvGxf3zXpkYbg8SoKM/X/XTNKl+8GIbz5yNdznp3bXIV6jW2xmxtZmwskuVy7K2v7/ErWS5HZmwss7ZEFDTOnz+PiRMn+nQMYWFhGDFiBEaNGuXTcRi1trbi008/xb59+xzaftGiRX5Rm0vkD5ix7YGzTX661rW6ku2NiEgydfGNielAcnIbNmywP1WxK0PTnkbExxsC2p6WhQl2UnQHlor51GhnpiM72glZCt2zygJ+/DER48ZVS5L1DvUa2zadDqdra3G6pQVDN250bt8LF9Cm00EeEdrvaSIidy1ZsgRvvPEGHnnkEV8PxSQsLAxLlixB//79cebMmZ53ICITBrZ2uN7kx9AJNipqgEW219F1P3v1Gg/AEFRERupNf3eGcdpqbm6z14Ihf+dOd2Ap+dvUaGusZZX370/AzTfX4M47K+0uUWTY337WO9TXsZVHRGD7yy+jptG5DDgA9I6LY1BLREGrsLAQP/74Ix599FG8/PLLGDVqFLZu3Wr6+bvvvouCggKMHj0aMTEx+N///oe+ffsiMzMTl19+OXbt2uXQeXbu3Ilvv/0WH330kaeeissiIyOxb98+XHnlldi0aRMSEhJcOs7WrVtx88034+TJk4iPj4dSqcRTTz2FRYsWmbYZN24c1Go1ysrKUFVVhcGDB2PPnj1obGzEyy+/jDfeeANHjx7Fo48+ijNnznh9KSQiZ/C30w5n1z81Mta1Xrz4k0vZXq22AoAhqGhrk5n+7gzjtNWsrGYolUM5TaWTK92BPSE6OhMNDftQWFhp96YH4Pmp0dZYyyprtWFYvjwd9913CvfeW4HVq13PerPGFshQqZChUvl6GEREfkUQBNTU1GD+/Pk9bpuUlITs7GwAwGuvvYZHH33UoXMcPHgQt99+O6qrq90aqyf16tULdXV1mDRpEr7//nuXjrFq1SpERUUhLc1wo/6mm27Chx9+aBHYrl+/Ho888giioqLQv39/yOVyfPPNN1i+fDm+++47yOVyZGdn47XXXkNxcTHuu+8+KZ4ekUcwsLXD3SY/zc1HXcr25ueXmwUVSlNtozPTVnNzG6HVyiCXC14LhgKFsTtwTEwORLFNsmV8nB2Dv0yNtsZWVrm8XIFPP+2HoqLTmDnzKEpL41Baap71buzMeofbzXqHeo0tERHZ1mGc0mPH4cOHcebMGaf/366pqcH999+P8vJyv88+njp1Cjt37sRDDz2EDz/80OnnOn/+fPTp0wd9+vTBhQsX0NbW1m2bXbt24f7770dsbCxGjBiBn376CUlJSXjqqacQFRVlse2kSZMY2JJf8+93tI+52+QHaHE526tQXIW8vP1QKDpcqm001GMCKtUtXguGAo0j3YE9yV+mRttiK6tcXq7AokUDceWV9Rg2rA4FBZem03Z0CIiPvxoxMYPs/t6Feo0tERHZJpNdSiiEhVnWq1RXV6OgoADp6em49dZb8e233zp83HHjxuHQoUMBVbs6fPhwUxDuSMBvLjo6Gvfeey+qqqoAAGPHjsX69estthk6dCiOHDli+j4iIgK33347ZDKZ0+cj8jV2RbbDnfVPgVgArmd7IyP7mrr4HjgQj/Z2Ge6809GOvobuyomJN3o9GCLnGKdGJyQMQUGBiKKiM3jwwVMoKjqDggIRCQlDkJp6t0+uozGrnJXVgqlTK6BQXOqsrdWGYdcuFd59NxPvvjsAx4/HQBSB5OSboVAU9HgzhevYEhGRI1JSUqDVak3fGwMzhUKBjWbN97Zs2YK8vDybx+no6MAPP/yAtWvXemysnnL//ffj7bffdmmN2+TkZNPfN23a1O3n6enp2L9/v+n7Pn36oLa2FqNGjcLZs2dNj2/ZsgW7d+92+vxE3sTA1o5L0zGboFA4lla61ORnIADXs73h4bGmoOKuuyrx5ZepyMxsxr33WgYYXc89dWoFsrJakJR0E6KjL3Pq3OQbxqnRKSmFSEmZjF69JiElZTJSUgoRG5vr04y7MauclaXFrFllKCo6jfz8BgwY0Iz8/AYUFZ3Bb35zHJdf3gaV6hZERfV16Ljm06lCtcaWiIh6tnTpUuTm5iIqKgqvv/46nn32WbS2tgIwNIBSqVSIiIjAqlWrLJpMmXv++echl8tRX1/v87VqXTV9+nTs2LEDMTExDu+zb98+lJSUIDExERMmTMCRI0eQk5ODF154wbTNjh078M4770Aul6NXr1548803sWXLFmzcuBFPPPEEVCoVMjIysGrVKgwdOtQTT41IMoLowIKIjY2NiI+Px6JF+xAdrfTGuPyGXt+Gs2c/R1lZlENNfgyBpRYpKXehpua/KCkRsGKF49ORi4pOo6BAREpKIQRB6FwuaBNEsQOnTkUjLU2DsDARpaVKlJbG2Zi2epPPMrWlpdvwn+L5uGvyi8jNvcEnYyDp6fVt0GjK0dR0BKLYZHrc0HAr2+mGW089tQetrYZ/epRRIhr/xelOnrbu4EHM/uQTvPnAAxhbUODr4Uii8eJFxP/yl2hoaEBcnOM9CIgotMhkMvzrX//Cww8/7OuhuKWjowP33nsv/vCHPwRsgE7kSayx7YGrTX7CwuSSLOli3sU3LOyIqelObm4TCgq6Bhje6ehriyiKWLNyAU5VHsWalQuQk3M9uzEHCakbbrHG1rtEUcSLxcXYf/o0Xiwuxi35+XxvElHQ+/LLLzFp0iTo9cHRpjAsLAzLly/HkCFDsHbtWqSmpvp6SER+hYGtA1xt8iPVki7WggpBMFw6UdR5vaOvLWr1FpSf2I+ZmZl4q3w/1OotyM+/0adjImlJ1XAr1Nex9bZvS0qws7y8871Zjm9LSnDb4MG+HhYRkUfde++9QdnF9+uvv8bYsWPdWuOWKBiFRGAriiJEsRV6vQ4yWXhnUyjngkBX1j+VekkXX3fxtUcURaxdvQjXJamwoKAA2+vqsXb1IuTljfJ5wE3+h+vYeo8oipi7YgWGJyVhQUEBdtTVYe6KFRh3xRV8bxJR0EpLS8P58+e7LVkTDHr16oUlS5YgMzMT1dXVfr9sEZG3BPU7Qeq6QFemY/r7ki5SMWZr/zJiBARBwLzsQRi/YweztmQV17HtzlM1sMZs7ded78252dkYv2MHs7ZEFLRqamrQq1evoAxqjQoKCrB27Vo8+uijLq1xSxSMgjawNW+6pFYroVanQ6uVISpKj7y8RuTl7UFDwz6XGi05mzl1JdsbSMyzteN69wYAjOvdG9clqZi19WNSzGRwFWtsLXmqBtY8W2v+3hyelMSsLREFpUBcq9ZV7qxxSxSMgjKwNQS1G1BWFotVq9K6NW5Sq+OgUOg613vd4JVMqdTNd/xJ12wtAGZt/ZjUMxlcwRpbS56qge2arQXArC0RBSVRFPH444/jxRdfxKhRo3w9HK+5//77cf/99yM8PBzFxcW46667fD0kIp8JunVs9fo21NZuQllZLJYuzbDZjbi5ORxLl2agrCwWtbWboNe3eWV8giBAJpMjPFwBmcx7GTJPsZatNTLP2jqwqhR5QWtrJc6e/Rz19XtQUiKguDgdH3/cD8XF6SgpEVBfvwdnz36O1tZKj46D69he0rUG1phNdfc9Yy1ba2SeteV7k4iCwe9+9zv8+9//Dqmg1tzDDz+MadOm+XoYRD4VdIGtRlMOUezAqlVpdrsQA4BeL2DVqj4QxQ5oNOVeGmFwMWZr52UP6hakG7O25ScMHZLJty7NZIjCwoUDsWJFOtTqOBw7poBaHYcVK9KxcOFAlJVFobZ2g0eD22CtsV138CCueu45rDt40OF9jFnVudnZpmzqzs6srTu6HteclOchIvK1xYsXo1evXtDpQre25R//+Afq6+uRkpKCo0eP+no4RD4RVIGtKIpoajoCtVrp0LqxANDcHIHSUmXntExmLpxhL1trxKytf3B1JkNb2wXo9VrJr10w1th2rZN15DXrqQbW1dfdXrbWiFlbIgpEXYPXL7/8Eg8//DCeeeYZH43If0RGRiIjIwM/+9nPLB5fvXq1j0ZE5F1BFti2QhSboFbHObWfWq2EKDZBFL0zHVkqoihCr9dCp2v2SPDRE3vZWiNmbf2DazMZdKitXYvq6uWorl6FlpZSyabsm69MECw1tuZ1so5mQq1lVaXIptrL1hoxa0tEgejGG2+EIAh48cUXcfDgQfzjH/+ARqPx9bD8xu7du/H999/j5ptvxoULFzBs2DDcdddd+POf/+zroRF5XFAFtnq94S6eVuvc09Jowjr3b5d8TEauBKG29tHr29DSUorq6lWorl6OmpovPBJ89DS2nrK1Rsza+parMxnUaiXq68NRXNxX8vrbYKuxdaVO1lM1sI5ka6U4DxGRt+3btw87duwAAPzxj3/EuHHjsGzZMq7j2kVGRgYOHDiAkSNHYv/+/ejo6MCCBQt8PSwijwuqfwlkMsPTiYpyrmovOrqjc/8IycfkSgdae/tER6eipeUYRFEv+TJGzrDWCdkWT3RILi3dhv8Uz8ddk19Ebu4Nbh8vmF2ayZDu1H6lpXEoKGjC8eOxUKvjJe0kHmw1tq6sFWutY7GRO52L7R23K3ZIJqJAcu2115r+rtfrcf78ebS1tQX1erWuEkURpaWlpu9Pnz7tw9EQeUdQBbaGdTiVyMtrdGo6cl5eEwRBCUGQdokTV9bS7Xmfo9DrBaxcmYaDB+MtzuetZYyM2doBsQoky+XYW1/f4z7JcjkGxCokWddWFEWsWbkApyqPYs3KBcjJuT7gu0t7krszGeRyPTSaS/W3U6dWANiE1NS7XV4WKJhqbF1ZK9bZGlhH15s1HjczNtap92ZmbCzXtSUiv6bT6dDebjmzrr29HQkJCcjMzGTDpE7/+c9/cO+993Z7rTo6OvD000/j7bff9tHIiDwvyAJbAUplNvLy9kCh0Dk07VKhaEdubhOUyiGSfqBzZS1dAA7tc+edlZg06Qw0mjCUlysstpEy+LBFp2tDfV0laluaMXTjRqf2TY6ogk7XhogIucvnN2aLDWt+7uc6uT1wdyZDa+ulgNhYfztrVhk0mnLExua6NKZgWsfWlbViHcmqupJNbdPpcLq2FqdbWpx+b7ZduIA2nQ7yCOlnrhARueuLL76w+nhSUhJmzpzp5dH4rxEjRuDhhx/Ghx9+iLY2y9K0f/7zn5g/fz7i4pzrRUMUKATRgcKqxsZGxMfHY9GifYiOVnpjXFaJoghRbIVer4NMFt6ZobX8UKjXt+Hs2c9RVhaFpUsz7DbKkclETJ1agawsraQBoGtj0AAQHN7n3nsr0K/fRSxaNBBabffIQKFox6xZZUhIGOJy8GHPhQuVaG6+4PR+SqUKiYl9XD6vKIp44/W7kdx4GjtGjcSILVtxPi4dc57/nJkmG0RRRHX1KpSUCFixwvHpyPfccxqpqVq8+24mAMvXtqjoNAoKRKSkFLr0uj/99F5otYZAOz5KRP2/Opw+hj8QRRHXv/QSUFeH7aMsZyKIoojrt2wBEhOxfd4808/s7WP1+FaOYU9FbS1qGhudfi694+KQrlLZ3WbdwYOY/cknePOBBzC2oMDpc0it8eJFxP/yl2hoaOAHNaIg9r///Q/XXHON6fvw8HCIoogzZ84gJSXFhyPzbzfffDM2drnJedlll+HEiRM+GQ+RpwVExtaZOlWZLBIq1U0ANmDq1AqsWtUHzc3dMxAKRTsKC6uQldUClWqMpFlNVzrQzpplmELj6D6rVxv2ueWWc1i7tnugaFzGqKDgCGJiciQP+pKS0pCU5LkaXlu61vZKXbsbjFyfydCIb79NQdegFjB0Es/PPwNRbIMguJ59D3Su1Ml6ugY2Q6VCRg8Bqiu6Lmd0S34+byYRkVe8/fbbiIiIQHt7O8LDw1FYWIg//elPDGp78P3332PdunUYN24cBEGAXq/HyZMnfT0sIo/x+8DWlTpVuTytc2rvJsyaVYbSUiXUaiU0mjBER3cgL68JublNEIQwyetQXetAG47WVhnKyxVOd6295po6HD6sQHl590x6sAUf1joxm3dcdrd2N5hFR2eioWEfCgsrHZoRcOedVWhvl2H//gSr25h3EpfJnP/dCobmUa7UyQII2BpY8+WM3upcIojNpojIGz766CMAwKZNm3DjjbyJ7YyxY8dCr9ejvb0dqampuHDhAo4cOYLs7GxfD41Icn4d2LpSp2oe3Kam3g2NphwFBUeQn3/GtJ8h0zvEakdid7nSgTYmpgPR0Xqn1981dq0tKjqNRYsGdZuS7G7w4W+sdWJm1tYxzsxkuPPOKmRmNuPTT/tZneYOuN9JPBiaR7lSJzs6Nzcga2C7Lme0o67O54E2UShauHChabmbUCGKIhQKBa644gr8+c9/9tl6rLNmzcKIESNc2reoqEji0bjmxhtvxE8//YQ77rgDV111la+H41PLly/39RDIA/w2sNXr21BbuwllZbF2M0z2miXJZJGIjc1FTEwORLGtM8CLgCBEeuzDmCsdaCMj9U7vA1wKXCMiRFx5ZT127bKcfujJZYy8zd66uczaOqanmQy5uU3IzW1Ee7sMn37ar1tjMnPudhIP9OZRrq4Vu33ePGx/+WWXa2B91djJleWMiEh6xqCWH8q9SxAEFBUVuRzYruBa4X6FnxODl98Gtq7VqVrv1CoIAgRB3i1r6UgzKme50oG2rU3m9D7ApcD1p58UGDasDrt2JcG8HtJTyxj5gr11c5m1dZy9mQy1tRH49tsU7NuXgNZW29GmFJ3EDfsZ/pOXBeD/L+7WyXqiBtZTXFnOiIiIiMjb/DKwda1O1fFmSc40o3KWK2vpXrwYBo1G5vT6u7m5TTh/PhIHD8ahqKgS0dEd0GgMr5enljHyBXvZWiNmbR3XdSZDR8dF1NT8FxcuROLHH5N6rL8tLKyCIIQhOjrT5TEEco1tqK0V68pyRkRERETe5qeBrfN1qoBjzZJcaUblDNc60OoglxvO70rXWmMwK5frodFIF3z4C3vZWiMpsralpdvwn+L5uGvyi8jNvcHdYfs985kMKtVoeLOTeCDX2IbSWrH2plwza0sUuKZNm4YlS5YAgM0psjk5OThy5AhUKhXOnz/vzeGRE4z/9h4/fhyXX3653W04HZqCnV8Gtq7UqQI9N0typxmVM5ztQGsMQgEBd955Bp991s+prrWZmc2dz0/m0WWMfMGRbK2RO1lbURSxZuUCnKo8ijUrFyAn53qfflD3xDR5e5zpJJ6YOBKRka6vRQwEdo2tPCIiIOtkXeHKckZEFBjkcjm0Wi0A4OjRo7j++uvR2NiIuXPn4rnnnsPhw4cxceJEbN261Wtj6jqO3/3ud3a3HzBgAFavXo0Cs3W1H3zwQXzyyScWQdzevXvx4osv4rvvvsNll12GvXv3QqnsvppEIDK/joChUdXGjRuRlJSE0tJSyGQyiKKIiRMnenQcbW1teOyxxzB48GDMnj3b7nZyubxbkD1hwgRs374dl112GZ5++mk88sgjAAC9Xo8rrrgC5eXleOihh/CnP/0JCQkJnnwqFMCcixy9xJU6VcB+s6SuzahsZUWNzajKymJRW7sJen2bk6O/1IE2K6sFU6dWQKFot7qdQtGOqVMrOoPQ0UhKuhEDB7bg3nvt73PvvRXIzGzG8uXp0GrDkJvbiIaGcNxxRxVmzSpDVpZW8mWMjERRhF6vhU7XDL1e6/G7f8Zs7bzsQQ7VMs7LHoTyE/uhVm9x6TwzMzNd2l8qen0bWlpKUV29CtXVy1FT8wWqq5ejunoVWlpKXfp9dJSx/jYhYQgKCkQUFZ3Bgw+eQlHRGeTkNEMmEyEIOtTXb3F7PObXMhBrbDNUKlzTv7/TX+kBXlvblXnWlpkAosD05JNP4sorr0RNTQ1aW1shk8kQHu5c3kOj0eCWW26BWq2WdByHDx+2uf3atWtxzTXXmL6vq6tDXl4efvOb33TbduTIkVi+fDna2tpw9OhRxMXFYfPmzS6P1V89+eST+Otf/4qamhocOXIE4eHhdl9Da5YsWYJbbrnFqX3q6urw6quvWn3tzeXl5eHVV1/t9vigQYPwxRdfoL6+Hvv378f27dtx4cIF7Ny5E2FhYTh06BC0Wi2GDx+OkSNHOjU2Ci1+Gdia16k6w16zJFeaUYliBzSacqfGYGTMgGVlaTFrVhmKik4jP78BAwY0Iz+/AUVFp7sFoVFRfREbOxBZWc2YOfMo7rnHcp977jmNmTOPol+/i6autQpFO/LymhAfr0NBAZCQMASpqXdLHtT6IuAyZmsHxCpMtYw9fSXL5RgQq8Da1Ysc/qBtnhVeUFBgyvp6+4N6a2slzp79HPX1e1BSIqC4OB0ff9wPxcXpKCkRUF+/B2fPfo7W1kqPjcFYf5uSUoiEhBshimHQ64HS0lhJxxPINbahwpitnZud3eNyRjs717UlIv8ik8nwzDPPmL6PiYnB+PHjLbZZtmwZRo8ebfp+0qRJTv3/95vf/AZ9+vRBVlYW+vbt6/JYrY1jxYoVVretra3FY489hrFjx5oeq66uxowZM6xun5KSgpiYGIvHjh075vJYve3rr7+GTHbpI3t5eTnGjx/f7TotW7YMKrMbqKIo2nwNu9q9ezd+85vf4Ne//jWysrKcGl91dTXmzZvX43YzZszotl1dXR2OHj0KufzSTMvJkydj7dq1+OCDDxAbG2t6/OGHH8bBgwedGhuFFr+ciuxanartZkmebkZliytr6SqV16Cl5RjOnw9DaqoWBQWXgvvz5yMtutZemsYcjuTk2yGTRUAUOwDoIYqiZFNXPV2XbItO14b6ukrUtjQ7XcuYHFEFna4NERE9r9/btYbXFx2WvTVN3lFtbVWoq9visfEEco1tKHB1OSPW2hL5l5aWFgwZMgSvv/46Fi9ejCVLlmDSpEmYNm2aaZva2lrceOOl/+sGDRqElJQUu8ctKirC6tWr8eijj+K9997De++95/ZYrY3jq6++wgsvvNBt2+TkZHz22Weoq6szPZaTk4OcnBzs3Lmz2/b19fUoLCzE8uXL8f3332PKlCn4xS9+4faYvWX8+PFoaWnBlVdeid27dyMrK6tbULt7927U1tZaPJaSkmLzNQSA1tZWxMXFISoqCps2bXL5Wubk5Di03eOPP97tscTERGRlZaGtrQ2RkYbPw2q1Gnv37sWKFSvw85//HNdccw1KS0tx11134U9/+hPS053rwUOhwy8DW8D1OlVrzZI82YyqJ86upWuYxjwawAaUlcXgs8/SodPJ0Noq66whNuxzqZa2GbGxA1Fbu0HyDs+AbwOuiAg5Zj//HzQ3X3B6X6VS5VBQa62GV4oOy840opJizWYpeWM8gVpjK4oiNHo92vR6RMpkiJbJgjKQc3c5IyLyD9HR0ViyZAnmzJmDTz75pFvgY2QMKGx939WKFSswevRoSQJae+e9ePFit23OnDmDiRMnYsqUKfjrX//q0HH/85//YMqUKaasYENDg/uD9bLo6GiUlpZizpw5pvpTcxqNpttjkZGRVl9D832uv/56FBcXo1evXpKO1xlvvPEGHnjgAfzxj3/Eli1b8P777+Oaa66BRqPBhg0bsH79egwYMAAFBQW47rrrcObMmZ4PSiHJbwNbY52qFJ1aPdWMyhm21tK1xryRT2bmcTuNfAQAYWhuLvNIJtUfAq6kpDQkJXkuM2mt47K7WVtnG1FJuWazFLwxnkBbx1bb0YF9jY3YeaEBDfpL9e/xsggMT4rHVXFxiAoLoAjdjlBbzogo2F199dUYOnSo3WDVPFDQ6XSoqqqye0xRFHH+/HkMHjwYUVFRePzxx/HYY4+5Pdau4xg4cKDFzz/44AM8+uijTk2V1ul0mD9/Ps6dO2d6TBAEzJkzB//3f//n9pi9adKkSfjzn/+MEiulH5mZ3RM7VVVVuO6662weLyEhAcuXL8fixYsxc+ZMDBs2DN9//73F9F9vmDhxoqm5VWZmJoYOHYovv/wS33//PRITEzG484ZpaWmp18dGgcVvA1vAuU6t9jKFnmhG5Wk9TWOOjs5CS0sZyspiPJZJ9beAS2r2Oi67k7U1b0T1Vvl+u8Gxr6bJ2yLVeHrq6hxINbZlLS1YVnkW7Xo91KVxOHQoxXQDKT+/EfW557H+/AVMSUtFVhD8hxtKyxkRhYIlS5bg448/xquvvmox3dMoNTUVhw4dMn1fWloKna7nGpHk5GQcOHAAv/71rzF79mzs3r3bbsfa0tJSu1NWrY1j2LBhFtscOHAAAKz+v2cr2D158iRyc7t/JiktLbU5Fn9VXFyMxYsX4/7778f//vc/i5+lpaUhNTXV4jGdTtftNewqOTkZM2bMwA033IAPPvgAffr0wX333YdXXnnFZhbX0z1Itm/fjpEjR2Lz5s3YtWuX6XGdTsdGhWSXXwe2gGt1ql2ZN6NSq+McPre9ZlSucHYJF1vTmEURqK7+j0czqf4WcHmCvfVxXc3adm1Etb2u3m5w7Mtp8ta4O56Ojma0tp5GU9MRu1PjA6XGtqylBUvOVKKsTIGVVm8gnYA87EOMvGkCjvQ9it3r1+Odhx7CWLOlJwJNKC1nRBTsxo4di/3796Ompgb3338/wsLCsH79eottDh48iKuuugplZWVIT0/HsGHDMHfuXIfP8f777+P99983fe9q4GFtHMZlbARBwDPPPINFixZh0aJFpn3++te/YuTIkRbL/XSVmZmJ9957D/Hx8XjhhRdw4MABJCQk4K233nJpnL4giiJuvfVWVFdXo3fv3ti7dy82btxo0WwLMLyGY8aMwd///nfs3r0bc+fOxbPPPuvQOYYNG4Zhw4ZJci2N1q1bh1tvvbXH43zzzTf4/PPP8dprr+G5557D4sWLodVqsWbNGtxyyy3YsmULhgwZgoKCAqcbW1Fo8fvAFnC+TrUrqZtROUuvb4NGU97jh3174zefxtzSUurxTKq/BVxSc2R9XFeyts42ovKHafJSjufcuTUQRX2PU+MDocZW29GBZZVnUVamwKdWbyCJCBM+Q2vHaWz8fj2SEttQc6ESf1i2DLfk5/v9jR17MlQqZATQ0kREZN26dessvu/o/If3n//8p+kxlUqFiooK0/fma6J6k71x2AqMnnjiiW6PDR8+vNv25t8PHz7coulUIBAEweJaLliwwOp2KpUKGzZsAACfBIDDhw/H8OHDTd+PHTvW6rXr+thtt92G2267DYDhd9P4+xkWFoaNZjOHTp486YFRUzAJiMDWyJk61a6kbEblDKk7Cnsrk+pvAZfU7GVrjZzN2rrSiMrdafJAB3S6ZodmADjC3fEcOxaFL77o2+PU+AED+qG01LD0gr/W2O5rbES7Xo+VNm8g7UeHWNY55bwcNRdg+jubKBERERF5l1+uY+sJxmZUWVktmDq1AgpFu9XtFIp2TJ1a0dmM6iaJOgpHYeHCgVixIh1qdRyOHVNArY7DihXpWLhwIMrKolBbu8Gh9UAvZVIdn1INGDKpotgEUXRsvdlArEt2lCPZWiPzwLSnqTTGYHle9qBujajKTxhqbbtyZ83mjg4ZampWS7qmsOvjaYRWK8OSJRk2b7gYp8aXlcWisLACUVGG3xV/rLEVRRE7LzRArY6z8XxEhAnFGJaQhAUFBRiWkIi48HC8mZ+P6zqXvmEdEBH5s9bWVrs3Q3NycrBq1SovjohcYbyOJ06csLmNIAi8lhQSQiawBS41o8rK0mLWrDIUFZ1Gfn4DBgxoRn5+A4qKTmPWrDJkZWndXrama0dhRz7s19Zu6jEokSKT6gh3Ai4p65I9wVoAaktPgamRo42ougY7l6bJN0GhcKzY1DBNvhHV1REoLk7Hxx/3Q3FxOkpKBNTX78HZs587dJPEGtfH04Rt21TQ6+3/XhqnxkdE6HHllYblFvyxxlaj16NB345DNm8gGbK183OzIQgC5ufmoFGnw3c1NZiXnY2dnVlbIiJ/tHjx4s6+H7ZvwB0+fNjU/Zj8l/E6Xn755T1uQxTsQiqwBS41o0pIGIKCAhFFRWfw4IOnUFR0BgUFIhIShiA19W6312J1paOwKHZAoym3u623MqnuBDhKZbbf1hcaA9ABsQrTUiY9fSXL5RgQq7CbtbUXLPcUHEdHZ0IQwlBYWAmZzP5/PDKZiDvvrER7uwwff3y52zMArHF2PIWFldDrBfz4Y5JDxzdMjY/DsGF1AES/rLFt0xveX9ZvIF3K1ppPOR+emIi5hw/j1l69MJxZWyIip02bNq2z7Mw7nyFycgzlWcnJyV45XzAyv2b2ssbewOtJIRfYApeaUaWkFCIlZTJ69ZqElJTJSEkpRGxsrttrsLpTB2toMGX7w7A3M6nOBzjS1CV7kk7Xhvq6ShxracbQjRsxxIGvoRs34lhLMxrqq6DTdc+oO9uIquv1dWaa/L33ViAzswXFxenQartHhM7OALDGlWn727aprI7HltJSJZKT2xAd3eGXNbaRMsM/jdZvIFlmawHDzYu5OTnYWVeH72pqMJdZWyIil5hnF++55x4kJSUhLy8PL730kkP733XXXejbty+ysrLQ1HSpYeeRI0eQlJSEmJgYvPTSS2hubsbhw4dRWFjokecRSuRyebescVNTEwRBwMGDB02P3X777UhISMDAgQMtro09bW1tEAQBb775psXj5sd67rnnAIDXkwKreZTU3GlGZY8nOwp7s8OzMcABNmDq1AqsWtUHzc3dM74KRTsKC6s665LHuH1jwJMiIuSY/fx/0Nx8wel9lUoVIiK6XxcpGlE5tmZzI9rbZfj0034oL1fYHKcUawo7s4a0IAAnT8Y4dXzj1Hi5XI8OJwJib4mWyRAvi0B+ftclwgzZ2mvik6xOOTdmbbeNGmXK2o674gq/ncFAROQKQRBw/Phxu9Nf3XXnnXfigw8+MGXfnnnmGWzevBk33mi7kePIkSOxYcMG01q9giDghx9+wPz58/Htt9+aOi0/88wzUCqVITWrZvHixRg5cqRHr5m5uDjLUp5x48Zh5cqViIkxfF4QBAGbNm2yez3z8vJQVFTU7fGux3rttdd6/N2g0BCSGVtP83QdrDczqd6sS/aWpKQ09OtX4PRXYmKfbseSshGVvWnyOTnNOHtWjoULB9oNao0cnQFgjyPT9nv3vgOA61PjW1tlflljKwgChifFIy+3sctU/O7ZWvN9mLUlIl+Ty+WYNWsWLly4gLCwMKxduxYbNmxAREQEfvrpJzQ3N6Nv374Y3Nm5PTU11WJ/QRCwceNGTJw4EcOGDcNXX32FgwcPIisry+pSQOnp6dixYweOHz+Ou+++Gz/99JPFz8+fP2+aqtr1y57Vq1dbTCntOk5rtm7dagpqjc8lNjYWq1evthi7I8fyph9++AGzZs3CqVOnMHPmTISFGT4PRkREYMqUKWhubsbGjRsxePBgaLVajBw50mL/d99917QsTkJCAoYNG4aWlhZkZWWhb9++AIB9+/aZth83bhx27NgBrVaLu+++G0qlstuYbF2zw4cP9/h8Jk+ejHPnzlk8lpCQgPZ2y8+3UVFRdo+jVqsxb968bo93PZYoij0ei0IDA1sP8HQdrLc7PHurLjkQSd2Iyto0+V697kRYmB5bt/ZCa6vj2U1nO2E7Oh7zafthYQqXpsbn5jbh/PlIaDRhflljCwBXxcUhQibDRNMNpO61tV2x1paIfK1v37548803kZSUhPT0dLz33nt47rnnkJiYiEGDBkGhUOD1119HiQM33WbPno0JEyagoKAAv/71r3HgwAGLn2u1WvzsZz/DiBEj0L9/f/z73//GN998Y7FNcnKyaXpx1y9HVVdXY9GiRbjhhhsc3ufNN9/Eiy++iLy8vG4/W7RoEQoKChw+lqc9++yzePPNN9GvXz8sWLAA6emGGX+JiYn46KOPoFAoMHr0aJSUlOCzzz6ze6yGhgbMnj0bsbGx+PWvf43Kyu79NtavX48RI0YgKioK//73vyGXd5+NZuua5eTk2D3/kiVLsHz5cvTq1cvi8RdffBEPPvggTp8+jW+++QZTpkzBtdde29NLY1XXYy1cuNDlY1FwCempyJ5iXgfrzLI8ztTBOjNVVIpMqjHAiYnJgSi2da5TGwFBiAzZaZbWGlH1xLwRlbV1bY3Mp8nrdM0AfLumsK1p+65PjW/Et9+mABAgE/wz6IsKC8OUtFQsEStx39QKrPi8BlptGebn2p9yPjcnB+N37DBlbcfv2MF1bYnIK8rKylBYWAhZZ5+AkydPAjD82/TUU0+Ztrv//vvx4IMP9ni8KVOmmP7et29fnDp1yiKAiIqKwubNmyEIAm655RaMHz8es2fPlurpAADKy8sxZMgQrFy50pTJdERmZiZeffVVzJgxA4mJiaZjTZgwAUuWLMHo0aMlHaerysrKsGnTJtM1k8lkOHnyJA4ePIipU6d2y0QuXrzY7vHCwsJM182Yre1q165dEAQBMTExmDdvXrcsuzt++9vfoqqqqtvj+/btQ25uLjo6OpCQkID//e9/qKmp6RYAO6LrsdLT010+FgUXBrYe4K06WGMmVaMpR0HBEeTnnzEbgxJK5RBER2dKWvPqqbrkQGRsRFXb2YjKGckRhkZU1mp2u/L3NYWjozPR0LAPhYWVWLo0w24XcOPU+PZ2Gfbvjwfgn+vYGmXFxuL+vmn4DFXopVqMPhdtZ2uNWGtLRL4SFhaG1tZWqz8zz5BKOYvk8OHD2LZtG2bNmoU5c+bglltuwdVXXy3Jsbdv347CwkJs3brV6QzrpEmTcNddd+H111/Hn/70JwDA8OHDTdlPf2EvWLd2naT4f2To0KHYsmULvvnmG8yZMwevvfYaamtr3T7uBx98gL/+9a/dpnrrdDo8+eSTaGw0zO667LLL8NNPP+GNN97A//3f/zl9nq7H+vDDD10+FgUXBrYe4sqHfVfqYJlJ9R1PNKKyxhszANzhSpOxTz/NMHVR9scaW3NZsbG4sqUJFWfO4B92GoQZMWtLRL7Sv39/LFmyBAsXLkRUVBQGDx6MqKgoXH/99fj000/xzjvvAAA+/PBD0z41NTXQarVO1yiKoohNmzYhISEBI0eOxA8//AAAGDVqFLZssb3uu6NOnDiBp556CseOHbNaA9qVRqNBcnIympqaTNlPAGhtbcWJEydw9dVX49SpUw4dy5v69++PkSNHWlyDwYMH48CBA/j000/xpz/9CdHR0abtH3vsMXz++ecW23/66af44x//aPc8MpnMFCinp6fj9OnTGDlyJObPn49+/fpJ8lweeeQRq4+3traira17WZRGo3HpPF2P1d7e7vKxKLgEZI2tKIrQ67XQ6Zqh12v9sn7N23WwgiBAJpMjPFwBmUzOoNZLpGxEZUsgrCnsbJOxU6cuNcDy1xpbI1EU8ccvvkBmbCyS5XK8f+wYctatw/vHjtld+zgzNhbPHjoEVWQkMmNjWWtLRF6h1Woxbdo01NfXo6SkBE888QT+7//+D01NTTh+/Diam5vxwgsvmOpV9Xo95s2bh7Nnz+KZZ55x+Dy7du3C1VdfjYceegi7du3ChQsXsHDhQjz66KOSPI/p06dj+fLlNhsbTZ8+3eKx6OhovPnmm/jlL3+JEydOYPPmzUhISMBTTz2F6dOnQ6vV+l1Qa/T6669j2rRpqK6uxgsvvGCqf25qasLDDz+M5uZmrFu3DjfccAPuvvtu/OxnP8O8efPQ0NCAZ555Bg0NDT2eo2/fvti1axe0Wi3Cw8NNf1+4cCEqKio8+vxiY2Mxe/Zs/P73v0dFRQV27tyJhIQEPP3009i6davTn1O6Huvxxx/H008/7aHRUyARRAc+aTU2NiI+Ph6LFu1DdLTv/lHQ69ug0ZR3dnq9tP6VYdpttuTTbqXQ2lqJ2tpNEMWOHupgbwrJ5kvBrLR0G/5TPB93TX4RubmON7ywRq9vw9mzn6OsLMqhGQCGmyVapKbe7dX3hKPv0aef3gut1jAJOT5KRP2/Orw2Rme1trcja8YMnO6soQ4TBHSIoulPeyIEAe2d22QkJuLoW29BHuHZqeGhpPHiRcT/8pdoaGjotrQEUTAyLn2yfPlyH4/EM6ZNm9ZjDSlgaLaUlJSE559/3u1zTpw4EVu3bsX58+dtbiMIApYtW4bJkye7dA5BEIL2xua0adOwYsUKqx2zHfXss89KNo3Y0esZrNcj1AXMVGTzAFGtVkKtTodWK0NUlB55eY3Iy9uDhoZ9fhcg+qIOlnxPFEWsWbkApyqPYs3KBcjJud6tzGmgrCns6NR48/9Q/LnGFgDkERHY/vLLqGlsxPajR/Hbjz7CzMxMvFVejmfvuAOD7UzhSoqNRUq8oZa4d1wcg1oiIgksXboUGzZs8PUwSAJ1dXVYunQp62NJEgER2BqC2g0oK4vFqlVp3ZoxqdVxUCh0KCysBLDB79ZTZR1s6DEuA2QIgAzL++Tnu7dwuLc7YbujpyZjOrMZ1f5eYwsAGSoV0pOS8OS//43hSUlYUFCAHXV12FxaitfvvZfvYyIiiRj/PbWXUZNq6mxOTg6OHDkClUolyfFCVWtrKwRBwPHjx3H55Zc7tW9iYiKvJ0nG72ts9fo21NZuQllZLJYuzbDZYbi5ORxLl2agrCwWtbWboNe7vnanp7AONjQYlwG6LkmFBQUFuC5JhbWrF0ky7SVY1hQON3sb+3uNrdG3JSXYWV6OudmGuuW52dnYWV6Obx1YC5KIiHq2ePFip9e4dcfhw4chiqLdaatkn/k1czaolRqvJ/l9YKvRlEMUO7BqVZrdukIA0OsFrFrVB6LYAY2m3EsjJLJkzNbOyx4EQRAwL3sQyk8YsrZSMM4ASEkpRErKZPTqNQkpKZORklKI2NjcgJjWbn5TRxYA93dEUcTcFSswPOnScj/jevc2LeXDWh0iIiIi3/LrwFYURTQ1HYFarXRoLVgAaG6OQGmpsrN5DT9skneZZ2vNAyAps7ZGgTwDIJBqbIHu2VoAzNoSERER+RE/D2xbIYpNTq3dCQBqtRKi2ARR9L/pyBTcjNna861arK+pAQCPZG0DXSDV2FrL1hoxa0tERETkH/y6eZReb/jEq9U6F39rNGGd+7fbbF5DJDVRFPHlqrcQFx6O8pYWvFhailt69YIgCBZZ27y8UX6TXTXUxbRCr9dBJguHIHgn8xseDnR0rvDj7zW2xmzt1yNGdHttjFnb8Tt24NuSEtw2eLCPRklEoWDWrFmoqKhAcXGx28f66aefMHfuXHz66acSjMwxu3btwnXXXee180ll2bJluP76693aX4pr5mt/+9vf8Ktf/cpr57vvvvvQp08fLFiwQNLjLlu2TNLjkf/w68BWJjMMLyrKucmK0dEdnfuH1tIaUq6bSs5Tq7fg2MkDAGBaDubbc+dwW0qKKWs7fscOSToku8vXa0IbAkRDhrNrje26gwcx+5NP8OYDD2BsQYHHxuAIe9laI/Os7bgrrvCbmxZEFHxGjBiBESNGuH2cBx98EIsXL8a+ffsw2Is35FpbW11eCzaQBctz/vLLL736XK6++mr84Q9/wN///ncsWLAAV155pdfOTYHJr6ciG7JHSuTlNTq1X15eEwRBCUHw/yY6Uum6biqnRXqXebZ2eGIiFhQUYHhiIuZ2dugDPFdr66zW1kqcPfs56uv3oKREQHFxOj7+uB+Ki9NRUiKgvn4Pzp79HBrNCeh0zdDrtV4bryiKeLG4GPtPn8aLxcU+/z22VlvbFWttiShQDBgwAAqFAn//+9+h1+u9GtQChsCWAldUVJRXzzdw4EAUFxfju+++w08//QSFQoHnn3/eq2OgwOLnga0ApTIbeXlNUCgcK8RTKNqRm9sEpdL2B9FgZL5uKms5vc+YrW3U6TA3J8cQ7OTkYGddHb49dw6Af9TaXloTOgoLFw7EihXpUKvjcOyYAmp1HFasSMfChQNRVhaFurotqKn5AtXVy1FdvQotLaWSLaNlq3mUMZCcmZnp80DRkWytEWttichf1dbWIjw8HNdeey2OHTuG5uZmrwcoRgxsA5tc7pvyPkEQUFRUhObmZsyZMwcRERH473//65OxkH/z68AWAKKjMyEIYSgsrIRMZv8Do0wmorCwCoIQhujoTC+N0Pc8uW4q9axrttZiORg/yto6uyb00aMKtLUJ+OKLNItMbmtrpdtjsdY8yjyQXFBQ4PNA0ZFsrRGztkTkj95++21kZmbivffew86dO309HOh0ft4tkOwKC/N9UwyVSoWSkhJMmDABt956q6+HQ37G7wNbmSwSKtVNyMpqwdSpFVAo2q1up1C0Y+rUCmRltUCluikg1vKUiqfXTSX7rGVrAfhd1vbSmtB9EBXVgYSENsTE6GCsdTWn1wtYvboPwsJEREV1WGRya2s3uB3chpvF1MbmUV0DSV8GisYgOzM2FslyOfbW1/f4lSyXIzM2lllbIvK5n376CYIg4M4770R9fT0ef/xxyGS+/8jHjG1g81Wmv6ucnByIoohvvvkGaWlpUCqV0Gq1vh4W+QG/bh5lJJenQaUaA2ATZs0qQ2mpEmq1EhpNGKKjO5CX14Tc3CYIQhhUqjGQy9N8PWSv6WndVH/qwBuMjNnamLAwXBEXZ3U5mOsSE/HsoUNIjoyEIAhIlssxIFbh1esjiiIaGw+jujoSv/jFSSQnX5pSfP58JH78MRH79ydAq710N9awJnQchg2rw65dSaZM7tSpFQA2ITX1bpdvIHVtHmVt2q/UTZmcaUrVptPhdG0tTre0YOjGjU6dp+3CBbTpdJBHhFbzOiLyD88//zzeeustbNq0Cf379/f1cCwwYxvY/CFja04mk+Ho0aN49913MWjQILzyyit48MEHfT0s8qGACGwBQ3Cbmno3NJpyFBQcQX7+GdPPDJ1ch3i8k6s/MmZr/2K2FIm/deANZjpdG2pqTuJiRwfmmWVrjQRBwLycHIzfsQNDN22y+FlyRBV0ujZERHi+ZkWrPQm9vhm9ewNlZQps3apCY2M4oqJE5OU1Yty4atx8cw2WL09HebnCtF9pqRIFBY2Iju6ARhMOvV7AqlV9MGtWGTSacsTG5ro0nq41ttaW1JFyKZ2uTaluyc+3GyjLIyKw/eWXUdPoXOM6AOgdF8egloi87qqrroJarUZNTQ1ef/11Xw/HqrY2afo0kG/4qsbWntjYWDz33HN47rnncOjQIQiCgDvuuANr1qzx9dDIBwImsAUM05JjY3MRE5MDUWzrXKc2AoIQGZJZSWvZWiNmbb0jPDwSSao05EaF210O5tokFaqikvDAL94wXQulUuWVoFajOYm6ui1oa5MhKkqP7OxmZGc3mzK1X37ZB19/nYo776zEffedwqef9jMFt8Y1oeVyPTQaw/EMmVwlCgqOICamezDvCPOb9q3ttps0SZW1NW9K9Vbn9OaeAuUMlQoZKpVL5yMi8paKigr84Q9/QK9evfC///0P8fHxvh6STczYBjZ/y9h2lZ+fj++++w4zZ87E008/jbffftvXQyIv833BhQsEQYBMJkd4uAIymTxkg7autbXmWGvrHWr1FpysKMXLVq6BkSAIeDl7ECoqj6K5uQ79+hWgX78CJCb28fj4NJqTuHBhM0TRkKk1X9rn7NkojBtXjRkzjiIlRYvPPstAebkCRUWnERVlWAvauCZ0a6vlPxVqtRKi2ARRdO3uu3mNbZjsgM0mTVLU2vpbUyoiIimIoojLLrsMn376Kf75z3/iu+++Q35+vq+HZRdrbAObv9TY2jN27FiUlJTg1VdfRXR0NLKzs309JPKigAxsyX621shf1k0NRKWl2/DqvPEoLd1mcxtHroGRL65Fa2sl6uo2o6wsFgsXDrK6tM9bbw3CqVMxuO++U+jfvwWrV/dBRIQeV15ZDwDIzW3C+fORpsytkfF7vd56M7eeXApgRXR0FNtdUsfdpXT8qSkVEZEUdu/ejZEjR+Kmm27Cc889h8jIwCjDYsY2sPl7xtacQqHATz/9hOuuuw4jRozAjh07fD0k8gIGtgHKXrbWiFlb14iiiDUrF+BU5VGsWbnAZjDlyDUAgHXnzuHq779HYUpvr12LS0v7KPDZZ/3sLu1jnqnV6WSmhlEKRRtycxvx44+JACyfnzGTK5O5Vkt66TXdjza9/SV13AlGe2pKxRs+RBRI3n77bcTFxUGtVmPbtm34+OOPfT0kpzBjG9j8scbWnoyMDHz88cfYsWMHzp8/j5iYGDz//PO+HhZ5EAPbAOTvmcJAZwxYZ2Zm2gxEjddgQKzC7nIwe+rq8MzBg9jf2IilZ86gf0ysV67FpaV90qDX25+qb1zax5ipLS1VIjm5DRMnVqG9XYb9+xO67ZOX1wRBUEIQXMsSGG7aiwgTlmNYgu1srZGrwai1tWiZtSWiQDN+/HjIZDJMmjQJjY2NAdv5lYFtYAuEqci2/PznP8fFixfx7LPPIioqCl9++aWvh0QewMA2ADmaKQSYtXWW+U2DBQUFNm8K6HRtqK+rxLGWZgzduBFDbHwN3bQJBxobMTMzEyWNjTh+sQUN9YZuyJ58Dk1NR6BWK21marsyX9pHozH8s9C/fwuWL0+3WAIIMKwZnZvbBKXSdpa1p6nchhrb/egQyzA/1/ZxjFwJRq1la42YtSWiQHDhwgU8/fTTqK2txdatW9GvXz9fD8ktnIoc2AJpKrItSUlJKCkpwc9//nPceuutvh4OSSyguiKT9UxhT3yxbmqg6rp8kq1lkyIi5Jj9/H/Q3HzB5rFEUcQnH85BH+0FLCgowLa6elRFJeE3v/3Ao92QRbEVotgEtTrdqf2MS/vExxvqZles6Gux9A8AyGQiCgurIAhhiI7OtHF+y6ncOTnXW/2dCxOWo190rFO/x5mxsQ53SLa2hJCRlEsJERF5QkFBAW655Ra88sorUCqVvh6OJJixDWyBNhXZloEDB0IURYiiiP79+6OmpgZnz56FQqHoeWfya04FtjNn7oMoxgAABAHomugwf8zW37mtu9u2I0I4hXbRkCl0RsTFU3jiiR0AjHWRIgABMhhOpLfz91DYVoAeMuEVi6mx43r3xrCEJPzlz6+gQ3zFeCUcPO4+AEfxj87A6uXOIPn3v1sLEVe5PN6e9ktMaMPTMwCt1rkJGcaGUDk5TaitjURpaZzFzxWKdtx5ZxUGDGjGksXpOFa+z8YYDgDY37m0zn78+ol/QsCVFtsC7YgQanH8YovTv8enjl2AbJqIcCEcIoAO0TD1RA8gXEDnYyLChRV2pzkbr+3t/7cCEK8CBAEdovkxrB3X9t+5rfe3jZAFfvaAqKujR49i1qxZ6N+/f9AtV8KMbeDq6OhAeHhw5cMEQYBarcY777yDnJwc/L//9//w+OOP+3pY5AanfkPNAy1rs/ds/ZzbSrltBNrFVwE0dt+gB+1iPADzmkhDFktv1hjI1t9DYVsRJegQyzE/91KGTxAEzM81ZPaAAwCucvC4IsKEFbgmvnuQvLdhBTrEq6C3qARwfLw9Pc/WNsOH/agoPZxhbAg1cGALzp6VIz+/ERpNGKKjO5Cb24jc3Ca0t8vw6acZXTK55mMw1M1eE29YWmdrbZ3p+Rq2M44zEu3iK3Dn91hn9h4xPtNLj+2Hrsu17KrbtRWv6nIMa8e1/Xdu6/1t23uoHycKJB9//DGeffZZ/O53v8PKlSuDYtpnV8zYBq7W1tagydiai46OxnPPPYfnnnsOhw8fhiAIGDt2LL777jtfD41c4FRgGzhZzWDfNhmCkOzScQHR9Kf/ZGFKECl8DJ34IPS4wkdjEBEuFOPqeOv1mIaAtBh6cTBECA4c11g/aitI3o9w4UqXxtvT82zTyHD+fCTy8hqhVltmXe3JzW2EVitDWJgecrkeRUVnTD87fz4S677tjf3743FRG4ZwQbQ6Bn2X5218vjLshx5XmrYNA9ABFQAVwgBAcPYaija31YsiBKHY4qaCLcZr+7/Oa6vvcm395z3Cba1nbEW0O3f/hsgvbdq0CY899hgefvhhPP30074ejscwYxu4gjFj21VOTg6+++47zJ49G7/61a/wt7/9zddDIic59Rv61ltXITo6OOo8QtHTT++FVmsIbOOjgPp/dfh4RIAoirj+pc+ws7wCwzM/w/Z5uT6pAf7mwAGM/5P1DJ95gPb1c/t6rMc0PKdioM520yIkFmP7vHyPPdeddXH4Ouk8vlboHGogpVC0Iy+vCTIBmNY3DQNiYqDR69Gm1yNSJkN0lgzCCONYrf/eWHve3nq+5uxdy66cvbbkXxovdiD+l74eBZHr5s6di08//RSvvvoq2to811TQXzBjG7i0Wm1QZmy7Gjt2LPbt24eWlhYolUokJSXhxIkT7E8TINgVOYSYd3/1lySHscHPzMxMny2/Yq97rpEzXXStLTFj5K2lZq6Ki0OETIaJhZWQyeyP19AQqhIAMLlPKjJjYyEIAmLCwpAQEYGYsDCH/kH3h6V1jNcyMzbW7jJMxq/3jx3D0yUl6BMVxQ7JROQ1oihi+fLlWLBgAUpKSlBUVOTrIXkFM7aBKxQytuZiY2Nx+PBhjB8/HsOHD8fWrVt9PSRyQOj8hhLM/z9p8+H/LesOHsTsTz7BG9OmmQLKBQUF2FFX53DHWynZ655r5GgXXWeDZE8916iwMExJS8USsRL3Ta3AylV90Nwc0W07haIdhYWVGJjVgsl9UpHrYudNR5fW8fS1bdPpcLq2FqdbHGtKFSYI6BBFhAkCwmpr0abTQR7R/XUiIpJCVVUV5s6diyNHjmDRokVoamry9ZC8ihnbwBWsNbb29O3b1zQded26dZDL5XjiiSeCrqlbMGFgG0LCw4GOzlmkkT7qSSGKIl4sLsb+06fx9EcfobSqyhRQ3pmSgpcOH8bra9bgd3fe6bXx9BSIGjkSoEkZJLsrKzYW9/dNwzLhLJ6ZdRTqUiXU6jhTQ6i8vEbk5TYhQibDvWlpyIyNdflc/rK0jjwiAttffhk1jT03pdp+9Ch++9FHnd2by/Ha1KkMaonII9asWYMZM2bggQcewKJFixAdHe3rIXnF6dOncfjwYbS0tKCtrQ11dXVYvnw56urqAIAdaP3cP/7xD4iiiJiYGNTV1aG1tRUnT55EYmIibrrpJkSE0P+ZY8eORWtrK+rr6xEdHY2PP/44ZGZaBBJBdGDuXWNjI+Lj47Fo0T7W2LrAsFZWK/R6HWSycAiC3Cdz9Q01toZJyPFRok9qbA31j38yBRM5CgXUt9wCALh+82bsrKtDfFQULvzjH5DJPD9T3jier0eMwG0pKT1vX13dWY/5XLcAzVBj+hJQV4fto+yvFyyKIq7fsgVITMT2efM8+vug7ejA/qYm7KitR4O+3fR4vCwCI1QJuFKpRJQb3Tcded7efL6O6Dpm49heLirCnMWL8eYDD2BsQYFPx0g9a7x4EfG//CUaGhoQF+d4ozQibzp8+DDy8vJwzz33oLi42NfD8aqSkhIMtnIzMzw8HDqdjuUffu7aa6/F7t27AaDbtQrla1dRUYHLLrsMo0ePxoYNG3w9HDLDGlsP0uvb0NJSiurqVaiuXo6ami9QXb0c1dWr0NJSCr3eu40ifF1ja54dXVBQgGEJCabFX749dw476+owMzMTDVotXlu92mvjcbQec299PZLlcmTGxlqtx7RXW9uVN2tPo8LCcF1CAp4ecBnmDBiApy+/3PDngMtwXUKCW0Et4Njz9natbU9eX7PGYszGsT310UfYf/o0XiwuDun/tInIcTNmzMCvfvWrbo///e9/R1paGjZv3gy9Xh9yQS0AXHHFFXjzzTe7Pd7R0YGhQ4f6YETkjM8//xxA9yDW1zenfS0jIwN6vR4bNmxAZmYmYmNj0WhlptiQIUNw4sQJ7w8whHEqsoe0tlaitnYTRLEDarUSanU6tFoZoqL0himgeXvQ0LAPKtVNkMvTvDImX9fYdp2uOj83F+N37MA3585h3uHDGJ6Y2Ln2aS3e6JyO7MmsrbP1mBb7XrhgUY9pLUjuiXmQ7I26YmNDqBgJ10aUeiq3N+j1evxp1SoMS0iw6N58XVISdp89ixkDBmBRZwDOLslE1JO3334bMpnMYmmQ9evXY/r06Th//nzIzyaYNm0aZs+ebfFYWFgY7rvvPh+NiByVkZGBa665Bnv27LF4fOTIkT4akf8pLS3F+++/j8zMTLzwwgsWy3Xt3bsXt956K44ePerDEYYWBrYeYAhqN6CsLBarVqV1W25FrY6DQqHr7ES7ASrVGK8Et76ssbUWAI3r3RvDExMxq6QEpc3N3QLe11avxh8mTvTYmJypx+yqd1ycRT1m1yA5QhDQ7mDGr2uQ7E+Mjb5sTc11pKbYyJu1tva8tno1GrRazL/6aovuzfM6x3ZbSgp21tf7PAAnIv+nUCgAGG6YLV68GGVlZVi2bBneeuutkFi+xxEpKSkQBMEi63f11Vdj5syZPhwVOWrlypXIyMiweGzNmjU+Go3/iYyMxNNPP42nn34aP/30EwRBwNixY5HSWd5WVlaGn//851i5ciXCJEwskHUMbCWm17ehtnYTyspisXRpBvR66x+Km5vDsXRpBqZOrQCwCampd0Mmi/To2Awf0A3/sci8/FndWgAkCALm5uRg/I4dyFEoLALeYQkJXsnaZqhUyFCp3D6OMUg+19CAR/72Nxw4fRqD09Pxwa9+1WNg1DVI9hfmjb5eLC7GLfmW69AGQpa6K71ejzfWrLHI1hqN690b1yUmYt7hw3gpOxs/27mTWVsisqmystKiy++jjz4KhUKBc+fO8QNsFzExMWhpaTF9z2xt4EhPT7e4MREREYH4+Hgfj8o/DRo0COvXr8fs2bOxfv160+P//e9/MX36dLz//vs+HF1oYGArMY2mHKLYgVWr0mwGtUZ6vYBVq/pg1qwyaDTliI3N9ejYfFVj29NSMMMSEtBsNk/am1lboOespKMyVCqoz5zBgdOnTc2xzjc3B2xgZL7G8FtWpuZKOZXbW6xla40EQcC8zhstEAS/mDZNRP7pjjvuwDfffGOxLmtbWxtaWloY1FqxZs0ajBkzBoDh39oZM2b4dkDkMqWLywKGijFjxuCll17CRLPPrh0dHfjrX/+K66+/Hg888IDvBhcCGNhKSBRFNDUdgVqt7Db92Jbm5giUlipRUHAEMTE5Hv0A7asa256WgjEGsd+eO2fqTOytrG1PWUlnj+UP6/JKwZHnIuVUbm+wl601Mk6PZ9aWiGx56623sHbtWqs/a21txc6dOzF8+HAvj8q/3Xzzzfj973+PP/7xj74eCrlg4cKFmDNnDnQ6HbsA9+DPf/4znnrqKas/+8UvfoEnn3zSaqMpkga7IktIFFshik1Qq51rFKFWKyGKTRBFz9bjhJvF2t6qsXWkuZAxmJh7+LApq2wMeD3dIdk8K+lux96u3YH9qQuwsxx9LhkqFa7p39/pr3QJpn87y5Stzc213705Jwc76+ossraudkhed/AgrnruOaw7eNCdoRORn1i5ciWeeeYZi8fCw8MRFhaGsLAwDBw4EOfPn/fR6Pzbgw8+CADshhyA7rnnHnR0dCAnJwdXXnmlr4fj1/bs2YM+ffoAMNTfmtPr9dBoNDhz5owvhhYSGNhKSK83pEG1WudeVo0mrHP/9h62dI/5h3lv1dg6vBRMZzDx7blzpsfNs7Z6vfSTp7tmJd0JYmw2x3IzMPKFYHouRo5ka40ssraDBtm9OWEvcO06GyAQXzcKbYIg8KvL16RJk7q9l3U6HTo6OtDR0YGjR4/i5z//uUPHclVxcbHPXwdXvnJycgAAP/74o8/H4uqXu3w9fle/MjIyIIoiDh8+7POxePvaOft+++ijj1BVVQUAVhvI6XQ6U90yv6S/ZpyKLCGZzPByRkU5F4RFR3d07u/ZqZnerrF1eimYzqztuN69Tb/UxmnKX+3bhzuuuUbS8XWdIu1Ox16bzbH8oAuws4LpuRjZq63tShAuNTWDYLvWtqdp7D3VKBMFgmXLlvl6CH5j9+7dyMzMRGJiotvHmjJlilv7B+p1mT9/Pl588UVfD8Mlb731liTHmTFjBkaMGCHJsbyprq5Okt99X/C391tVVRVaW1tx+eWXS3rcYOLq+42BrYQEQQ5BUCIvr9Gp6ch5eU0QBCUEwbNdkb1dY+v0UjCdwUTXWtvhSUl4deVK3O5AUOKonrKSztTF9tQcK5CaEAXTczEyZmv7x8Q43b3ZXq2tvcA1mOqtKbRNnjzZ10PwG1K+Fu5+0A7U6xKo4waA5cuXS3KcESNGBPTrEIhC9f0WyFx9vzGwlZAgCFAqs5GXtwcKhc6hBlIKRTtyc5ugVA7x+Adeb65j69ZSMF2ytp7IFEqZleypOZa1Y0rViVlqrjwXf7d23z5cbG1Fgyg6371Zr8fo5ORuAX1PgauUswGIiIiIqGcMbCUWHZ2JhoZ9KCystLuOLQDIZCIKC6sgCGGIjs70+NgMgYp31rF1ZymYFp0Ou+rqENnZCVnqtU+lzEo63BzL7JgAJOvELCVXnos/jNseURTxx5UrURAXh39cdZXd8YqiiIf37gUA/PuaayAIAnrL5YgKD+8WmNoLXMddcYVkswGIiIiIyDEMbCUmk0VCpboJwAZMnVqBVav6oLm5e+2sQtGOwsIqZGW1QKUaA5nMs9OQAe/W2NpaCqZNp0Phm2/iXHOzzX3PtrZixObN3R6Xau1TKbOSjky37npMAH5Ze+nKc/GHcdtj/pyGOFAb9EZBAcbv2IEddXW4PikJ51pbca611eLmyq0FBT021wq2GmUiIiIif8fA1gPk8jSoVGMAbMKsWWUoLVVCrVZCowlDdHQH8vKakJvbBEEIg0o1BnJ5mlfG5e0a2wyVChlWlnXZ/cc/+mztUymzkk43xzILfPyt9tLV5+Lrcdvj6nT4/jExmFFSgg4rXYzbLlzAV/v22Q1cZ37ySVDVKBMREREFAga2HiKXpyE19W5oNOUoKDiC/PxLa1YJghJK5RBER2d6JVNr5M0aW3tsBbzeIGVW0unmWJ3HBNBj7aW3a3BdfS7+nH10Zzp8alwcvpg1C5Hhlv9E9lIqMfmdd2wGrtclJWH32bP48rrrgqZGmYiIiCgQMLD1IJksErGxuYiJyYEotkGvb4dMFgFBiPRJtsabNbb+SMqspDvZwAttbbi1Vy+b5+lpGRmpudXoy4+zj7amwzuid1wc0q3cfPnmwAG709jnGW9e2Hg9mLUlIiIi8gwGtl5g6O4rh0wm9+k4vL2Orb+RMivpTjYwRS5HuyhCbuM83l7/1J3nIlXds6dIOTvA0Wns1yUmYt7hw7its7O3OWZtiYiIiDyDgW0I8XaNrT+ROivpbDZQFEU8/Le/AY2NWDt8OORhl+aCm2fxzBsTeasG193Mpr8GtVJzdBr7PCvrMZtj1paIiIhIejJfD4C8x7xc0Jc1tr5gzEqWd2YlhzjwNXTjRpS3tOBMZ1ayqwyVCtf07+/Q1/nmZpScPo038vORERNjcRxjFm9neTleW70aO8vLMTc72+JxYzdlT3HmuZh/WZuuG4ycnsaemIi5hw9bzJIwcue6rjt4EFc99xzWHTzo1H5EZGnatGmIiooyfX/kyBEkJSUhJiYGL730EprtdO43Onr0KHr16oXs7Gy89tprpscnTpyI5ORkj4w7FJhfl6NHj6KoqAhyuRzZ2dnQ63ueb/bjjz/irrvuglwux7PPPoumpibTz+655x4kJSUhLy8PL730kunxiRMnSvocQlHX95RRU1MTBEHAwYMHodVqO2cxWn798pe/tHvsvXv34vbbb0dkZCQGDhxocU35XnNP12vW1taGBx98EG+++abDx2hra4MgCN32KSoqsvlvpKcwYxtCQrnG1pdZSWc6Mb+xZg2uS0zk+qd+xulp7J1Z278cP47rk5K6beNKjbK3a6+J/IEgCDh+/Dguv/xyj51DrVbj2muvxc6dO3HZZZchJSUFu3fvxtq1a23uc/bsWdxwww3YtWsXSkpKMG3aNPzud7/z2Bj9zenTp5GRkWH15p2UbrjhBlx11VVobGzE119/jenTp+O9996zu8+oUaMwceJE1NTUoE+fPtiyZQt27NgBtVqNc+fOYfPmzTh06BAefvhhzJs3z6Pj90enT5+GTqfz6HvK3MyZM01/j4qK6vY7IwgCpkyZYvcYw4cPx1133YXa2lps2rQJt956K3bu3OmR8fojb73fAOC2225DW1sbBjtYKlVXV4e77rqr2+Nnz55FQ0OD1/+NZMaWQoavspLGoMiYhbXGmMVr0Grx89TUbsvIeCNr6898mam0No29py/zZYNcmQ1gjXntdaj/PpD/mDBhAhISEjBq1CjTY9u2bcPPfvYzREZGYvr06aitrQUAjBw50mLfd999Fxs3bsSECROQlZWFwsJCJCUlYdSoUfjhhx8wfvx4AED//v0BABcuXEBmZiaio6MxYcIE/PDDD5I8h/Xr1+OVV15BQUEBlEol/vnPf+Krr76yu09BQQGGDh2KAQMGoLCwEHv27MErr7wiyXik8OOPPyIxMRGjRo3C119/bXr8Zz/7GRITE3HZZZdh+vTpAAzXJTU11bTNu+++a/o/KCsrC0ePHkVSUhLi4+NNr3lGRgYAQ6By4cIFzJw5E9HR0ejdu7dk1wUAhg4dim+//RZyuRyFhYV4//33e3yd//3vf+Ozzz5DXFwc/vKXv5gCoPXr12Pz5s0oKCjAlClT8M9//hMffvihZGOVyoQJE0zXzsj8PXXZZZf1+J4CYPM9lZGR4fH3lFGfPn3szn6YNWsWzpw5g7Fjx9o9Tt++ffHZZ59BqVTijjvuwK5duyQdp7uM77eEhIQe328AbL7fJkyYgKNHj6KwsNDm+w2Ax95vhw8fxvfff48FCxY4vM/y5cvx/fffd3u8oKAA3377rdf/jWTGNoSEevMoX3B2CuuwhAR8efYsfj9okOkfulDP2vo6U+mJZYOMHJ0NYP575E/rH1NoGz16NDZs2ACZTAa9Xo/bb78da9euxaRJk3Dq1ClERUXhk08+QXJyst1MQ2RkJMrLy1FWVgYAWLBgAa677jqIomjK2Gq1WvTq1QsdnWvWNTY2YsCAATh//rzbz+O3v/2txfdz5sxBQQ/LrNXW1uLGG280fT9o0CB89dVXeOGFF9wej7tGjx6NU6dOoa6uDnq9Hv3798fJkycxbNgwbNmyxfTh+JNPPukxsCsvL8fevXtx4cIFAIabrbt27cIzzzyDBQsWQKvVIiwsDI888gg0Gg0Aw9TQl156qdvr6qzdu3dbvMYAkJKS0uPrPHXqVABAdXU1HnvsMfy///f/AFhe5+rqasyZMwenTp1ya4xSc+Q9BcC0goI9tt5Ts2fPxvTp0z36ngKAJUuWYNGiRZgyZQqWLVvW7ee//OUvsWzZMixcuLDHY9XX16OwsNAURPWU4fUm8/cbAFx22WUoKCjAuXPnrL7ffvGLX9g8VmRkJPbu3YtVq1YBsP5+02q1aG5ulvz9BgA5OTlO7/P4449bfdx488XIW/9GMrANIaHcPMpXnJ3COj83t1vjoVDvpOvtLtFdeWLZIGd1/T0K5d8H8g/Nzc3YvHkzZDLDxC+ZTIa1a9eirq4Oo0ePNn2Y6ykTY02fPn26PRYZGYnevXvjiy++wB133IG4uDjJPoCbu3DhAhoaGvDll1/2uG1kpOU69BcvXpR8PK7YvHkz7rvvPgCG63Ly5EnU1dVh9+7dFvV0Y8eOxfPPP9/j8bpew8rKSovve/fujZUrV+K9995DRESEZNdFo9F0e40jIyMdep3LysowcOBAvPHGG5gxY0a3nxcWFqKhoQFhYf7TcMTR95QrfPGe+u1vf2u6IWLNRx99hDlz5jh0rP/85z+YMmUK5HLD6iINDQ2SjFEK5u83ADh58iQAw2c3a+83e4GtcTtzXd9vkZGRHnm/eYM3/o3kVOQQEsrNo3zB1SmsmbGx3RoPmWdtvVFj4S+6Zip99Rr4srmWtax/qP4+kP+oqamx+rt35swZi2l2vXuYqWJkHmAYP9ibk8lkqKqqQq9evfDyyy9DEASoJG5e16tXLwwZMgTNzc24+uqre9z+zJkzpr/rdDoMHDhQ0vG4ShRFxMXFWTxmPlaj3r17d/vQ3FVYWFi311nXpXyiqqoK586dw8svv4xrr70WKpUK//vf/1wc/SWZmZndxl1VVeXQ65yVlQVRFHHzzTcjwmxWzPbt29GrVy/885//dKhBmDc5+p5ylC/fUx988AH++te/2t3m6quvxquvvtrjsXQ6HebPn49z585BFEWIooj4+HhJxikFa+83axx5vwHo8f0mk8k88n7zNG/9G8nANoSYZwxDrXmUL7jViVmrRZtZ98dQrbXtWp/M14C11+Qf0tPTrX5YzsjIsPjwVlVVZfp71+xYdXW10+cdOXIk5s+fj+3bt6OxyyyK8+fPW+246sh0/Z07d6J///4O1+6lpqbi0KFDpu9LS0sxbNgw556MhxgDFnMZGRndXoeqqipkZGQgLCzMNB0VcO26CIKA+fPn44cffkBjY2O3pky2rsvhw4dtHjMtLc3iNQYMH47tvc6nTp3Cxx9/bPo+Ly/P4ue33XYb+vfv3+NUc19w9D1lzl/fUwcOHMCUKVMstr3iiitMQdqxY8dwyy23ODS+kydPIjc31+nn5S3W3m8AbL7fAHj8/Wbrutl7v0mt680Yb/0bycA2hLDG1jNsNTYyTmHd88orNr92z5+PK9LTcUVcHHbfdBP2jB6NPaNHY/uNN1qsdQuEXpaOmUr7Ndqh9lqQf4mIiMDmzZtxzz33oL6+Hi+88AI++OADxMfHY82aNbj33nvR3NyMYcOG4YYbbgAA/OIXv8Dvfvc7NDQ04JlnnsF//vMfh861c+dONDY24vLLL8euXbug1WqxY8eObpkMYy2vtS977rjjDtx888344YcfumWYBUGwaPpidPDgQRw6dAhlZWX47LPPMGzYMDz77LMOPR9P27x5M7766itUV1fjhRdegCAIiI+Px5YtW3Dvvffi+PHjWLduHYYNG4a///3v+MUvfoHz58+joaEBZ8+edei6GD+ga7VaXH755bjqqqug1Wpx4cIF6HS6bst52LouPdX0HTp0CGPGjIFWq8Vnn32GuXPn4tlnn8XWrVutBlf9+vXDQw89hEcffRQXL17ENddcg4SEBACG63zgwAHJGyRJxfw9Zbx21t5T69atc+s9lZGR4fH31KJFi7ptW1JSgvDOqYMffPBBt066tq5pZmYm3nvvPfz+97/HxYsXsXPnTtM19Qfm77f6+noIgoAPPvjA5vsNgFvvt8bGxh7fb7aumys1tIDta2PPwYMHMWbMGK//G8nANoSwxlZ6XRsbdf3HvqcprObr2w5JTMQ1CQm4JiEB6dHR3c4Valk6Zirtd9QOtdeC/M8NN9yAuro69OvXD+vWrcMjjzwCANi0aRPq6uqQlJSEhx56CN988w0A4MEHH8Rnn32GlJQU9OrVC6+++ipaW1vtnmPUqFF48MEHUV9fjy1btqCoqAjx8fH44osvrDakccXatWutrq9pFG6l+ZtKpcK2bdswYsQIvPrqq1i0aJEkY5HCDTfcgA0bNmDQoEFYt24dli9fbnq8rq4OV199NZ544gk89NBDCA8Px4MPPoj/9//+H1JSUnD99dc7ND30gQcewKhRo5Ceno4tW7ZgyJAhiI+PR3Z2NpYtW9ZjHaGjtm3bhrS0NMTHx+PVV1+1WHvWls8//xxlZWVQqVQYOnQodu3ahYsXL2Lt2rUYMGCAxTV+7LHHJBmnVIzXyHjtrL2nnnjiCbfeUw888IDH31M9qaurc2j6rtGHH36ITZs2IT4+Hvfcc49f3Zwwf7/169cPy5cvxyOPPGLz/QbArfdbfX29x95vs2fPhiAIGDFiBObMmQNBEDBt2jS7+5j/e2m+j0qlQlpamtf/jRREB271NzY2Ij4+HosW7UN0tNIb4yIPeOqpPWhtNVxupVxE4wcdPexBPfnmwAGM/9OfTI2Nvn7uOYeb+YiiiOtfegk1Z89i2bBhcORemAhgyo8/oldqKrbPmxe0HXGNrw3q6rB91CiL5ymKIq7fsgVITAzZ18BimxB4LWxpvHgR8b/8JRoaGpz6kESOcaTzaqCaNm0aVqxYAa1Wa3e7jIwMbNiwwanasIkTJ2Lr1q12m7q489oWFxdj8uTJLu0bCKKionq8LnV1dRg8eDAqKiokOefEiROxcuVKu9sUFRWZbhK4ShAELFu2LCivn6PvKVtcvabJyck9NlDi+822YHu/sStyCDF86DW8sVlj6z53l2BxZxmZts71Tx1ZKiYQ2esmHSpdgR3pqB0qrwWRr0j1QY6klZiYyGsTZHhN/VcgXRsGtiGENbbScncJFneXkQnWoNaRtX+DfW1fZ9c/DubXgsgTFi9ejMWLF3vk2D1lIsg+VzN+7uA1c58n31P2BNJyN/4o2N5vDGxDSDDU2K47eBCzP/kEbz7wAMb6sKthT42NHA0wMlQqZEi8ZEWgY6bS+fWPg/m1ICIiInIEm0eFkEBfx7anRk2eZt79OBgaG9nq5uxLrmYqg6kO0K31j4PstSAiIiJyFDO2ISTQa2yNwaSxUZM3s1PmQfULy5ZBEIQel2Dx52mhXW8S3JKf7xdjZaaStddERERErmBgG0ICucbW3UZN7uoaVAMI6MZGvrxJ0JVxevkb06Z1y1T2xDxT6c83EpzB2msiIiIi5wVFYGtYeLgVer0OMlk4BEEeFB9wpRbINbbuNmpyh3lQ/WZ+Pj44eRKDlMqAbWzk65sEXcdiyoQXF6PywgVmKsHaayIiIiJnBXRgq9e3QaMpR1PTEYhik+lxQVBCqcxGdHQmZLJIH47Qv4SHAx2dS9cGUo2tVI2aXGUeVH9XU4MGnQ7zc3ICtrGRL28S2BqLMXP8ya9/jby+fZ0+DjOVRERERKEtYAPb1tZK1NZugih2QK1WQq1Oh1YrQ1SUHnl5jcjL24OGhn1QqW6CXJ7m6+H6hUCtsbVWd+mtgMw8qL61Vy/csGULhicmBuwSLL6+SWBrLMbM8V++/Rbb583zm9eLiIiIiAJDQHZFNgS1G1BWFoWFCwdixYp0qNVxOHZMAbU6DitWpGPhwoEoK4tCbe0GtLZW+nrIfiEQa2ztdcn1Rldc8+7H39XUYGddHebaydYaeatDsrXOxva6HftTN+euYwmkjtJERERE5F8CLmOr17ehtnYTyspisXRpBvR66wFGc3M4li7NwNSpFQA2ITX17pCflhyINbb2uuR6OmtrLVvrT42NrHU2BmCz27GjNwm8kbV1JXPsL2sYE4USzp7wT7wugWvKlCmYMmWKr4dBTuD7LXAEXGCr0ZRDFDuwalWazaDWSK8XsGpVH8yaVQaNphyxsbleGqV/CrQaW0fWNPVkQGYeVLeLIk5rtTit0fhNYyNrnY0B2Ox27MubBLbG7uj0cn9dnogomHFNZP80efJkTJ482dfDIBfwPRV4+H4LLAEV2IqiiKamI1CrlWhudmzozc0RKC1VoqDgCGJiep5CGswCrcbWkTVNPRWQdQ2qBUHA9lGjUNPWZrHNw//7HxAXh3//6lc2x+iJxka2OhuLomi12zEAn94ksDV2RzPH/rQ8ERERERH5nwALbFshik1Qq9Od2k+tViI//wxEsQ2CIPfQ6PxfINXYOpKtNfJEQGYtqM6IiUFGTIzFdm/k52P8jh0439zs1UDLVmdjAFa7HQPw2U2Cnsbe0xj8aXkiIiIiIvJPAdU8Sq83FIZqtc4NW6MJ69y/XfIxBZJAqrG11uTIFqkbD7kaVHtripGt+tRhiYmIDw/Hrb16WYztpeXL/eb5ODu9XBRFNpkiIiIioh4FVGArkxkSzFFRzuUbo6M7OvcP7XUuw83y8/5cY2sMfswbNfX0Zd6oyd2AzJdBtavjEwQB83Ny0KDT4buaGoux7Tp2zG+ejyOvrfkYvjlwwG6TKdYrEREREREQYFORBUEOQVAiL68RanWcw/vl5TVBEJQQhNDuihwoNbZtOh1O19bidEuL1xs1WQuqe+Lp7sfWxmezPjUxEXMPHzbVBd/aqxfiw8ORFBnp8+fjSiZ81iefoLSqym6TqTCZjN2SiYiIiEJcgAW2ApTKbOTl7YFCoXOogZRC0Y7c3CYolUNCvh4vUGps5RER2P7yy6hpbHR6X3cbNfkyqHZEj/WpOTmGgO/cOdyWkoJ2UYRcJsPxixd9/nwcaQZmZB685igUNptMvbR8OQRBYLdkIiIiohAXUIEtAERHZ6KhYR8KCyvtrmMLADKZiMLCKghCGKKjM704Sv8USDW2GSoVMlQqr5/Xl0F1TxyuTzXL2srDwvDj6NG4Y+fOHrs3dyXl83E1E94/JgbWRtu1YRa7JRMRERGFtoALbGWySKhUNwHYgKlTK7BqVR80N3f/8K1QtKOwsApZWS1QqcZAJgvtachA4K1j6yu+Cqp74vDyR12ytv1iYnzWvdnInUx4RnQ02vR6yMMsf2mN06wHKZXslkxEREQU4gIusAUAuTwNKtUYAJswa1YZSkuVUKuV0GjCEB3dgby8JuTmNkEQwqBSjYFcnubrIfuFQKmxpe6crk/tUmvb05JI6w4e9Gid6pYjR6CMisJ7Dz+M6zJ7nj2x/ehR/Pajj/DnK67AxLS0bkEtAHxXU4MGnQ7zc3K8tlQREREREfmngAxsAUNwm5p6NzSachQUHEF+/hnTzwRBCaVyCKKjM5mpNRMoNbbUndP1qV2ytvYCP1EU8WJxscfqVI3HLz17Fh9v3ownbrnF7vFFUcST//43hicl4ckBA6xuK4oi5h4+jOGJiVa7JTNrS0RERBRaAjawBQzTkmNjcxETkwNRbINe3w6ZLAKCEMkPtVYEUo1tKLKVNXWnU/Ozhw4hOdLwfrDV7dgYNHuqTtXZ4zsSxH977hx21tXZ7ZbMrC0RERFR6AjowNZIEAQIghwymdzXQ/FrrLH1X/aypu7Up0YIAoZu2mTxmHm3Y/Mpzp6oU3X2+I4E8aIo4tlDh3CdWbbWiFlbIiIiotAUFIEtOYY1tv7LXlbTVqfmsw0NqGtpsXvcpNhYpMTHWzxm3u24a3ZU6oyns8d3Joi3ueQRs7ZEREREIYeBbQhhja1/ciSr6YlOzdYaUkmZ8XTl+D0ttySKIh75298QffGi/SWPmLUlIiIiCikyXw+AvIc1tv7JmNWcm51tyjju7MzaevO8ACQ9v6vHz1CpcE3//la/zjc348Dp05hndsyuvPkaEhEREZF/YGAbQsLN8vOssfUPPWU1zbPsnj6vkRTn98TxnV7yyMOvIRERERH5Dwa2IcQ8w8UaW//g6aypM+c1kuL8nji+vWN2xawtERERUWhhjS2Rjzia1ZS6TtSRzKc75/fE8d1Z8oi1tkRERETBj4FtCGHzKP9ib71WT3b3dWSdWHfO74nju7PkkfnyRkREREQUnBjYhhA2j/Ifns6aunNed87vqeP31C3ZHvPljYiIiIgoODGwDSHh4UBHh+HvbB7lW57OmrpzXnfO78nje2LJIyIiIiIKDgxsQ4gh0DBMR2bzKN/xdNa0p/N6qk6VdbBERERE5CsMbEMIa2z9g6ezprZ4uk6VdbBERERE5CsMbEMIa2x9z5dZTU/XqbIOloiIiIh8hYFtCGGNre/5Oqvp6TpV1sESERERkS8wsA0hrLH1PWY1iYiIiIikx8A2hLDG1j8wq0lEREREJC2ZrwdA3sMaWyIiIiIiCkYMbENIuFl+njW2REREREQULBjYhhDzbrqssQ0+6w4exFXPPYd1Bw/6eiiSC+bnRkRERETuY2AbQlhjG7xEUcSLxcXYf/o0XiwutrjWgS6YnxsRERERSYOBbQhhjW3w+rakBDvLyzEzMxM7y8vxbUmJr4ckmWB+bkREREQkDQa2IYQ1tsFJFEXMXbECw5OSsKCgAMOTkjB3xYqgyGwG83MjIiIiIukwsA0hrLENTsaM5tzsbAiCgLnZ2UGT2Qzm50ZERERE0mFgG0JYYxt8zDOa43r3BgCM6907KDKbwfzciIiIiEhaDGxDCGtsg0/XjCaAoMlsBvNzIyIiIiJpMbANIayxDS7WMppGgZ7ZDObnRkRERETSY2AbQlhjG1ysZTSNAj2zGczPjYiIiIikx8A2hLDGNnjYy2gaBWpmM5ifGxERERF5BgPbEMIa2+BhL6NpFKiZzWB+bkRERETkGQxsQwhrbIODIxlNo0DLbAbzcyMiIiIiz2FgG0JYYxscHMloGgVaZjOYnxsREREReU54z5tQsGCNbeAzZjQzY2ORLJdjb319j/sky+XIjI3F3BUrMO6KK3oMGH0lmJ8bEREREXkWA9sQwhrbwNem0+F0bS1Ot7Rg6MaNzu174QLadDrIIyI8Mzg3BfNzIyIiIiLPYmAbQsLDgY4Ow99ZYxuY5BER2P7yy6hpbHR6395xcX4d+AXzcyMiIiIiz2JgG0IM0zQN05FZYxu4MlQqZKhUvh6GRwTzcyMiIiIiz2HzqBDCGlsiIiIiIgpGDGxDCGtsiYiIiIgoGDGwDSFcx5aIiIiIiIIRA9sQwnVsiYiIiIgoGDGwDSGssSUiIiIiomDEwDaEsMaWiIiIiIiCEQPbEMIaWyIiIiIiCkYMbEMIa2yJiIiIiCgYMbAlIiIiIiKigMbANoSweRQREREREQUjBrYhhM2jiIiIiIgoGDGwDSFsHkVERERERMGIgW0IYfMoIiIiIiIKRgxsQwhrbImIiIiIKBgxsA0hrLElIiIiIqJgxMA2hLDGloiIiIiIghED2xDCGlsiIiIiIgpGDGxDCGtsiYiIiIgoGDGwDSGssSUiIiIiomDEwDaEsMaWiIiIiIiCEQPbEMIaWyIiIiIiCkYMbEMIa2yJiIiIiCgYMbANIayxJSIiIiKiYMTANoSwxpaIiIiIiIIRA9sQwhpbIiIiIiIKRgxsQwhrbImIiIiIKBgxsA0hrLElIiIiIqJgFN7zJpcyfVpts0cHQ54VHq5BR4chVysPE9F4scPHIyIicl2jRgPAcjYKERERhSZBdOATwenTp5GRkeGN8RARETmloqIC6enpvh4GERER+ZBDga1er0dlZSWUSqVFAyIiIiJfEUURTU1NSEtLg0zGyhoiIqJQ5lBgS0REREREROSveIubiIiIiIiIAhoDWyIiIiIiIgpoDGyJiIiIiIgooDGwJSIiIiIiooDGwJaIiIiIiIgCGgNbIiIiIiIiCmgMbImIiIiIiCig/X8N2fJVCfEh7AAAAABJRU5ErkJggg==\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x400 with 2 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+CmVuZG9iago4IDAgb2JqCjw8IC9Gb250IDMgMCBSIC9YT2JqZWN0IDcgMCBSIC9FeHRHU3RhdGUgNCAwIFIgL1BhdHRlcm4gNSAwIFIKL1NoYWRpbmcgNiAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0gPj4KZW5kb2JqCjExIDAgb2JqCjw8IC9UeXBlIC9QYWdlIC9QYXJlbnQgMiAwIFIgL1Jlc291cmNlcyA4IDAgUgovTWVkaWFCb3ggWyAwIDAgNjg0IDI1MS40ODgxMjUgXSAvQ29udGVudHMgOSAwIFIgL0Fubm90cyAxMCAwIFIgPj4KZW5kb2JqCjkgMCBvYmoKPDwgL0xlbmd0aCAxMiAwIFIgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicdL1frjRLcuT3fldxV/AxMyL/Ps5IAJ8lPcwCBiRHBDnAkIC0fblnhluaWZS60egbvz5dVedUZoZFhJv5P/zv//T//N///Z/+z3/8r3//b//XX//wjf77f/61/v2v8Z9/+Xv5+1/jP//v3+vf/xj/+Ze/lhj9+1/HtcV//9vz321f/2zXtbY9wKLD//HXX//81z/8l/g//mf8/D/+df5pf+d//v2vvq5/9qPHvx/wbwxau/7cR7D8XzB4Xut//V0v0ZftTz/q3/Fj65/z+Ps//unv//b3//z7H/5Le98y/v3nqH+df//Hv8Qv8a/PR/nxv/0Vb7gv23Fc40Oef67l7v0cH/H6s67bsuwYbut1nB3Ds/W+tTG8/yztWlaMem/HeWF49LNvB4b31pa1Xnhd/rT8FP0b7/va9/UbX/ux1DvFH249luO6vvF27H0/vvF5LkvDy7c/y7kdd//G/bz7sX7j+F6Xdn/j+7qOG6/f/7T4qxzHN97va+nbN76Xdi54/e1PW85+rt94X9vS7298rce54PX3P2tb+3l8460dy7Z947Mv54rXP/4sfe/X+o17fE3b/Y2PbTvX8xvf290vvH78174t+/aN9/06W/vG19H7jdeP6+C4lv3+xtvZ4t/f+DzPfuP141K42nJs37jnddO+8XGv9L/ed3yd9ept+dOX/PN942PJj/uN7zV+oP7/cR+0dTtxHcZ4X+9t/YZX25YTL9/ij32d2/mNt7iKcS3G+OzXcuHl+59la+fevnHnd+t/jr0tuBZjfO/HuePl41o41g3XYoz341hwLcb4OpfzwOvFtXDuW/+G27UsuBRjfF7beeDl41K47q3v37jH745LMcZxHZ+4FNv5Z4kLd/uGfblWXIkxPtZ24kqM8b2e24aXv/60ePDgSozxnnf5+o2vvn4/fv9Z4zZbr2+8xVeBCzHG57Zve/18X/4s+7K2/o37vp24EGN87PeGCzHG97HF14lHavyxr/P+HrF/9nzqbN/4ig/b8fpxLVz00IrxduWT4hufd9yZeP24Fu64E45vvC157X3jc4lvG6+//Vnij7uu37iv+Qt946PlC3zju23xbKjxHn/ue8O1GOM9L9X2ja9+XQ2vf/yJN9+u+xtv8XK4GGMcF/LV8PpxNezndm/fuB9txcUY44MeyzG8z3W78fJxNZzHiosxxnvcObgYY3xde0wwNY7L4V7Ws33jjX+7uBrue1/q5bflz7ps63l+4y1uNFxdMT5zkqj//7bGX/uKL/Qb95hM9294xH2MizHGd2/rhZdvf1o/LlyMMd7zb92/8bUd642X73/WfcG1HMO4kHdcizE+j2W98fJxLRzbdezfuB/3jmsxxseZk+I3vs/r+3RxKVz50P/G+5UP2W983fFcw8vHpXDTgyTG+5K37je+aArdzpjq49Kk8bbmpfCNz3zK4eWvmO3j1+3fuPd8/W98xIWIKzHGd79jlqnxHTP+1nAlxnjPH9++8ZUzer3+HtfCfrW+fuPtaBcuxRjHQ3E/6vVDky0xoUFsxTjm1xuXYoyPvDHaN76vo2HW2ONiuJcb12KM9/j4uBZjfIfCgKDZQyLEBIxrMcZxIe+4FmN85SyA19/i733d6/2Nt9Z3fN0xPuNGhaTZ95jyWzwcvnHItB0XY4wP+nPG8I7HGBTNfsSMv+64GGO870fDxRjjKyclvHxcDgcprhhv54IJP4ZnPDYgaPa4GuKpu5zfuF85aX7jI7/c/o3v1F94+bga7gu3Tgzjre+NxndMkdAzR8jFle7sGO9r3kvf+MqnWL38EXqxHfhjxHDr+eV84zMuNfx2R8jFVIP7N44Z88a1GOMjh+s3vr8b7YgrYb9uXIkxFtkf4yseqZAzR1wJZ7uhqmO8xQSMKzHGJ134R1wIIU0hrGMcQu3AhRjjIz9bfZNHCITUD/0bx3sfuBBjfIRcwIUY47iKbzwYjviv9T5wIcZ4b1vHhRjjK+9DvH5oxZTK6zfe+tW/P35oxa3dEDRHaMXQM9DWMe57Liu+8bGnmP/Gd0459fpnXAtHitVvvJ8pD79xPBQPKJozroWLFNCZi7fUHN/4zG8Prx8XQ1y40NYx7ndOYt84hP+BaeAMiZBT4PaN+5pPxm8cFzIURgzveExB0ZwhFxvdaTHee17b3/jKiwkvH3Ix5V77xqHWzm907vHp8OpxMcR8DGkd43jrE9dijI9j67gWY3znQxOvHv9F65oY7ufVcS3G+IorG3LmjGshtef+jbe7dVyLMT7z3fHyoQ9IHsRwW46OSzHG57ou+O2uUIv5CN+/cc9VVv/GR9sXXIoxvulGu0Is9q3jSozx3u8FV2KMr/xb4OVDLIZYgbSO8bbnsuwbh+yHFrziQogJBdI6xv1Ipf+N4yo+N/r5O297vHxcCanM12+8XynWvvEVXw3kzBVXwk16JMah1E5ciDG+YkkJOXOFQMgJbv3G8eYnrsQYn2s8xPH6oRVbPDaPb9xzpbB946Pnk+Eb33GpQM9cIRY3uvJjvG95sX3ja4+vF68fF8POf8+4GnJN3L6xLFV4vMUj63IY7xWLBYNXricOgTGXxRIifm+F8avH30pZ3JohugyeIdLOzWB8Edeu75NiOO6ey+A2ffT4h/iaF4exRI+loMA17oi4Ro7DaVym53Y53Z+7wWAo5HNtTuMHj9vebM0LLp+sRvNb3i+nx/TXD3gdzzQtNB648YhbNqcxbe3X4XRvj+ozGrfJvjuMtcve7c1Cw9/PEsJoCP94CafxF4+52en1LkmFhtgPvbetTntMPa073Z/tGKfxXnElOY0Hcj7Qheat/2yXGY0bOv7l9IhlxLo7jesmLgelR8q6dt5Oe8yXx+o0pu24/53GAr+13el9xHLC3i00Zyji63a6xcrkXJ3GnB9fp9Pr2TdUmuI0Jo7TaaiQuKed7u156Bo9QzEe3WnoomWzd7tzzssJ3OgWD9vldnrMj5U1lz7TndmW3MP0qzpoywvidLq/iwujZ36I1ekdC6nL3i1V0rNYNRoT8rWdTvMF2u00ZFVufQjNndi4oLrTUPvnuTsNVZ87aUbzrui301x+NHu3nts7uS9rdFu2WOg7jfVQbosbzT/DZu8Wd/e55ALAaCzQjrU7jcfLbs+SoPFA3e1ZEjRWJbs9S3JH8Fp2e5bkxmCswO1ZEjQ0x27PkqDXlnsPSuPuji/THp5BY+FrF3XAfX3mdqNnCGl7eAaNWaHf9mZxc79S0ei2hD51GHNCnisYvbZn3SE07u1Q/8vhNC/I63K6r35jBjx7PJ+a01jRxWdQGrf2+eyJGA0NGZO209zZm2AIqtxeY5qbnjHBb5vTFrNjO5zu736t0bP7wyX3Rvd4xtqbxY19Plv/RuML8y8i6BFXnv0SuYdq/++4qY9JtQRt1zTnB42r0yVX7rO2SXMFvTd/Ova4p89JdQUN3e+yq+daa9JdQfNCNOGVW7X79Ds8GtylV9BcQ/lfIXdsJu2VO7rbpL163NKHP+H7s5J37RU0HimuvZ6N30l79VzeTdoraPxt/XvI7cBJe+X+cJu0V8/jo0l79dwimrRX7iBfPkvlNvI6aa+gV5+0V79yiera69lpnrRXz/XkpL16nktO2itoLuPteZk70sekvXqeV03aK2hukZn2Cnr1SXtteZAxaa+goVZde+W29j1pr2dze9JeQe9t0l5bnodO2iu3v69Je+Uu+DJpry0PySbttcWNvU/aK/fJz0l7BY0vzbVX0FjjuvYKevdJe+V++jFpr6D9mrRX0GOZtFfQq03aKzfet0l7BY0f9adL0O2etFfQPPawqzo36PukvbY9N6pdewXt16S9gh7LpL1yJ79N2muLe3ubtFfQdkzaK2j8wq69tlzQT9or6N0n7ZXHAfukvYLGY8+1V9BjmbTXlvuCk/bKY4Nt0l5B2zFpr6DbNWmvoOc6aa/neGHSXltuIUzaK2g/J+2VBxD3pL3yGKJN2mtf8kjYtdeeO5GT9sqDimvSXnlcsUzaK+jd/aLe4+beJ+31nGdM2ivofk/aK2hMYq699meX26b8PPY4Ju2157HopL323PmctFcejLRJe+3PWZndmAH7OWmvPDm5J+31nJ9M2muPW7tP2mvPI3eXLXnAck3aK49Zlkl77XkMO2mvPbdaJ+2VBzGnP1wC7vekvYJe66S99izmmLTXc2Azaa+g20TOZdJeQe82aa881Nkm7bXnme+kvYLGU8yejgGvddJeefjTJ+0VtO2T9tqzcmTSXnk8dE+/Q9zSbdJe+50n3K69guZqyrRX0P2atFfQeBLbE/6IO7pP2ivPmfZJewXdzkl7BQ1F59rryFoV/x7yOGqbtFfQ3Nhfpp/NFaE9PoJey6S98tyq+SwVME/+7PERdDsn7ZUHW/ekvfJ4a5201xF3dJ+015Gb3JP2yiOwa9JeeRC2TNrriFu6TdoraNsm7fUclU3aK2jMyq69gt7rpL2OuKf7pL3yTG2ftNeRJ+6T9jpyW33SXnnq1ibtFbRtk/YKuh2T9spzuXvSXs/p3KS9jrix+6S9gvZ90l55fndO2itP8ZZJex3Xs+Vv2uvIjfxJe+U53zFpryMPfiftFfReJ+11ZLHQpL2e88BJewWN292115EFJJP2OuPebpP2ynPDbdJeZ5YVTNor6HFN2itoiCzXXnm+2CftFbTvk/Y6szxp0l55AnlP2ivPIddJewXN2jbTXkG3Y9Je51Pl6NrrzEKGSXudPYvkXHvlWeY+aa+g+zlpr6DnPWmvMwuiJu2Vh5590l5Bt2PSXkGPa9JeQXPTyp4leTjaJu0VtG+T9gq6n35R5/npPWmvPEVdJ+0VNJbOrr2CbvukvfKc9fIpPw9bl0l7nXFvt0l7Be3bpL3yPPaYtFfQ8/Yb84xbe520V9D8AKa98th2n7RX0Cz8M+0VNG53ky15rtsm7RX02T3cnO7HpL3y6PeatNdzAOwPl4CtT9or6LZP2itPiM9JewW97kl7XVlE4qTPp3XXU9Xtc/6VZQXzUWPc1Mt81tiy6s8PG/O0eT5tjHv6nI8bW/wCk/a64p5eJ+2Vx9J9+h2yZmXSXkGfLVx7s7ill0l7XU8dg2uvoNvmT/hrew7C/Y+bx9uT9spD7nXSXtdTDOXaK2g8Uvx7yPrZSXtdWSQzaa+grU3aK8/Jt0l7XVk54bNUwOuetNeVpXaT9srj9D5prysrsyftdWX51aS9rrill0l75bF7m7RX0G2btFfQ45i0Vx7MX5P2in9a10l7XVn2P2mv+KcsFTTtFf90npP2urIafNJed9zUbdJeQZ8jge70OCbtFfS6Ju11r1kE4doraO+T9gr6/BLdaUzgrr2C3vekve6WtVSuvYLGl+baK+hzsNGdXtekve64s5dJewUNOeWPx6D7PmmvoOc5aa+g9z1prztu7fXTXqMoI2inLfxRuiEUBR5GRxmI0VEsIhQlJUZH4YnRUZ5idBSxCEWpi9FREGN0lM0IRXGN0VGCY3QU6ghFOY/RUfRjdJQGCUUBkdFRZmT09UgE3HpJZoJpUXgVM8HnTK0L3LNEe+hlgr2VXCaYBb7tNnieJZYJPg8AfaPjMXmcu8Gtl1ImGDPBEMoEr6t0MmA8iJeSyQTjYhoqmWBcpEMkEzyP0sgE77skMuD153l4dYNbL4FM8NhLHxO8zpLHgFkrV+qY4HOY2Q3uW2ljgjFlD2lM8L5KGReMd4lPPx45DLdeypjpsZcyZnqdpYw/uv7JstTzcpo1fNOPPqexzWlc7kMZM72vUsYfjSfvUsqY6dbHY5PhM3s0p6GyhjL+6OMHGcqYaV9LGTONCXed4HmUMmZ6X6WMP5quslLGTLdWypjpsY9HP8NnBrQ327PAdShjpn09pi8i/SfX9Evsf87p554jcXunuIeXUsZMt1bKmOmx+cMq6XWMueuD8Uy/Sxkz7WspY6Z7L2XM9NxLGTO9z+l3iFt5KWXMNK6NoYyZHlspY6bXUcr4o2mZG/Mvw0eGNKd7L2XM9NxLGTO9z1LGoOsSM5B/DwG3VsqYadxjQxkzjWf+rk+PkINZObnb4yNoFtvvDh8p1ZyeeyljpjmH3vYKLcsnN31SJo0V2aaPyqRPgcXqNB4Umz4sQ9JmCeW27E77UsqY6d5KGTM991LGTOPrHcr4o1tqgaGMmW5rKWOm8RAdypjpUyZi75YugVLGTPtSypjp3koZMw3ZMZQx00fW2rul16iUMdNtLWXM9OiljJnG6ngo44+ef5arlDHTvpQyZrq33aepoOd2+iM+aJa12+MxXa734k+X9Lquze/M9bE3TVd1KtxSxh+NW/t0iZU0S3aW1Wl8PyaykoaAM5WV9D5cZq0t7u3LdVbSbXWhlfTorrSSxg1gUmttaahyrZW03S62kj6VR6vTmEFNbiWNJ5HprTVNupcLrqTb4oor6bNQWp1eu2uuNc28p4uupO121ZV0X112JX3qp1anoQNMeK1tyypKU15Jt8WlV9KjTdor3cHTRd32LKJ07RW03ZP2Crqvk/ZKF3GftFfQe5ry25E1lK69gm7LpL3SbNwm7RX02ibtlUbk6cYM2O5JewWNOcG1V9CzT9orDcv7pL1aGlFctgTclkl7BU0bYGmvsXZanzrB72E2FlqKsSpzPJZwjsd6TzEWh47HStLxWHYqxhrV8VjQOh6rX8VYKjse62rHYxHueKzYFWN573jsBTgeGweKscvgeGxJOA4dFGJC8Z3FlyGR7glnecV2Tvg475gFJ3y/G6OK1yxD3fY24T1my5mG/ot5wnAuXFo6uhzvy5mRI47jGX/e/kFa2eTl8laMe0Fx3TdM6R5TjBtSMe5exbjVFddjgSk9QhTjeaMYDyfFeJIx/p56SvGEVIzHqWI8exXjQc34e6grxQSgGLOFYkwtjGkeUoxJSzFmOMWYDhVj7mRME61izMqKMYUrxnzPmMSBYigJxZAdiqFRFEPQMCb1oxhSSTF0lWKIMMKs2BRD3imGFlQM4agYKpMxSVLF0K+KIXYVQxkzJhmtGJpbMQS6Yqh5xZD+jGmdoBiLCsVYgSjGcoUxrW0UYyGkGKsmxVhiKcZ6jDEt3hRjpacYy0LFWEMypgWnYqxOFWMpqxjrXsVYJDOmFbViLL8VY62uGAt7xrQLoBhbBoqxv6C49iKUYt+CMW1yKMaOiGJsnyiurRaivC2jGHs4irHhoxi7Q4prJ4kp7TopxhaVYuxnKcbmF+Nvo0wpNtUUYwdOMbbrFGNvj/G3D6gUe4aKscGoGLuRjGnrUvH0tdBmqGLsnCrGNitj2pNVXPu3SrHXqxgbw4xpF1kxtpwV1/a0UmxlK8a+N2PaJFeMHXXFtfuuFDv1jGlbXzHOABTjwEBxHS4oxUEEYzq1UIwjDsU4D1FcZycf5WMWoTiREYrDG6E45xGKIyGidHokFAdNQnEmJRTHV0TppEsoDsWE4vxMKI7ahOJUjigd4AnFWZ9QHAsKxQkiUTpsFIpzSaE4whSK006hOBglSmeoQnHcKhQns3nAnxkvesQddHuy2AymDe3WE+M7C+WX7Tid9neNaDQu+2vpTu9cENtH2LMud90c7vlkvJxe+5XzutAjrUuZGGd0y+Ky7vSM5dRlH+F87N27w35lFpjT4/ViGL1zTW+vkP7wTJxyemTQ4ur0XmJdqPCOB9kTamQ0xMp2Tz8bD9n10I+QT48141L6hGMa2K0MInHovfU0Gk+31+3oOB6PuxVjJD4yOHKb8B0rxc0/SNaW56bKhPcjtyEmHPdDrOMNp6Fz+usl3jKszT9JFqrc1+6fJPMWtr35J9nSjZja3XEsia7d/1Rxid+5ljWckr6HUp3wkVGGbcJ3LPy7f5J8+pzr7Z8kUxMyU3XCVzv27p8k67xjcemf5IwnReZ3Tngs+hWnBSvWyf5JrrggMilywjHd7ZtfmWmQvtvqnySu+Qzs8U+SNZ3X7q8RF/3Z22ofJBXz+QTfOY47f/cXycCSTC61D5KS/tWNjvuTZeX0zGJY/yBZnLmHlJ5wXzNBa8JHhgX2Cccj/F78g/Q/7dnVcxqLsOb3akaM9H4v80+PyDqeKhRjXlGMSYgxzViKMb0pxlyoGBOnYsyyjGlKVoz5WzEme8VQBoxJRiiG5lAMgaIYakYxpA9j0kmKIaoUQ4EphlxjTNpOMYSgYqhGxZCYiqFHCbN4NQypaxzK2DiEtHDS3cZLpRuGpjeOJYBxrBiE0wLDeC1HDGPxYhxrHeG0NDKOlZTxWncZxirNOBZ1wmkNaBxLRuO1wDSM5ahwWr0ax2LXONbGxs8fP4sVt3BaoBvHet44lv/Ga7NAMG0tGMdOhHFsXBjHPofx2hURTHsoxrHlYhw7NMaxoSP82/4xjM0i49hbMo6tKOPYuWJO+1yGsStmHJtoxrHnJpy26IzXhp5hbP8Zx26hcWwuCqe9SOPYujSOnU7j2BgVTvuoxrHtahy7tMaxqWsce8DCacvYOHaYjWND2jj2r4XTdrdx7I4bx2a6cey9G8dWvXDa2TeOgwDjODcwjmMG4XQqYRyHGMZx5mEcRyTGcaIinA5gjOO8xjiOd4zjNEg4HR4Zx1mTcRxNGcdJlnEcfDHnczLjOFYzjlM44zi0E05nfMZxJGgcJ4jGceBo/D5mNSnHmcZx+mkch6XGcbYqnI5ijePk1jgOeo3jXNg4jpGF06mzcRxSG8eZtvHrx23B5+XGcbxuHKfxxnF4b/z+IVa4MMA46giMo+zAOKoUhH81DYZRAWEcBRPGUV9hHOUYwr/iDcMo9TCe/wBlOZacKxeSjAkoV6gTb3OVCq1+Jz4WyxMfa+uJj6W4cazcJ/6u8yc8JJ9xbCJMfOw5THxsUSj/djQm/u5/THjslhjH5srEx17MxMfWzcTHTo9xbAxNfOwjTXxsOxk/RoeCxNka4V19EL4zYXAsPgSXL01pNsl5lx6Cz14rD8H3Xvfyh3t+M3XRC94mclRIsOKrYoIZx4VTQcGK20V7dh8uh53Ss+KCFd8VGMy4ZRuYsdoQ3Cs0WPHx45fJhhW11CCcwdS10hDcKjtY8V7hwYrLL6j0rvhgxhlxX4sMwb0ChBUflSCs+PrxzeyZPTgWGIJbhQgr3itFWPFZMcKKy/3I9MgAwrG2ENwrSVjxUVHCiq/KEmac/VhqXSG4VZqw4r3ihBWflSes+K5AYcbZ26mWFIJ7RQorPipTWPFVocKM78wjHMsJwa1ihRXvlSus+KxgYcV3JQsTzp4xFS2suFe2sOKjwoUVX5UuzHjNaMLp4Re4Vb6w4q0ChhWflTCs+K6IYcYt8wmHUhLcK2RY8bHMT9ZsXNPnB9IWz4F9vocDt3O+7LO9TSUNKz4raljxXVnDjONBUGHDinulDSs+Km5Y8VV5w4z37B011gyCWyUOK94qcljxWZnDiu8KHWach5e1XBDcK3ZY8VG5w4qvCh5mHI+CSh5W3Cp6WPFW2cOKzwofVnxX+jDjK6MLd3/6ZGufyh9WfFQAseKrEogZZ5uPWiEIbpVBrHi756s++z/U8kDwXTHEhJ+OQbU4ENwriFjxsUxyYs9GMrUyILxmiuFYGAhuFUaseKs0YsXnOt3C+9OUaiwKCLdMMhxrAsG9EokV7xVJrPhqkzban/52Yz0guB21HBC8XbPS27Px2az0At99eh5l76N9VnqB+zkrvcD7PSu9PXsozkov+yT5C+zZgW9SR3t21psFReBzmaVeNlRqs9Tbs+Ha9GQN2s9Z6mXTpXuWetl7aZ2l3n7Wwb3jts+/TNz/1yz1sk/TMku9wHebpd4e9/82S71s5nRM00TQ/Z6lXuBrnaXefmfHyknqZd+nfZZ6gbdz/mbuXOxNUi+bQ7VZ6h1Lhh1OUi9wP2aplx2krmnOyz5S6yz1jiypmKVe4LbPUi+7TZ2z1At83LPUC3y3Weod7Wns5w/b7Ex1zFIv8H7NUi/wtcxS7+iZfThJvaeP1Sz1jqcuY5J6gY97lnqB73WWetnzapul3vE0uJ2k3vE4qCapF/haZqmXDbLaLPUCt32WeoG3c5Z6TxetWeodWdwxS73jyCzESeplq61jlnqB92uWekc25Jul3pE2rFnqZVuubZZ6x9OnbXogBT7uWeod59Pra7rss4XXLPUC932WesfT9HGSeoGvZZZ62e6rzVLvyHaAs9Q70ss1S73sCXbPUi9bg62z1DvjSdBnqXdmb9FZ6j39w2apl23EllnqnfEoaLPUC9y2Weplr7Fjlnpn9iKcpV7ge52l3tkyJnGSetmXbJ+lXuD9nKVedi27Z6mXzcvaLPUCt22WeoG3Y5Z62eHsmqVedjpbZql3bpmX6Fd90L7PUi+7oZ2z1At83rPUO/eMTJyk3pk1i5OeyMZpxyz1Ah/XLPUC38ss9c4jYxMnqfe0WZtu4aD7OUu9wOc9S73zzOTESeplR7Y+S73A2zGJozPrH2epF/heZqmX3dvaLPXO3G2cpV7g/ZyeR0+Ht1nqnXcmKE5SL3Drs9TLPnD7LPUCTxdTNoqcpd711FFOgiL7xW2z1Au8H7PUu3KTeHqyXtlzdpZ6T2+5WeoF3vZZ6gU+zlnqZQO6e/5lsn/1LPWubFI5S70razFnqZe96q5Z6l3ZvHCaJoK2Pku9KxvezlLvMU3PUi/wdc9S78o+qPM3s2Wy4iT10kp9zFLvyg6Zs9S79gxXnKTe9fRU9jkvDdb7LPUCH+cs9dJ3fc9SL33X6yz1Avc+S73A+zFLvbRjX7PUSzv2Mku9wK3NUi/wts1SL13a5yz1Al/3LPWuK8MWJ6l3ZavfWeqleXufpV7g85ql3nVn4uIk9QK3Nku99HRvs9TLTLpjlnqBr3uWeveSuYuT1Eur948jjcD7Pku9wOc5S717zezFSeqlA7zNUi/wts1SL/BxzFIvneHXLPXueA6ss9QL3Pss9QLv+yz1Ap/nLPXShXDPUu/OU75Z6qUPYZulXuDjmKVe4Ouapd4dD4JllnqPRWGWeoH3fZZ6gc9zlnrpXbhnqZfmhXWWevf+NKl3qRf4OGapl7aGa5Z66WtYZqkXuLdZ6t3ZjnmWeq/hYZJ6ge97lnp3duqdpd6dp3qz1EsvxDFLvTtbuM5S776yOHiSeoF7m6XenTkOs9QLfJ7zVZ+9oGepl/aJdZZ6gbc+S73Axz5LvfRVXK4nWtoqlknqJe5tknqJ922SeonPY5J6ie/bb+G2rE/D6t3fMRtRT1Iv8bFPUi/xdU5Sry0tK4PXmfY2Sb3E+zZJvcTnMUm9xPc1Sb229KwLtudR0q1PUi/xsU9SL/F1TlKvpY/jnqRe4u6vG0+AbZJ6ic9jknqJ72uSerHU+dOWSeol3po/WZMe+yT1El/nJPVa/NNyT1IvcV8nqZd47/MvE/f/MUm9xPc1Sb34ReKXmaRe4q1NUi/xsfk0kfQ6J6nXspLgnqRe4r5OUi/x3iepl/jc52/myupfl3otayOWSeol3tok9RIf2yT1El+Hz3ktm+Tek9RL3NdJ6iXe+yT12tMod5J67emUO0m9tq5Z9OtSL/HWJqmX+NgmqdeedrmT1GtPv9xJ6rWnlGaSeon3Pkm9xOc+Sb32NM2dpF5bs2vuJPUSb22SeomPbZJ6ia9jknrt6Zw7Sb32tM6dpF7ivU9SL/G5T1Iv8X1OUq897XMnqdee/rmT1Et8bJPUS3wdk9Rr2UL3mqRee3roTlKvPU10J6mX+JwrShLfcxFGyz66c91CexrpTlKvPZ10J6mX+Domqdeyl+41Sb3EfZmkXnu66U5Srz3tdCepl/g+J6nXsqHuPUm9xNs6Sb32tNSdpF57eupOUq9lU91rknqJ+zJJvcR7m6Ree/rqTlKvPY11J6nXsrPuPUm9xNs6Sb3ER5+kXnua605Srz3ddSepl7gvk9RLvLdJ6iU+t0nqtafD7iT12tNid5J6ibd1uuqzx26fpF7ia5+kXnu67E5Srz1tdiepl3hvk57IPrvbLPWy0e4xS72n0+4s9Z5Wu7PUy167fbqFs9fuPku9bLZ7zlLv6bY7S72n3+4s9bLh7jaJo2y4e8xSLzvuXrPUe1ruzlLvabo7S73surtPz6PsunvOUi/b7t6z1Hv67s5S7yklnKVett6tnxweWGHDLitsOGuJwYQrbPh1hQ1rLzG4gIUNw7CwUVIkbNiQicGxLGyYm4UNHzQxWKaFDXe1sGHEJgbPtrBh7xY2nODCxtkzsbKXCxpGdGHDsw72udsZDRs8o+GX/1D56pkM/z2jYdT/EBz9jMahBKOREcDozRL4CDIHGI1wAkYjxeBDiDtgNHIRGL35CR9BzgKjEcjAaGxaMRoRDx9CFgSjNzOCyciW+BBiBBmNwEFGI5rwQwgxZPSmHTIZsYgfQoAioxG1yGiEMjIa8Y1AX9AjoxEJyWiER34IMZOMRiAlo/ZGV34IIZeMxkzHaARnMhoRmx9CGCejEdvJaAR8fghRoIxGaCijES/6IQSRMhqRpYxGuOmH0lx2bHwtfYGpjEKPxUQuaDnaxvdBnkfYt5H9jkIjr4LW7dr4Psgjkvh6+D7I/ks9W5oJipk3biFCccU90pnJkY/BVVA6kW/9qWXdT74PsjdVXDZ8H+SJ1ZKl/YLiCuHb+jkbiye+oi3dFV3Qeukz6cw9urjVT0H7W9XGqJ2d/37ZYOyIr7oJOvL67oL6np9L0LJny3NCey5JOt8GeYIqT4NsvxYqkG+CM4u4Q6BvgmKijmW6oPbWPHwoLrYQinwT5Dmz3ojZn24NSdYELcvV+R7Is+/45HwP5OH5HYudU9CSDcP55bOHV2j6VdCWE2ATtMazmu+BLB54j8QY7fHIWE5BWT7Y6R2zouFYD/4Ss/YhD1qboJ5mmk1QXB8H3wRHrrrazTdB9myMi63dgtbeD74Lsjdku26+C7KJ5LtVyihWWem5+dDxlJfwXZBdLddUXIJ6Wn5WQcuS2QCEsiAnp1hB/c6ZS1A8226+DY48HGysBJ+uofngErSe+jjI7qRH3GW7oDx+ZEX6FEnlNUEoFko7q67sqrrlZxfUU/3oTy1btm8llI6R/eDbIIvJ0vB8CQo1L99hVq0+W2qM9rzHuqDck77oDbOULp7UfBsEOuJTsQLNoj3Vadmq9+4H3wXZ0ve6bv47ZB1hzGznLmg574PvgixZjJmH74L9KWpq+kMhJw++CbKK8lhuvgmy3jL+fKw7n7bKazzeCKXLI6ujBB1b4xXA/nSY2+8mKB5tN98D2U26XY3vgWw73dJUJWh9S+Y/lN2tQ4Svgvb8opugtqhazG7b8Szge+Ap/k1pI6jdqRcIrWX8YxTPtp2nqKfLeE4ZgmLh1/gmyGbmb00lo1CUFyvPpx5b78Tsrr7HFd4FZa4MS8+sEd/063javccveQk6ev4/BfWcDVZBSxr6+B3TLrNcfB9sz1ZZ44XHlk371p3vgyzcX45LyZ7vtwpaU4LxG2bxQLv4PtiytfDVWHpuj4Np5yXYtvkiOR0S8VBn5ZleirzRu6DlPYj9UMaLLCvfB2nwiL8M39fb07WdJ8q0kmzHyvfBlkdKaeYUFBfIxeuv7alrX+XDx/XWchUsqOsjKT03uUbjN4zL7d2oZxRy8uL1VxqBQtXybZBOojvU7y1oi4fbJmS9Vailuyl+Gb4L+lP0eLHuDNTOnKwJZQRI1ocLilmZZ7ae/def7RtGS8pvfsPcAo5nyyFo2/KGFZRlwnwT9Lja0mO6Ctp7fmWCWrM/RFxtsfDlmyCdeXmOcQrqcVvwAqxnj99nH/dDaQ84Vr4LAm35UpugWAtdfBf0rFNsK98Fgbbr3Fj3pVkyJiS+Dfp7WMq3Qdoyz76x9kwD53HFDEQot22fAEZGx+vKY9Tzt14FLakE6R3Tu5p+3V1QFhfwPdWy7/Wx8n3Q0k8n2wnt2Uo/WXu27Oypa/m0gufyaxc0+jYy6q9Zg9GimjVN7ukpXgX1OwW9oCVneX7D7LAa2vMUtF0p6ASt+ljMTIBcJzZBeyaY6U+1I6dKQmk6fbb8GR17PtQF9bjampAl5Qij9uxJ8m2QkQ097xZBcX2cfBvkhnw24r4FvS1FmGTcmXyGJWt8F74LMuPiLfRi1OOHeP2ViRohnPguyKMPEQeZ3pEnhk3QkvMM/1RWZZyd74GMFTnTNSdojVuT74HniCiWK6ugPQ3kTVB7z/8/dKSvtvM9kEEsW+5MCupb7vUJWnJK5HfMqIfl5Jsgz+1abvcIWuMpwjdBRtfEw5pvgjxMXHO9L6gtuorOyIT3cIjRnvtzm6B250KK0FNNcfBdsD4t2RfWnnlue6aYFrTkA4/fMbvOhvDbBW1HqilB66ESJQOWVDjnAfebHcQoJKXMUum2jUc/78ZldE5n5Zm9f/MZxWTRx/KVXt4uG3EhtfIiZbKu8cXzfsDjW5HthxBa+QmZtHmAA4YCOIgogAOLAjjYeMF3/lFjHJMUwHFKARy7vICOZwrUKU6NcdhTAIdCBXB49AI6ZCpQZ1E1xpFVARxtvYCOwArgqKxAnajVGAdvBXBA9wI6yCuAA78CdS5YYxwfvoCOGQvgOLIAji0L4HizAI5BX0DHpQVwrFoAx68FcEz7AjrOLYBj3wI4Hi6AY+QCOG5+AB9LF8DxdQEccxfAcfgLru/YvACO1wvgGL4AjusL4Fj/BXT8XwBlAgVQTlAAZQcvoPKEAihjKIByhwIoiyiA8okXUJlFAZRjFEDZRgGUd7yAykAKoFykAMpKCqD8pADKVF5A5SwFUPZSAOUxBVBG8wIqtymAspwCKN8pgDKfAigHegGVDRVAeVEBlCEVQLnSC6isqQDKnwqgTKoAyqkKoOzqAVSdVWMUcRVAsVcBFIW94PqKxwpUjVmNUYpWACVrBVDa9gIqgStQlXI1RkFdARTevYAK9AqgkK9A1fvVGGWBBVA++AIqMyyAcsQCVbVYYxQ3voCKIAugWLIAiioLdB6gOPMFVMRZAMWeBVAUWqBqR98xlZgWQClqAZSsFkBpa4GqgH3HVChbAAW1BVB4WwAFui/46nhrjHLfAigLLoDy4QIoM07A1cg1RtFyARQ3F0AR9Auur1i6QNVU1xil1wVQol0ApdwvoJLvAigNL4AS8gIoNX/B8ZWkF0DpegGUuBdAKXyBdaEJVUrrC6AEvwBK9QugpP8FVPpfABaBArASFIDloACsCS8gC0MBWB0KwBJRANaJF5DFogCsGAVg2SgAa0cBWEBeQFaRArCUFID1pAAsKgVgZXkBWV4KwBpTABaaArDaPIAtOQVg3SkAi08BWIEKwDL0ArIWFYAFqQCsSgVgaXoBWZ8KwCJVAFaqArBcFYA16wVk4SoAq1cBWMIKwDr2ArKYFYAVrQAsawXK2VZjGOBeQEa5AjDUFYDxrkD5894x2fgKwO5XALbAArAPFiiX4TsmM2IBmBYLwNxYACbIF3xeyRrDUlkA1ssCsGgWgJXzBZ/js8YwhhaAgbQAjKYPYENqge/7YGNrARhgC8Ao+wIy1BYo322NYc8tABvvC8juWwC24ALlHq4xTMYFYEZ+AZmWC8DcXKA80DWGVfoFZKkuAOt1AVi0C5STu8YwfL+AjOEFYCAvAKN5gfKjv2OyrReAvb0AbPAFYJcvAFv9C8h+XwA2/QKw8xeA7f8FFA9QADECBRA3UACxBAUQX/ACijkogDiEAohNKIB4hQdwDEMBxDUUQKxDAcQ/FEBMxAsoTqIAYicKIJ6iAGIsXkBxFwUQi1EA8RkFELNRAHEcL6DYjgKI9yiAGJACiAt5AcWKFED8SAHElBRAnEkBxJ68gOJRCiBGpQDiVgogluUFFN9SADEvBRAHUwCxMQUQL/MCiqEpgLiaAoi1KYD4mxdQTE4BxOkUQOxOAcTzFECMzwso7qdApQLVGOFBBRAy9AAOIyqA0KIClW1UY0QgFUBU0gsoUqkAopcKVEJTjRHk9AIKfCqAYKgCCJAqUDlTNUYc1QsotqoA4q0KIAarQKVlvWMK1SqA8K0CCOkqgDCvAvTXplCwAggPK4CQsQIII3vBl1lWY0SbFUAEWgFEpRVApNoLvuS1GiOgrQCC3Aog8O0FFAxXoPLjaoyYuQKIoyuA2LoXULxdgUrBqzHC8gogVO8BHL5XACF9BSrLr8aI/CuAaMAXUIRgAUQNFkAkYQFEF76AIg4LIAqxACITCyBasQAiGF9AUY0FEOlYANGPBRAR+QKKkiyAyMkCiKYsgAjLAoi6fAFFYhZAdGYBRGwWQBTnCyiyswCiPQsgArQAokILIFL0BRQ9WgARpQUQZVoAkacvoGjUAohQLYCo1QKIZC2A6NYXUMRrAUTBFkBkbAFEyz6AI2gLIKq2ACJtCyD6tgAicl9AUboFELlbANG8BRDh+wKK+i2ASOACiA4ugIjhAogifgFFFhdAtHEBRCAXQFTyC75E5RojeLkAApoLIMi5AAKfX/DlQtcY8dEFEDNdAHHUL6DY6gJ8ciEh2AUQll0AodovoPDtAjJxcZR3AUR+v4CiwQsgQrwAH6hIIHkBBJe/gALOCyAIvQD/j4hTfwDHrhdAPHsBxLgX4DMeCYV/AYXHF0AnggJoWVBApnlugVAAvRIKoKlCAXRfKMBHT9LNoQDaPhRAf4gCaCTxgq/hRI3RmKIAOlgUQKuLAuiJ8YKvd0aN0WOjAJpxFEDXjhdQe48C6ANSAA1DCqCzSAG0IHkB9SopgKYmBdD9pADapLyA+qkUQOOVAujQUgCtXAqg58sLqDlMAXSRKYB2MwXQl+YB3MCmADrdFEBLnALonVMATXZeQN14CqBtTwH09ymARkAvoI5BBdBaqAB6EBVAs6IC6Gr0Amp/VAB9kgqgoVIBdF56AbVoKoBeTgXQ9KkAukMVQBupF1C/qQJoTFUAHawKoNXVC6gnVgE0zyqALlsF0I6rAPp2vYAafBVAJ7ACaBlWAL3FXkBNyAqgW1kBtDUrUO3Paow2aS+gfmoF0HitADq0FahObs+YO74VQGu4AughVwDN5gpUU7p3TM3rCqDLXQG0wyuAvnkv+Prr1Rh9+AqgYV8BdPYrgBaAL/haBdYYLQULoPdgATQpfAF1MyxAfyrqi1igc02SdFp8AbVkLHBQTZK0eCzQuCZJmkYWOLkmibtQ1rhzTZK0tXwB9b8scHBNEjfUrHHjmiTp0Fng5Jok6flZoDf+a1EP0RdQs9ECB9ckSfvSAo1qkrgb6hifXJHEvVXHuHM9EndqfcbU0HWMDy5G4vawY9y4FImbzY7xyYVI3Lp2jDuXIXEj3GdM/XLH+OAaJO6+O8aNK5C4l+8Yn1x/xJ2Bx7hz9RH3GX7G1I54jA8uPeLmxmPcuPDo7nn0/D0E0/TM4j3GO4vkGHcWpOl/ZuGX5mcWWDE+uOIoxhsXHKUNmuuN7riqudzozlJNmirTEM3FRjHuXGsU45VLje64ornSKI3RXGgU443rjGLcuMzoykphmiLTH81FRjHeucboyjJOmh/TKc0VRmmT5gKjGB9cXxTjjcuL0jDN1UUxXri46ErDF02MV9YQ07yYvmmuLLrSiUOz4nXk0fI3KV5paf0uh3RPc1VRjBsXFV3pNaQJ8crydZoPrzTtf8/36zGCfbNhGqq5nuhxU9NceG2PIxpTYYw3Kia6HqfrNxHGeOFSoqv/ObmS6EoLIs2C6a6mOqIrvfw0B14tD5G/KTDGBxcRPSZrmgBj3KiE6Mq2azT9XWmApdkvrdZcP3RllATNfVdaE+uf4zLm4qG0W3PtUIw3Lh2KcePKocd4/d21abrmuqEzW6zRnBfjzlVDab/moqHzSuMcPk0MDy4ZSiM2VwzFuHHBUIwXrhc64yKmcqG0Y3O1UIw7FwvFeOVaoXRmc6lQ2rKpUiiGGxcKxbhxnVD6s7lMKM3ZXCUU452KhGLYuUYofdpcInRueUD8zXAxPrhAKMYb1welXZvLg840ANEMd/Y/JxcHxXjn2qC0bXNpUIxXrgw60+RIM9z5VM1/M1yMNy4LinHjqqC0cnNRUPq4uSboTGMQzXAx7lwRlI5uLgg6lzwS/ma4GB9cDnSm+ZFmuDR2czFQjBeuBTrSl0YzXIx3rgR6/N00wx1pGKIZ7rjyJPi7bY/03tIMlzZvLgI6MsKCZrjjemIoMMOl4ZsrgNLtzQVAMe5c/3Nkf0Ca4R7fN81wafrm4p8jA1Rohotx49KftH9z5c+R0RY0wx3plqQZLo3gXPYT45Wrfo64nrno53jSfL4Z7jGE0wwX48YVPzFeuOAnreFc75O+cC73OTLygma4GK9c7JMOca71SYM4l/rEeONKn6M9pmXczmkVpzqfY82D3m+Gi/HOVT4x7lzkk4ZxrvE50oP0PcRjeHCFT4w3LvBJ3zjX98R44fKe/c7jXVycMdy5uCfGnWt7YrxyaU96ybmyJ43kVNizpzWJZrgYNy7rSUc5V/XsZ57pfjNcjHeq6dnTfEkzXBrLuaJnP/I89/vjxPjkep4Yf79ZestphtvTrUQz3L6nyfub4WK8cylPesypkmfP9Aya4fb0Y9IMl2ZzLuNJpzlX8ezplKNPk/FANMM9lnOa4dJvzhU8Me5cwLM/XmA8Q9J4zuU7e4Zq0Ay3p0uTZri0oHPtzv7EHXx/mzUPbr8Zbs/UIJrhHiM6zXAxXrlsZ1/y0BZPtHSkc9FO2tG5ZmfPqA2a4WK8cMVOGtO5YCdd6VyvE+PO5TpbpgnRDPf402mGi/HJtTox3rhUJ8aNK3XSps6FOltGcNAMF+ODy3Ri3LlKJ93qXKSzHXlK+81wW6YM0QwX440rdGLcuEAnxgvX56SFnctztsxWoxkuxp2Lc2K8cm1OOtm5NCfGJ1fmxHjjwpwYN67LSUc7l+VscTFzVU6MDy7KiXHnmpw0tnNJztYyT+Cb4WJ8ckFOjDeux0mDO5fjxHjhapwt7aA0w6XVnWtx0ufOpThbGvVohtvicuZCnMfyTjNc+t25DCfGjatwtvQi0wzX7/QTfzNcz1QPmuF6OkVphksTPBfg9CuPYL8ZrqePj2a4nrlFNMM9Xnia4WK8cO1NP/P09Zvh0hXPlTfpiafCm55xHzTD9TSQ0gyX5niuuumZw0AzXIwb1dz0jDOiGe6xyNMMF+ODC276EzTzzXAxXqncJo3yXG3Ttyd1DTNcjHeutelPlNY3w6VfnipterbephmuZ8wRzXAx7lxm0zM3kGa43vKMFbdKOui5xqZnkBvNcDFufH4a44XPKdNIv33/fPC5W3/abH9P8RivXFyTXnqurekZIfjdtTHcubImxo0La9JRz3U1La5iLquJ8UFVNTHsXFSTvnquqUlzKJfUPP5Q9nykPZQsH1fG1JHjI65hLqdJayhX0zzWUPZPpjOUvDFnHqWSe/LIk1QyTx55kEreyXSFsnUyTaFkhDvyFJWMk3seopJvcs8zVLJNpiGUXZPpB2XT5JYnqOSZ3PIAlSyT6Y1mx2SaQdkwmV5Q9kv2PD0lu2TPw1NyS2b8A5sl0wgqXsk8OSWr5OPMJ6dky4NTMkpmxA37JNMDKjbJPDVll2SemrJJMg9N2SOZZ6ZkkUz7Jzsk0/3JBskMWGJ/5JLnpWSPXPK4lM0ceVrKXo48LGUrx59N6mTujIGj3fR0OvOpXpo++VAvPZ98ppdWZz7Su56ky+9EL43OfKCXfk8+z0u7Jx/npc1Zyk3j80i1aUZfcLFpfB6pNf3TpTImLc58kJcOZz7HS4MzH+Oly5NP8dLkyYd4aW/mM7x0N/MRXpqb+QQvDZ58gJf+TqmHySNRLofJE1GuhskDUS6GyfNQOrtLaycf3aWtmS6HNDXzwV16mvncLl2dcmyXB6F8aveHN+LS0Sk1MOlmliO7PAPlE7s8AuUDuz9ycaaRWY7r8vjzm+HSyEkTXPo4aX5LB/M3n6R9mXco88yTNijzxJP2J/O8k7Yn//Atkp5lmtjSsUzzWpo26S+Snk36FPmff/vrf/z11z//9df6LJCfeSWtX+9k+e8PfqN6PvpvDx2ZPopbpf84HjlBjkeikOJe2UOO35AipyPNSPFWuUeOR0KS45GlpHiv1CXHbzyT05Hj5HgkPik+KhvK8UiRcjzyphSfI5jK6UiwcjyyrhRflYrleORnOR5JW47fSC6ld2V3OR4pX45HHpjg9FW8yWGOR8aY4zeMTOlaqWWOR76Z45GEprhVZprjka7meOSwOR6JbYp7Zbs5HilwjkdenOKtkuUcjww6xyOtTvFeuXaORwKe45GV53ik6ik+Kn/P8Ujqczwy/RSflf7neOQEOh6Jgoqvyh50PFIKHY88Q8V3JR86HhmJjo8f3/BdqYuC89TnzWd0PJIcHY/MR8VrpUM6fgujnI68ScWtkikdjwxLxyPt0vHIxVTcR4Cm05G06XhkcireKr3T8cj5dDwSQRXvIzrU6cgYdTzSSBUflVvqeCScOh5ZqI7v6UmXPts3W9XxSGF1PPJaFV+V7Op4ZMA6PucHSRqP31RZxyN/1vFIqhWcSeVvpq3jkX7reOTkOh6JuorXyt51PFJ6HY88X8Wtkn8dj4xgxyNNWHGv3GHHI6HY8cgydjxSjxVvlY/seCQpOx6Zy4r3Smd2PHKcHY/EZ8VHZUM7HinSjkfetOKzkqkdjwxrx2/YtdORiq34qvxsxyNp2/HI5FZ8V3q34yfl2+FIA2ecCRgjN9zxSBh3PLLIHY/UcsXriDd3OnLQHY/EdMWtstUdjxR2xyOvXXEfwe5ORwK845EVr3irVHnHI3/e8Uiqd3xPT7onBebNvnc8UvIdjzx9xUcl7zseGf2O3zB/pyPq8KaKLsUo/FKM+jDGVEamGNVmilGUphi1a4pR4saYKuEUo2BOMerqFKP8jjFV6SlGMZ9i1PwpRmmgYlQQMqZCQ8WoR1SMskXFqG5kTEWQilErqRgllYpReakYBZqEuY7TMOo9jaMw1DgqSIVTqanxKkk1jNJV46hxNY5iWOFUNWu8qmsNowrXOMp1hVNdr3EUABuvQmHDKCg2jspj4VSibBy1zMar5tkwaqOFUxG1cVRbG0dZtvHzx8+iwFs4VYIbR8m4cdSWG68adMFUq24cRe3GUf1uHGXyxqucXjCV3RtHfb5xFPIbR8W/8M8ZYBgOAuOwGhiHJ8E4zAvMyeRgGGYI43BNGIe9Qjj5MIyXX8MwfB3GYQAxDqeIcLKUGIf3xDhMKsbhZhFOthfj8McYh5HGOBw3xmHNEU4eHuMw+xiHK8g47EPCyWdkHIYk43AuGYfFyTi8UMLJNGUc7irjsGEZh19LOBm7jMMBZhxWMePwlBmH+Uw4udSMw85mHL434zDICScnnXFY7ozDm2ccJj7jcPsxZ1ugcfgHjcNoaByOROFkXTQOj6NxmCGNwzVpHPZK4eTDNA7DpnE4O43DAiqcvKLGYSo1DvepcdhUjcPPKpyMr8bhkDUOK63x68dtwdZc4/DwGofZ1zhcwcbvH2KFXcbGYUc2Dt+ycRichX9GaMMwTBuHs9o4LNjG4dUW/nm6DcP7bRwmceNwkwsn27nx9uMRxjZ24/C7G4cxnjk76I37S7AT3zgs+8LJ228cIQDG9x8PZQ4VMI70AeEUU2AceQbGj1+/FeUjCKcgBeNIXDCOaAbj54+phqMehFMmhHGERxhHyoTx69d3RakVxhFvYRw5GMYRmGH8/jGBcgCHcSR1GEekh3FkfwinkBDjSBMxjtgR48gnMY4gE+GUeGIc0SjGkaFiHGErwimVxXjuZ03CknNejCMQxjiSY5hzxIxxZNEYR2iNcaTbCKcYHOPIyzGOYB3jSOAxjqge4ZTpYxzhP8aREmQccULCKXfIOAKKjCPJyDgij4wjG0k4hSgZR9qSccQyGUd+k3AKejKORCjjiI4yjowp4wijEk6pVcYRb2UcOVjGEZglnJK1jCOCyziyuowj1Ms40r+EU0yYceSJGUfwmHEklAmnKDPjyDwzXtlohpGhZhxha8w5lc044tuMV8ybYcTBCafcOOMImDOOJDrjlVhnGMl2wikCzziy8owjVM94he8JppA+40jzM47YP+PIBzReOYKCKW/QOIIJje+/VgEcdSh85CEaa780GKcrGkcMo/H7x3kO5zoaRv6jcQRFGkeipHCKnjReEZWGEWVpHJmXxhGOKZxSNI1X2qZhpHIaR3yncMr5NI5AUOMVHGoYAaPGkUTKnCNLjSPb1HhloBpGVqpwClU1jvRV44hpNY48V+MIfhVOCbHGESVrHJmzxhFOK5xSbI0j7tY4cnGNI0DXOJJ2hVMkr3Fk9xpHyK9xpAELp9hg48gXNo4gYuNILDaOaGPhlIFsHGHJxpGqbBzxy8Ipp9k4Ap2NI/nZOCKijSNLWjiFThtHOrVxxFgbR961cArGNo4EbeOI2jaOTG7jCO9mzinfxhEHbhy54cYRMC6cksiNI7LcOLLNjSME3fi9/lCWHKtuHPnrxhHUbhyJ7sIp+t04MuKNI0zeOFLnjSOeXvgXY28YcffGkYtvHAH6wilp33gl8htGcr9xRPwbRy8A4dQ0wHg1FzCMJgTG0a1AOLU1MI7+B8arT4Jh9FMwjsYLwqlDg3G0cjBeLR8Mn/cPZck9JIyj2YRxdKUwPl9m1N+COTfCMI6OGcbRWsN4teAQTK06jKOnh3E0/zCOLiHGq5uIYOo6YhztSYyjj4lxNDwR/jVGMYwGKsbRacU4WrIYR+8W4V+PF8PoBWMcTWOMo7uMcGpDY7za1RhGWxvj6H9jHI1yhFNHHeNovWMcPXqMo5mPcOr6YxztgYyjj5BxNBwyjs5EwqmFkXH0OjKOpkjG0T1JOLVZMo5+TMbRuMk4OjwZRyso5twzyjiaSxlHFyrjaFclnPpaGUcDLOPolGUcLbWMo/eWcGrSZRzdvIyj7Zdx9AczjkZiwqnjmHG0JjOOHmbG0exMOHVFM472acbRZ804GrIZR+c24dTizTh6wRlH0zjj6C4nnNrQGUe/OuNobGccHfCMo1We8PPrqWcczfeMo0ufcbTzE059/4yjQaBxdBI0Xh0HDaMzoXBqYWgcvQ6Noymi8WqeSFiaLBpHN0bjaNtoHP0djVcfSMHUL9I4GksaRwdK42hVKfxraWkYrS+No0emcTTTNI6um8K/7pyG0cXTONp9GkdfUOHUQNS4XzfSitQ4epYaR3NT4dQF1Xh1SzWMrqrG0X5VOPVpNY6Grsar8athNIg1jk6yws+v5axx9KY1Xj1sDaPXrXBqimsc3XONo82u8WrHaxhte4VTf1/jaARsHB2DjVdnYcbcgdg4WhUbR09j42h+bBxdkoVTO2Xj6LtsHA2ajaOTs3Bq+WwcvaGNo4m0cXSbNo621MKpf7VxNLo2jo7YxtE6Wzj12DaOZtzG0bXbONp7G0cfcOHUMNw4OosbRwty4+hVLpyamhvvPyqvpE268fNHRY80XhdOHdqNo5W78eOHT0eawwunLvLG+w+rjvSlN37+MOtIp3vhmSkxK8vk2w+/TnuyVmZl2Z5MlllZtsxu+WHZSd5/eHaS7z9MO+3JjJmVZXuyZWZl2TKD5odvJ/n2w7iT/Pjh3GlP9s2sLNuTkTMry+T9h3kn+f7DvZP8/GHfaU+Gz6ws25P1MyvL5Nts4El8/DDwJL9+GHjaE0U0K8v2RBbNyjL5Pht4Ep8/DDzJ7x8GnvYkKv1Qlk/y0g9lmQlNs4En8fXDwNMy8OmHgac9uVA/lOWTH/VDWWbO1GzgSXz/MPC0jK36YeBpT7rVD2X5pGD9UJaZljUbeFqGav0w8CRvPww87cno+qEsnyyvH8oyM7/qZ19PoqDhXhQ2jI7E4IkUNuyTwobTklh5MgUN96awYfQUNjyhxGAfFTacpsJeTyohuFeFDaOrsOGJJQb7rLDhtBX2enIJwb0rbBh9hQ1PsLBhHwYjp7Gwx5IsZHiXicHmLGw4ooUN8zQx+KyFvY5sQcO7LWzYvInBES5smMeFDZ85MVjShQ33urBhdCcGT7ywYZ8XNpz2xGDKFzb8+8KG1V/YSAUghgABYSNrQNiIJSCGBANhI+xA2MhFIIYIBWEjbUHYCGYQNjIcPvbFPQgbyRDCRogEsYqbEDSCKYSNDAtiiLsQNpIxhI0QDWLHm7YhZMRyCBsJHsJG2Acx5IIIGxEiwt6wEUKIJRE2EkyEjbATYshFETYiVIS9YSuEEMsibCS4CBthL8JGLgwxRMgI2+wh8sXSEEOCjbARdiNs5OJ87IvQEfaG7QgasTzCRoIPMYT9CBu5QMJGhBAxpA0JG8FEwkaGEbGj4o6EjWQkYSNEiRjyloSNaCZhI8VJ2Ah8IoZsKGEjRkrYSJwihnAqYSPHStiIvCKGdCxhI0hL2MjcEjbiuYghyUvYCP0SNvLBiFWSmKCROSZsxJN97EsyEzZCz4SNfDRi10hSEzQy14SNeDZhI8mNGELfhI18OGFvkhwhZM4JG/F0wkaSHTGE3gkb+XjCuj3Qvsw9YojnEzaS/ISN0D9iyAcU9iYJChqZg8QQTyhsJBkKG6GHxJCPKOxNUhQ0MheFhbTd5G45cq8tHkuHsm3LW1xZ1v/J3ZKdCEIXy92S7Qh6fpPKWrM/y9OGIN7kUJZ5wyyDn2LQuIHOW9ny2kGJZfHpscrtkoWq+XKbsiVma7ldsunA3Va5XZ7GA+cm8nN/jIGX3C/ZdOC8VrlfsvHA2TdRwk+J8BUzG7NnpbvK/bJnEMOzxyms559gVbakIpX3TfvmvskNk1XV23LKDZitBmJ6lhsmi7hDZO2K9pZde5S1fFDJ22bpV25QKIv5/xQlnD0G3kJuYYuJ6Cyev3OFpKzfueBQtqSg4LfNwv4rlPCpbLtSVSpb7dmaloMzBE9Ttmdkjv1cO3IuZpaWy2fDS9ix5xyhrMfl2BQtKYGEHc9iW+6X7CDQ88ZSFhfPKffL2zlgkftlS1/sLZN4GlxW/yjbtKx/DTXPVrmwHj8my8Y08IRqk9slmwSoFHnaBBynLBvTWpTTl/xcHsWfXW6WbBFwpilHWUxOi9ws2Rogl1arspj7T9HBacl6z9aIZVuAu8vNkhawbTtFB6ddbFsWWTdmS4Cccvl9056WGyBd2daORS75bAcQzx+5W9I6F09+uVv69ZhmRQhnK4BFNwUeW9+7cSpsv3PBqqzdufhjlidisZC6lB1XrkuU9TNVvrIln5nyvk8E1CL3S89yxdRyytbDdFGaPU3QZ9j/G20hLOStzn/pQ01psys7ej6YlfWeTzlliz3mn5T/3uV+6Zn6kZezsjUuBblfMuE/niFyvzxe4fzMyuTls6FbCDFje+6KdWUhdG5ZM6ZbOiYluVkyzf88DtHAGel/rqIlHh935vYzuzJ96JB7pWUHtyzJVRaTS5d75Ynxfzbfhe26kfe43/vdZc2Ye6Y5jW7KYo17iwRuWTmSO43KlniqyK2SOQC5xluVbWvuKSnLChW5VTKiIOSu3CoZc/B6DYSFstVleG6k59S/KttzJ6Ypa2cut5jl2WA6pJUdR64DlPUjVbWyJS8Med+MvAnB15VtuWG6KRuNmoilUT6+qUvZ3nOOVBZLN51wMvIjn95d2dHyWagsrp9bVo0ZR5JF5Py+eYaly4oMP8kt3lXZcsfXIe96Vrc8YSFtb1HBTwL/3uR+WZ9wOZlv8vAwV/+rsmlZrwyb6cax+W4cm/XGsbkv/DsLMIyjA+M4ajCOownhdJRhvE4+DOOgxDgOVozjIEY4HdwYr3MewzgWMo5jJOF07GQcx1TG61TLMA7BjOPQTDgdshnHoZzxOsMzjCM/4XREaBxHisZxBGkcR5bGccQpnI5EjeMI1TiOXI3jiFY4HekaxxGwcRwZG8cRs3EcSTPnI2zjOPI2jiNy4zhSF359R/DGcWRvHEf8xlESYBwlBMKp5MA4ShSMo6TBOEoghFPJhHGUWBhHSYZxlHAYR8mHcCoRMY6SEuMoQTGOkhXhVOJiHCUxxlFCYxwlN8ZRoiOcSnqMowTIOEqGjKPESDiVJBlHCZNxlDwZR4mUcZRUCacSLOMo2TKOEi/jKAkTTiVkxlFyZhwlasZR0mYcJXDMqWLOMArsjKMgzzgK+IRfX8Gf8aoPNIxyQuMoPzSOckXhVN5ovKohDaN40jiKLYVTcaZxFHMar9pPwygVNY7SUuFUimocpavGq9LVMApjhVMhrXEU3hpHoa7x+TKjAmDhVDBsHAXGxlGQbLzqlwVTubNxlEcbRzm1cZRfG69qbcFU3G0cxeDGUTxuHMXmwr/adMMoZTeO0nfjKJU3jtJ64lyJbxiF+8ZR6G8cxgDh12ckMF6+A8OwKRiHrcE4bBDCyTZhHDYL47BlGIeNQ/jx2T6MwyZiHLYS47ChGIdtRTjZXIzDFmMcNhrjsN0IJ5uOcdh6jMMGZBy2IeOwGQknW5Jx2JiMw/ZkHDYp4WSrMg4blnHYtozD5mUctjDhZCMzDtuZcdjUjMPWZhw2OOFkmzMOm51x2PKMw8bHnG1/xmETNA5boXHYEI3DtiicbI7GYYs0DhulcdguhZNN0zhsncZhAzUO26hx2EyFky3VOGysxmF7NQ6brHCy1RqHDdc4bLvGy+VreFlmZSkmYuMwHRuHSdl4eZoFkwXaOCzTxmGxNg5LtvFycAsmw7dxGMSNw1BuHAZ04Z9f3TDs7cZhhzcO+7xx2O2Ff+58wzDzG4f53zjCAphzuIDx6brh0ALjCDkwjlAE4RSiYLwyFwwjosE4Ih2EUwSEcURGGK+ECcMIpDCOAAvhFHhhHAEZxitPwzDiN4RTXIdxxHsYRxyI8UoPMYywEeEUTmIcYSbGEX5ivLJSBFO0inFEsRhHdItxRL0YRzSMcIqSMY7oGeOIqjGOaBvhFIVjHNE5xhG1YxzRPMYR5SOcon+MIyrIOKKFjCOKiDlHFxlH1JFxRCMZR5SScUQvCaeoJuOIdjLe9x/KkqOjhFPUlHFEUxlHlJVxRF8ZR1SWcIrWMo4oLuOI7jKOqC/hFA1mHFFixhE9ZhxRZcYRbSacotCMIzrNOKLWjCOaTThFuRlH9JtxRMUZR7SccUTRCafoOuP79UNZcjSecUTpCafoPeOI6jOOaD/jiAI0juhA4RQ1aLySCQ0jyNA4gg+Zc1CicQQrGq8cRsOIbTSOmEfhFAtpHDGSxit10jBCKoVTqKVxhGAaR2im8crYNIxITuEU4WkckZ/GERFqvBJFBVMAqXEElhpHwKlxBKIan68DClo1jmBW4whyNY7gV+FfTqxhxMoaRwytccTWGkfMrfAvFdcwQnSNI3TXOEJ6hVOor/HKADaMyGDjiBg2jkhi4RRhbLwSjw0jINk4ApWZcwCzcQQ2G698Z8OIgzaO+GjhFDdtHPHUxhFnbRzx18IpLts44rWNI47bOOK7jSPuWzjFgxtHnLhxxI8bR1y5cIo3N444dOOITzeOuHXjiGcXTnHuxhH/bhxx8cYRLy+c4uiNI77eOOLujSMe3zji9IVT/L5xxPUbR7y/cbQDEE7tA4yj3YBxtCcwjnYGxtH+QDi1SzCO9grG0Y7BONo3MOd2D8bRHsI42kkYR/sJ42hXIZzaWxhHOwzjaJ9hHO02hFN7DuNo52Ec7T+Mo12IcbQXEU7tSIyjfYlxtDsxjvYowr9uKobRfMU4mrUYR3MX42gGI/zrHWMYrWaMozWNcbSyEU6tb4z/KH2RxjrG0YjHOBr3CKdGP8Z/STBuI2QcbYeEU5si42hrZPxHQY80TTKOJkvCqSmTcTRxMv7jR9Eaijm3kjKO1lPG0arK+I8SJWmEJZwaZyUfVaNPcTUf9LwFpoZRizrxUbc68VHjahz1sBMftbMTf6psjaIed+Kjdnfio8534qMmWPlXPzzxUWs88VGXbBw1zBMf9c4TH7XRxlFHPfFRcz3xUZ898VHLbRx13xMfNeITH/XkxlF7PvFRpz7xUdNuHPXvEx+18hMfdfXGUYM/8VGvP/FR2z/x4QMwDs/AxF97wYSHE8E4XAsTHw6HiQ83hHE4Jyb+miwmPPwYEx/eDeWfz2PiwxMy8eEfMZ42kwkNN8rEh3PFOFwuEx+OmIkP94zxMtpMeHhyJj78OxMfXh/j8AVNfHiIJv7ajQzDmTTx4WKa+HA8GYc7auLDSTXx4bqa+HBoGYeba+LD+TXx4RIzDkfZxIf7bOLDqWYcrraJDwfcxIdbTvnnrJv4cOFNfDj2Jj7cfcbhBJz4cA1OfDgMjcONOPHhXJz4cDkahyNy4sM9OfHHZznR4cg0DvfmxIfTc+LDFWocDtKJ7z/m7s+Xahwe1okPv+vEhzfWOHy0E++/PiXcuRMfTl7jcP1OfDiEJz7cxMbLeDzh4VGe+PAzK/+8zxMfPumJD0+18bJfT3g4tSc+XN0THw5w43CLT3w4yyf+mtANw68+8eFtn/jwwRuHZ37iw18/8eHFn/jw7RuHx3/iIw9g4iM7wDhyBiY+MgkmPvILjCPrYOIjF2HiI0PBOPIWJj6yGSY+chwmPjIfjCMfYuIjS2LiI3dC+ZdRMfGRZzHxkX1hHDkZE2/Lk3WUHN2RjaObsnGccTCmXs3G0dvZOHpBG0fvaONwyzCmztTG0cnaODpfG0enbOFfY23D6MNtHH27jaPPt3H0BRf+tRE3jK7jxtGl3Di6mgunLujG0TXdOLqsG0dXduNLdXEXTl3fjaNLvHF0lTeOLvTCqWu9cXS5N/6cs03vu6b1cZwGKF/OOg1gvqT1cZwGKD96nQYo39Y6DVC+XnUaQDy3F446DVAec9U4DVC+tzoNUJ7nh4u/b26DnHUawPzKZcQ4DVAea+qx7ak8JpOxQaj8saJN7xsPjaM2npSf24+7PfjeftwXwftSpwHKn8l/et94aux1GqA8lmXjNEB5PLznZ2fw9a7TAOb7n8diN71vPDa2Og1Qvrc6DVDelzoNUL5cdRrAPB4bR50GKI+H0jgNUL6tdRqgfL3rNIB5z22fcRqg/HyXoRPfW50GKI/l0TgNUL5cdRrAvOU6ZZueV8Gfg+zpfXP1XqcByte7TgOYZxJVnQYoP2NZPD22gz+WSH9sr6k2f9wWa1of9+mxvWakX50GKD+2Og1QvrU6DVC+3mODmfByp/NxnAYoP/c6DVC+9zoNUP4YPf1tl8ypnG/25Urj4zgNUH5sdRqgPL7ZcRqgPKsOlultzzQ+Xj/wuddpgPL4CsdpgPK+1mmA8se+Or3+kb7H6RG2ZB5mnQYojzXWOA1QnhsP85eV+YTrj18rHhnTa2Sk8A8NFryvP9RK8AWpC8wz5LWOA5Qf+/xUDrwhdUF5Q+oC83haXD+UZUYTHz+U5ZIRiD9+q3hYrD+UZfDl/qEsl3hYnD+UZfBj/6EsM9q4z3NN4IbUBeZrBknOyjL4efxQlpl+vP1QlsF7+/Fdrel7nJXlsqTvcVaWmZC8/1CWwbf+Q1kGb+s0g965UzsLy4xQPmZdGXjfZlkZuLdZVWbC8jKLygxZPmdNGfjYZ0kZeOuzoswE5nUWlBnCfM968s6kx1lO3rnJPqvJjGhus5gMvC6zlryf465JSgaOB/CkJO/cE5qFZOC2zjry3v/c9ywj72d3dlKRgfdtFpF35kjOGjLDn5dZQmb+8zUryMDHMQvIwFtlK/yPv/7657/+attSx4Jp13sr8f79we+p4Ef/Lehah4KORx4tv4FifBzF+PCM6VdVjD+MYvwZFeOPrhhfEWP6QhXj61eMi0UxLi3GdCEqxmWrGBe5YtwSinEDMabbTTFuTsW4lRXjxmdMjwnFeKgoxiNIMR5YivF4I8wPQ8N4dhrHs9Y4ns3C6VluvB79hjFTGMfMYhwzkXCauYzXRGcY86JxzKPCad41jnnaeE3rhqECjEM1CCeVYRyqxHiJGMPQPMJJIxmHpjIODWb8/PGz0HbCSQsah3Y0Dq1pvKSpYFKyxqF8jUMpG4eyNl5CXDDpduPQ+caxLjCOdYTwb9lhGKsU41jVGMcqyDhWTcxpkWUYazLjWMMZx5pPOK0RjdeS0jBWoMaxYjWOFa5wWhEbxwraOFbcxrFCF04reuPYATCOHQPj2GEwjh0J4bSDYRw7HsaxQ2IcOyrCaQfGOHZsjGOHxzh2hIxjB0k47TgZxw6VcexoGccOmHDaMTOOHTbj2JEzjh0849jxE047hMaxo2gcO5DGsWMpnHY4jWNH1Dh2UI1jx9U4dmiZ846ucewAG8eOsXHsMAunHWnj2ME2jh1v49ghN44ddeG0A28cO/bGscNvHCcCwukEwThOHIzjhMI4TjSM4wREOJ2YGMcJi3GcyBi/ftwWfN5jHOdDxnGeZBznT8bvH2KFT7eM4zTMOE7PjOO0Tfh3OGcYZ3nGcfZnHGeFxnG2KPw7ijSMk0vjOOk0jnJW4VT+arz9eIRxca1xFOMaR/Eucy72Ne4vwSXExlFyLJxKlI2jpNn4/uOhzAXTxlFgLZwKso2jgNv48eu3ovJw4VRObhzl58ZRrm78/DHVcDG8cCqeN45ie+Mozjd+/fquqPTfOKwCxmEtMA4rgvH7xwTKRgfjMEYYh5HCOIwXwsmoYRzGDuMwghiHccQ4jCbCyZhiHEYW4zC+GIdRRjgZa4zDiGMcxh3jMPoYhzGIORuJjMN4ZBxGJeMwNgknI5RxGKeMw2hlHMYs4zByCSfjl3EYxYzDWGYcRjThZFwzDqObcRjjjMNIZxzGO+Fk1DMOY59xGAGNX+2HsGSjoXEYE43DyGgcxkfjMEoKJ2OlcRgxjcO4aRxGT+FkDDUOI6lxGE+Nw6hqHMZW4WSENQ7jrHEYbY3DmCucjLzGYfw1Xj5hw7AVG4cNmTnblo3D5my8XNGGYaIWTqZr4zBpG4ep23h5wA3DMi6cLObGYUk3Dgu78XK8CyaDvHEY6o3DgG8chn3j5e8XTHEAxhEfYHz/tQrgeALhI8rAWPulwTgmwThiFYzfP85zOLXBMEIejCMUwjhCJIRT6ITxyqgwjEgL44jAMI7IDOEUsWG8EjkMI8DDOAI/hFNAiHEEihiv/BHDiCsxjngT5hyHYhzxKcYrbcUwwlmEU5iLcYS/GEdYjHGEyxhHGI1wCq8xjrAb4/v1Q1lymI5wCt8xjrAe4wj3MY4wIOMIDxJOYUPGEU5kHGFGxhF+JJzCkowjXMk4wpiMI7zJOMKehFM4lHGESRlH+JRxhFUJp3Ar4wjDMo7wLOMI2zKOcC7hFOZlvO8/lCWHhRlHuJhwCiMzjvAy4wg7M45wNOMIU2PO4WvGEdZmHOFuxhEGJ5zC44wjbM44wumMI8zOOMLvhFNYnnGE6xlHGJ9xhPcJp7A/4wgHNI4wQeMIHzSOsELhX7ahYUQhGkd0onFELQqnaEbjleRoGMGPxhEUaRzBksIpiNJ45VYaRsylccRiCqcYTeOI3TReKZ2GEeppHCGgwik01DhCRo1XJqlhRJgKp8hT44hINY5IVePzZUZRrcw52tU4omCNIzrWeCXNCqZgWuMIsjWO4FvjCMo1Xrm6gimG1zhie40j5tc4YoGFfynChhE6bBwhxcYRamwcIcjCv8xkw4hYNo5IZuOIcBZOkc/GKyHaMAKljSOA2jgCq4VTwLVxBGIbR4C2cQRuC6eAbuMI9DaOAHDjCAw3joBx4RRIbrz3H8qSA8+NIyBdOAWqG0cAu3EEthtHwLtxBMIz5wB54wicN46AeuMItBdOAfjGEZhvHAH7xhHIbxwB/sIp8N84GgQYR0MB42hAYBwNC4RTgwPjaIhgHA0UjKPhgnBq0GAcDR2MowGEcTSMMI4GE8KpIYVxNLAwjoYXxtEgQzg11DCOBhzG0bDDOBp8GEdDEOHUQMQ4Go4YR4MS42hoIpwaoBhHwxTjaLBivPqxGEb7FuHU7sU42sMYRzsZ49V9hrA0qzGO5jbG0QzHOJrnGK9eO4LXrzWPcbTyMY7WP8bRKkj411nIMBoRGUfjIuNodGQcjZGEf32UDKPtknG0aTKOtk7CqQ2Ucb9upL2UcbSjMo72VcKp3ZXx6o5lGM20jKP5lnBq1mUczb2MVy8ww2gdZhytxoRTazLjaGVmvDqfGUajNOHUWM04GrEZR+M24+f+47uitnDCqY2ccbSdM442dcarqx1jboJnHE3zjKPJnnE05TOOJn7C01oxK0tpEmgcTQWNowmhcGpaaBxNDo2jKaJxNFE0jqaLwqlJo3E0dTSOJpDG0TRSODWZNI6mlMbRxNI4ml4aR5NM4dRU0ziacBpH007jaPIpnJqCGu8/Kq+k6ajx80dFjzQ1FU5NUI2jaarx44dPR5qyCqcmrsb7D6uONIk1fv4w60gTWuHUtNb49sOvI01xjV8/HDvSdNd4/+HZkaa+xs8frh1pGiycmgwb334Yd6SJsfHrh3VHmiQb7z/MO9KE2fj5w74jTZ6FU1No49ts4JGW08avHwYeaWltvP0w8HDHbMPnDwOPNOQWTg28jW8/DDzcH9zw9cPAI+3HjbcfBh5pb278nA080jxdODVbN779MPBIM3fj12zgkVbxxtsPA4+0ojd+/jDwoM19smFKJFb2RUHD6ChsZKX+/zF6a+H0UYXTryac/hTE+S8nmP7QwumLEU5fJHH54oV/14lguqyE02UonC5b4nKZC//uCsF0Ewmnm4643KTC6aYW/j0DBNMjQzg9YojLI0k4PcKEf088wfSAJC4PVOH0ABZOD2zh9IAXThMCcZlAhNOEI5wmKOE0oRGXCVA4TZjCaYIVThOycJrAP64TvnASCMJJUAgnAUJcBItwEjjCSRAJJwElnAQXcRFowknQCScBKJwEI3ERmMJJkAonASucBK9wEsjERVALJwEunAS7cBL4xGVBIJwWEMJpwSGcFijCaUFDXBZAwmnBJJwWWMJpQUZcFnDCacEnnBaIwmlBKZwWoMRlwSqcFrjCaUEsnBbQxGXBLZwW6MJpQS+cNgCE04bBx2V/QTBtRwin7QvhtN1BXLZHhH+7KYJp80U4bdYIp80d4rIZJPzbOxJMW03CaWuKuGxlCaetL+HfTplg2lgTThtxxGXjTjht9An/9gUF0zYicdl2FE7blMJpW1P4fJnJdilx2V4VTtuxwmn7Vvi320tYNoeF02aycNp8Fk6b1cK/vW3CshUunLbOhdNWu3DamifOO/mCaeNfOB0UCKeDBeF0EAGu5xaC6ZhDOB2LCKdjFOJy7CL8O6URTIc6wukQSDgdGhGXQybhdCglnA6xhNOhF3E5JBNOh2rC6RBOOB3aCadDPuJyKCicDhGF06GjcDqkJC6HmsLpEFQ4HZoKp0NW4XQoS1wOcYXToa9wOiQWTofKxOUQWjgdWgunQ27hdCgunA7Ricuhu3A6pBdOh/rCqQhAOBUNEJciA+FUlCCcihiEU9HDx7VIQjgVVQinIgzhVLQhnIo8iEtRiHAqIhHe+6wsrUiFuBS1CKciGOFUNCOcimyEU1EOcSniEU5FP8KpSEg4FRURlyIk4VS0JJyKnIR/NVGCqYSKuJRcCacSLeFU0iX8qwAjLAVjwqnATDgVpAmnAjbhX70bYSmPE07ldMKp/E44lesR5+o+wVQMKJyKB4VTsaFwKk4kzrWMgqn0UTiVSgqn0sqPaymm8Om60RJP4VQSKpxKSIlLyanwr0JVMBW0CqcCWOJSMCucCmyFf/W4gql8VziV+xKX8mDhVE4s/Ks+FkzFysSluFk4FUMLp+Jp4W378V1JaTZxKeUWTqXfwqlUXPhXWU5YCtGFU+G6cCp0F06F8cKpkJ64FN4Lp0J94VTYL5yMAMTFOCCcjAbCyZggnIwMwsn4QFyMEsLJWCGcjBjCybjxcTV6CCdjiHAykggn44lwMqoQF2OLcDLCCO/7D2WpRhviYswRTkYe4WT8EU5GIeFkLCIuRiThZFwSTkYn4WSMIi5GKuFkvBJORi3hZOwSTkYw4mIcE05GM+FkTBNORjbiYnwTTkY54WSsE05GPOFk3CMuRj/h+/VDWaqRUDgZD4mLUVE4GRuFkxFSOBknhZPRkrgYM4V/Pk7BZPsUTjbRj6utVDjZUIV/rlXBZHIVTqZY4mKiFU6mW+GfR1cwWXqJiwVYOFmGhZPFWPjnSBZMBmbiYngWTgZp4WSoFv75rwmLXVs42buFkx1cONnHhc/XgdjShZONXTjZ3oWTTZ44u+oFkwlfOJn2hZPJXziFAhDnDAHBFDkgnCIKhFOkAXGJQBD+JSYIpoAF4RTIIJwCHIhL4IPwLx9CMMVJCKf4iY9rXIVwircQ/qVhCKbwDOEUtkFcwjmEU5iHcAr/EE5hIcQlXEQ4hZEIp/AS4RR2IpzCUYhLmIpwCl8RTmEtwinchbiEwQin8BjhFDYjnMJphFOYDXEJvxFOYTnCKVxHOIXxEJfwHuEU9iOcwoGEU5iQcAofIi5hRcIp3Eg4hSEJp/Ak4hK2JJzCmYRTmJNwCn8STmFRxCVcSjiFUQmn8CrhFHb1cQ3HEk5hWsIpfEs4hXUJp3Av4hIGJpzCw4RT2JhwCicjLmFmwin8TDiFpQmncDXhFMZGXMLbhFPYm3AKhxNOYXLEOXtOMEXVCadoO+EUhSecovOIc9KeYArmE05BfsIp+I+4BAUK/1H6YjGEwim2UDjFHBKXWEThvySYhi4Kp5BG4hLqKJxCIIX/KOixiEnhFElJXCIshVPkpfAfP0pBmh/X4E3hFNQpnII9hf8oUbLYUOISMyqcYkmFU4yp8F9yWUNShVOoqnAKYRVOoa3CfxReWSSscIqQFU6Rs8IpopY4J9oKpgBc4RSYK5wCdoVTIC9xzu8VTHG/wikeWDjFCROX+GHhFFcsnOKNhVMcsnCKTyYuccvCKZ5ZOMU5C6f4Z+ISFy2c4qWFUxy1cIqvFk5x18QlHls4xWkLp/ht4RTX/XGN9xZOceDCKT5cOMWNC6d4cuISZy6c4s+FU1y6cIpXJy5x7MIpvl04xb0Lp3h44RQnT1zi54VTXL1wircXTnH4xCU+XzjF7QuneH7hFOcvnOL/iUu7AOHUXkA4tSMQTu0LiEu7A+HUHkE4tVMQTu0XhFO7BuLS3kE4tYMQTu0jhFO7CeLSnkI4tbMQTu0vhH/dMgRTcw3i0oxDODXvEE7NPoR/vUE+rK1EhFPrEeHUqkQ4tTYR/nVCISyNU4RToxXhW/shLLWRC3Hu+yKY2sQIp7YywqkNjXBqW0Ocu9wIpqY4wqmJjnBqukNcmvQIn78oaf4jvP8w8FhzIeLSjEj4MRt4rNWR8PbDwGOtlISfPww82qlJcP9h4LFGUMSlcZTw44eBR/tSCW4/DDzW9kr4+cPAY221hPfZwGNNu4hLky/hxw8DjzURE95mA492KGN8/rDvaPczxv2HeUc7q31Y+rAxPn44d7THG+P2w7ej/eMYnz9cO9qbjnH/4dnRvncfli55jKmnHuPth19H+/V9WLr7MT5/mHW0cyDj/sOqo10JPyw9DBkfP3w6UwPG/+Pv//V3LOSe//TlOWAd/348VfFE+49/+vu//f0///6H/9L+/pf//Hv9O2uEYgZe1vtY/+LB3//xL/E//+vfy9//aD/2t/3YX39deb3uMd8+b/zvf91LrIVjDryf8b/luIdgjr8Bxsd5h5z6xqPif4xz1yAWUO0b76H3aBjzXwjnGucjo8Uc9433JebN/RvHt3XeePn+JyTkdrRvHPN7XMwYnm0/b7z89idE7nac33iUaGIcD4hr6d/4zl8WL5/lN/e6fcM9p5HrG1/7leJojHPXva/b/o3jva/v4z2VzbH4rnGu0M/vbxm3zxXP7esbj7IajO/80+Pn02W6xxr8Gx/LEp/3G99LLK5reFf3T4xDp203/e8xZ6xHvXw++GJdevVOIKazfVkJhLhdT4zXOgT9QDzH9+UgEJP/em4E7lgpb9+bxCWx5yVJYD/yIiAQd9+1fe8SV8VJv2mC7cxXJXBmCdH3LmnTist0JTB2sD8Q67hrPwncdy7GAXKt0dd7I3DEqhBX5yNR4mLu37vk4+pc75tAfIjrOAlc7dj79y7x9IwbaNkIbPkMaQTGHkSB60/MV/FlE4jF53WeBGIO3LedwJ2e6O9d8kSuX1cjEHp832kcT+m24k1SU8etfZ0E4lrfv/9Lerbicze8Scr8Vzl+ICbs/aDxuaytfW/Ssvg3niEEevydv6s2VzhrTKmdQDxn7+V7kyxw/545Y83Vvqs2vXq938v3E1kPF5fCTmB7XXsfiFXSvX5vkidh6UX/xn3Pm5/AceT9RuA+4rr+3iQulnwWdgLDuf6B191e47Mc8B/YrpgJDwLna7ookE6x+IFOYAu5/V2z6WRdru8Vsk4050UC8Qi4O/9ErLiO74rNzZg8LsR7tCWLhe/vik23b895kkAI4XbiXdJX/JbKfiAE1fFdsTlL7nu7vndpeVgSTxcCPSaP75LNXbQjViIngVie3d8FmPt1eUdvBPart++STT/4deZ8WiC3AtrxXbO51/iWOX3gyin4e5f9sar07f9j712ScFeS5Lx5reJuoE8DmXgOaUYzjjiQJlwATaJMZpKMzQG3z3T8QIR7RGpyW4OWFKzi7TpfZeHHQeIRmRHhTmAbt6Hfs9g+Xff79F85UCs5vl4E+rhX/KZ9NnTv229ayAD07dj8V8b/7fR1fraYt/FBpD9fvzT1B5Av5zc+9rx3vFkJjKXKeLkYwO76eFE0Ap1fgePPY2V9+E2L7f7x0Wz2I31BguX2m3aA/cYFI3Dd48TsR5C9oP+8jyDA79gBUBfW/QfQerKNFwuBDW/lTuAc75TND4pa1cs/hePP4+cPv2E79ADO7jcssk3bWJ/7j2woqzz8hu3oBHo2hRyMZbjfBX1HWv+4LgLb+Fj4/dqfCHdp/iOPOMP4khHoeFpXAiPIXfx+7ejiHCt3/5Xxf8fl8vsVaUuETRuB+xfifwBbEWf3+7VfT07G71ekYtfjXPxXbpTy9/MgsOE1shE4xw1u8RTSy0sfEdlKoG+IgQiMG/70G3aAexvfdfsVpMZ/HZUOdnxeG4GxfO23/wqy9fzeHWAEjaffsRt6os5++69gn248rxuBjhusETg81HwqGu4x1/4baDjHJSVw/PpgHNwjJPPYClUaY3HkN+2GZAu9dsefr7Eo8dBqe+rZz+0ksI3b3m/aASCF4qHVU8rSzr0R6PKjJ3YRFr9pUVzzK2P+wIXis81v2gF2fA06getcTo+sthvJT//+oq7oWha/Z1GANEJzD6x2CETcm8X+T6nTuBZ+z6IkCkGSXR7UVI2bfKM/918FmoNjvCT9lkWR1wqdDgMjmm20QnnKyfCaWAlctGZAedp4Atf1IoD+Q79jUQiH2M3/JxuqbtbWCfQd4QiB41c34OA+xgfWfwUFgPiOEdjx+toIoHnXA6v9yQDSO3CA7cLLhsA5whWPrFAleY9H5yCwLbhHCZz4qvuvjADll/lx0Ff87Qgc0A44Cdwj0vLQCqWo7d78pt2xcTvu6kbgQrRrv/IUx/bN1wMDbOOYftceUCBol8dWKNfdz83XAwP037adg4Nf+CggPlHWaWDcLuex+l37lCovl9+1qGkeUbgHVwcEIZbVlwOonua/6/jzWBHvHluhTHvZVl8NHEiGYtVO4PyJJXzgaThZfTVwYG+k+WcfJeoNSy4Cd0d/rIEDfUe0gEDVPKagE0C+3UOrY4SzO4WeqOPfEeIROI8RSfmPjJvl1+vqoB+IDAgcJz7DBG5etaDZATVCF4H9wrubwIWg0X4E/Rc3v43QwLHgsSdw8Xf7HNHsCPg3BtuvT8nBiZem/8iIZrGY6gR6x68QGCHk5bfsAPcIZj2yehpvtua37NmfnS+/ZU+oG414wn8FRbpX8+XAANvRLr9n0XT0Ky//wJOib74gGGB81m+/Z582qPEoNQI3omz/FWhNLbfftGjMGn8Vv2kHuEeg4/EVWsAW2q0B2KEX0Qhc+Mz4r6CF9dmFc/Bu0Dk4xzPuARba5BD+bwReJTIHh1xj1LqhL+UD14L2jN3vWrQH7giaCUDcx+Ora0V9IEWCaFh80r3+53O8ejy8uqDzNAKIk0C/8KEmcGDqO4EbgaH/CIoVfMPo6Qld8B4lMFbJh0dX1/YIM/hdiy7VFQ8ggeuXkfvAjsZAujo7kgu337QXKkfG5fEfGSEt4tWdQMdGVidw4M8rgZueT7QW79ftt+wA+2+z1cE1XtQeXKHb+VcU5mAbX36/ZZ++anpQ0H89omhfEQwwgsjD71h0euMsbZqx+4ogphPo2NxYCRwrNp0IoBfKXy3YgV15DwVbsD81CwcXHmD/FfTFjfB+JbB1rHIJnJBM8V9BEf1YtR0EOnZdNgIHGkQbgRufNv+V7Sll93sWSggnIlgC168J+QPQguOQDOIM2JFsBE7MrP8KRGPGl/wm0G98MQmMlcvh3xnsy+KbuxHoWI03AqhAvOnP93jjeXyFvdnGDyhUOTqeBAIX7jj/kRvdU4uvCKATQttUSC3tS7cfhRzJMiIBWxE8uiXjtWI3LcBxbN1u2kcgBS/iZgCFwb5Mw5/3X/2/g2s8B5v/CCqJaNcaYMPuWSdw4iz8R0aIQhHKI1azYHORwLmuy+4/MiJafB92Asj93Z3AgY3llcBNz+ej5tNpM6M9OWDsGhC4cHH8R9BjM5bCncCGLZWVwFi3WLQKIaRlfLaWi0A/sFIhcGC/m/8nN14b/iPXn/YruXGwXwgkCVxokvZfgRgdRUaP/BS2ejYC11g5W3AFnasV39OVwDiJ027ZR1FrvJ7tdQ9JrqWNV/FBoGO1sxF4NQ8d3ONuWvxXRkC70ZPy6I5tuCcJXPuYfP+VcbfsfJEhhYZtgEaAklYAm2atHnU2TlsBSN7q0YHjxBUE4yRzBcCpq0eZjnNXkLCT5NWjgcfZKwBJXz1qe5y/emT5aHmIP0sG69H/4xTWIxTIOaz2lJZREuuRJOQsFrQLOY2FP0se6xVJ9EQW1BQlkwUgqaxHt5FzWe2p9KPXwvizZLMeJUlOZwFIPgvalJLQApCM1qOOSYkeqGhKTqs9dZeU1HrkOjmrBV1PyWoBSFbrERClPU4IkEpWC0CyWo+iKWe1ACSr9WinclbrEVnlrBaAZLUeNddT/rKnZrUAJKv16MtyVgtAsloAktV65G45q9WwPctZLQDJagFIVqthf5azWgCS1QKQrNYIkzSrBSBZLQDJarXeNKsFIFktAMlqAUhWq6FUn7NaAJzVwp8lq9We3gFaHwJIVgtAsloN3Qyc1QLgrBb+LFmthk1azmoBSFar/Ro5PKsFIFmthk1afhlhj5azWgCS1WpoYuGsFoBktQAkq9WevhrPL+HPktUCkKwWgGS1UAMhWS0AyWoBcFaLdJ0dSFYLQLJabWua1QKQrBYAZbUa9mc5qwUgWS0AyWoBSFZrrKw1qwUgWS0AyWqN+dKsFoBktQAkqzUWvJrVApCsFoBktQAkq9WetkTKagFIVgtAsloNnZKc1QKQrBaAZLUa9mg5qwUgWa32dIlSVqthk5azWgCS1QKQrBaAZLUaOmQ5qwXAWS38WbJa7WnZ5Tf+AJLVApCsVkMTMWe1ADirhT9LVgtAslpt3zSr1Z7+acpqAUhWq2GTlv6zZLUAJKvVsD/LWS0AyWoBSFarYX+WdnTxZ8lqAUhWC0CyWuMx1awWgGS1ADir1fZbs1oAktUCkKzWeAw1qwUgWS0AyWoBSFarQXWBs1oAktUCkKxWw/YsZ7UAJKsFIFmthu1ZzmoBSFYLQLJa7dg0qwUgWS0AyWoBSFarPRIglNUCkKwWgGS1GlRJOKsFIFktAMlqNQilcFYLQLJa7ZFkWfm/l6xWw/4sZ7UAJKsFIFmtdtya1QLgrBb+LFmthv1ZzmoBSFYLQLJaDZI9nNUC4KwW/ixZLQDJao0Lp1ktAMlqAUhWa3xLJKuFP0tWC0CyWu3cNKsFIFktAMlqNWzP0hYK/ixZLQDJagFIVqthd5azWgCS1QLgrNY4mma1ACSrBSBZrfGB0qwWgGS1ACSrBSBZrXbemtUCkKwWgGS1GrTXOKsFIFktAMlqNajBcVYLQLJaAJLVatie5awWgGS1ACSrBSBZrYbtWc5qAUhWC0CyWg0igJzVApCsFoBktRp0CTmrBSBZLQDOauHPktVq16FZLQDJagFIVms8rZrVAtjk73pqVqtdl2a1ACSrBSBZrYYdWs5qAXBWC3+WrBaAZLXavWhWC0CyWgCS1Wr3Klkt/FmyWgCS1RphmWa1ACSrBSBZLQDOajWIunJWC0CyWgCS1WrQmeWsFoBktQA4q9WwO8tZLQDJagFIVqthd5azWgCS1QKQrBaAZLUaBIY5q9We8nTKagFIVqvdl2a1ACSrBSBZrRFzalYLQLJaAJLVak+PAGW1OloJOKsFIFktAMlqdWzQclYLQLJaAJLV6tih5awWgGS1ACSr1dEZwlktAMlqAXBWC3+WrBZq1iWrBSBZLQDJavVl16wWAGe18GfJanUowHNWC0CyWgCS1QKQrFaHeD1tGeHPktUCkKxWXy7NagFIVgtAslodO7S0WsKfJasFIFmtDiMCzmoBSFarP01ulNUCoKxWh4UCZ7UAJKslYPua8oUeXwu/0Otr+CeKraa3i0voJ4cicP+EB4Sen0yB0PsTNSCK/e63U03olv8OyL6+PXBCr0+KgSiu+afcoLh/Qg+KPw0YpecnIqH4/jQnGMMe5+0kVLx9ihaKjzwfj+XG29TIGA4dbw+k4v5pcSjeP+kOxZ/+jdL7kwVhjNKTt9lT8faJjig+Po0SxdcnacIYge3bqKq4f4IpivdPX0Xx+cmxKL4/9RbGsIx5e3IVb582jOLjk5JRfH3KM4yfF9evn1hx/3RtFO+fDI7i81PNUXx/IjuMUQz+tk4r3j4JH8XHp/ij+PoEghhfz2b/Gn8SHSlvl7ji/VMrUnx+4kaK708LifGNvOOv61Dx9iktKT4mb6In0ZGf4fZsJ6TbHmXqn0qU4v0TlVJ8fhpUiu9PsooxNjXfLjLF2yeIpfj49LMUX5/cFmPUfrzdb4rbJ+aleP+0vxSfn1SY4vtTFmMMO7O3x0/x9umWKT4+mTPF16eKxhhObG9vouL2aa4p3j+JNsXnp+im+P4E4Bg/dQZ7fPs8FnVvv6bi41OjU3x94nWMD8jNbPHN+7jrpbv+8eJ7m1IVn5/snuL7U+ljjEzS2yGreHslAJUen2Cg4uvTF2SMgru3t1dx+9QLFe9reoQfd8W3zVjx/QkpMkbl79vErLh/Mo2Kj1fUUen1SUAS7mh+fNuvFbdPYFLx/ulRKj57eh91hGpv4zjj8Rb4pDEV909ER/HxKQkpjoENcmVHjo0GblcOKDq6LnOE9/Q85BAPSbUtvVk7tq5ykIe2iDtHeWiOWHOYh+xbz3FeR31z/stg/zxHemiiWHKohyxdy6Fex8ZpDvWeRov0mXjyeDnU69gvy6HewFfPoR5yfXsO9Tr2SPLMoKIgh3r92bdPoR5yglsO9foJEb4U6nXs1aZvXkdlUw71fsnDFOp17NHlUA/dH2cO9ZBfvHOohyxjy6FeRxlDDvXQJnLkUA+ZyCuHeshHLjnU6yj3zqEe+kn2HOo9Kcsc6qGb+86h3oY6mhzqPY0nOdRDcvPIoR78ba8c6g18LDnUQ4dKy6EesqB7DvU2FJnnUA8p0juHekiUrjnU257a4hTqbeM1cORQ7+l2yaEecqpLDvUGvloO9bbxGthyqIe065lDvQ1ddznU21DankM99M70HOohP7vnUG/gfuVQb0P/bw71fl02KdRDInfLod7A7cihHhpx7hzqoR1nzaHe9rT6pVBvQ0F9DvXQsXPmUA+NO0sO9ZAabjnU29B0nEO9p7cnh3rIHl851NuwRZtDvYHvnkM9JJj3HOptz8ZcCvUG3u8c6m3IFuVQD5noLYd6A7cjh3o7cgQ51Bv4XHKo96Ss012/Y184h3poOjpzqIek9p1DPeS21xzq7aidSfEEmpOOHOoh+33lUA858CWHejvSEjnUQxvTnh7hJ0ueQ72B9zuHejtqt3Koh3annkM95NOPFBztT7lOCvUGPpcc6qEtquVQb0eZRg71dvQ1pPcREvN3DvWQnl9zqLePt0DPod6OerEc6j0dVgmdSw71Br5bDvX28ys4ibgfOdTbURaS3qw72ihyqIdGrZ5DPdQD7DnU25/y+RTqoZfrzn8ZNHTlUA+FA1sO9QbuRw710PN15VAPnV9L+kygwKDnUO9A60YO9dAbduZQDzUIdw71UImwppk50OCeQ72nhyyHeqhVuHKod6CzOYd6B3qH0jcP1Qx7DvUONLPmUG/g486h3tGe3HB82aLsoedQb+B+5FDveJrqU6g38LXkUA/1ES2HegfaqXOoh+a2M4d6xyPvkUI9FFKsOdQ7xgug51APXXB7DvVQa3HlUA8VF0sO9Y4nBZZCPfTLbTnUQ1HGkUO9gY87h3oHqgRzqIfGup5DPVRv7DnUG3g/c6g38LXkUA8teC2HegfKgnKodyDvlkM9VIFcOdT71YKkF9Jxw9cpP8MoTsyhHspFzhzqDXzeOdQ7n4q0FOoN3LYc6qGw5Mih3olipBzqnUj25VAPzYE9h3qoQNlzqDfwfuZQD/2Ddw710EW45lAPtSpbDvUG3o4c6qHR8MqhHtoNlxzqoail5VDvRMNQDvXQkXjmUA+FL3cO9VD+suZQ70QlZg71ntbFHOqhQubKod7A95JDvfPpV0uhHqpothzqneiiTnf9oOedQ73z+LOsOdQ7n87ZFOqdaE7Jod6JBGiKJ55uyRzqoSyn5VDvRAt/DvXQUHnkUA+VO3d6hFG+s+ZQb+DWc6iHxss9h3qo8DlzqIc6nyUFRydyrjnUQ4PmlkM9VAIdOdQ7oRuQQ71rQb1OfB+hk7PnUA8VQ3sO9S5op+VQD82edw710PIZj4satBzqXc9/SgEFao6uSd4WCkqTxC2ECnLmFoWwk9Qtyk0muduGetUU6l0Qbcuh3oUSg/yXQUF+DvUuFL7lUO/aUDifQj20obYc6j3FTukzcW1Ph1a62Ci+zaEe2lXXHOqhKKrnUO9C1WWeGfQo5lAPfa1LDvVQPdVyqDfwtuVQ73qKv+M3D/VVdw71UGW15lDvQtVvDvXQJLvnUO96ulBSqHddsFVOod6Fxsgc6qFYa8uh3sDHkUO9ga8rh3rXjfqjFOqhqqvnUO9CF1QO9aCIeOZQD5Vfdw71UP/Vcqh3L18nRcTHkUM9lIhdOdRDodiSQ72Be8+hHtp89xzqoZjszKHejd6rHOpBj3HNoR76gbcc6qHq7Mih3v1IVKSPHrQblxzqoXG45VAP9Wl7DvWg8HjmUA+9xXcO9dBhvOZQj8U3FZtUp2IT9mRMMqCKTTRUsUmMKjZBUsUmX8qYxE4VmzSqYhNSVWyyq4xJpFWxSboqNgFYxSYXq9jEZRmTFK1iE65VbDK3ik0UlzFJ6Co2wV3FJs+r2MR8FZv0L2EWCg7YdIUDNx3iwE23WDjpHAf+ySIHbCrKgZvqcuCm0iycVJ0D/0SgAzbN6MBNY1o4aVIHbhrWgX+S1wGbQnbgpqgtnBS4AzfF7sA/ge+ATQ9cOOmHB25644GbPnngqVSMdc+Fk0564KarHrjpsAf+ybYLJpX3wE0VPnBTkQ/cVOcD/0TqBZOmfeCmgR+4aeYHbhr7wl2SP+C+zqr6SPE/cHMICNwcBZiTAUHA5lcQuPkbBG5+CMLJPyHwz24hYHNnCNzcHAI39wfh5BYRuLlLBG5uFIGbe4VwcrsI3NwxAjc3jcDNfSNwc+sQTu4egZsbSODmHhK4uY0IJ3eSwM3NJHBzPwnc3FICN3cV4eTGEri5twRubi+BmzuMcHKTCdzcZwI3t5rAzd0mcHPDEU7uOYGb207g5s4TuLn5CCf3n8DNLShwcxcK3NyIAjf3IubsdhS4uSMFbm5KgZv7knByawrc3J0CNzeowM09KnBzmxJO7lSBm5tV4OZ+Fbi5ZQknd63AzY0rcHPvCtzcvgI3dzDh5CYWuLmPBW5uZYFPFlTihRa4eacFbl5rgZs3W+CTKjRxfgvcnOICN2e5wM2JTrgb1wVsPneBmy9e4OajF7j57gl3m76AzdUvcHMBDNxcA4WTy2Dgk+WveBgGbp6HgZtHInP2VAw8le2TU2Pg16QtRJwgA2+T1hA2mgz4nLSHiI+lcPK9DLxPmkTYVjPga9IoIq6dgbdZrwi7ggY+2agQz1Hh5FEaeJ81jLAHauCTCk9xWA28zZpG2ME18HPWNkIGsYLJTzbwPu0cIb/awK9p7wj54QbeZt0j7Lcb+DnrH2E/X+Hk/xt4n7WQsL9w4NesiYT9iwNvszYS9kcO/Jw1krD/MvON/JoD77Neko38oAO/Zt0k7DcdeJv1k7CfdeDnrKOE/bKFk7924H3WVML+3YFfs7YS9gcPvM36qdh/PPBz0loi/ubCyQ898D7pLhG/9cCvSX+J+LkH3iYdJuIXH/g56TERP3rh5F8feJ+0mYAfkz4T8GvSaPITLZ8Elo8wziSw3NB9PgksBz8nzSaPxPmk2wQ65uuk3QS8T/pNwI9Jw8mjhz7pOIHq+TJpOQFvk56TRzY9N5084umTrhPwe9J2AuX0dZ8EllDvmTSePErrufME+Jq0njw67JPeE/A2aT4B3ybdJ+Bnbj95RNsn/SfrIws0CSwH75MOlEfafdKC8ii85x4UyLgvkyYU8DbpQnl04CdtKI8c/KQPBfzOjShQfl8nnSiPZvykFWV9VIkmgSXEiWbx8j5eGekYEJefxGA71Fsn0coOgbRJZDn4PelIeZToc0sKcJ/0pIDvk6YU8GvSlfKo1k/aUsBb7kt5NO0njSk/aftJZAkJpUlrCmTs10lvyiOAn5tTgPdJdwr4NWlPgeT9MulPecTyJw0q4FvuUAE+Jy0q4PekR+UnrD+JLKHgNOlSAd9zmwrwNelTeUT4J40q4G3SqQK+TVpVHqn+Sa/KI9k/aVaBLv866VYB75N2lZ+w/ySyhIDUpGEFKv7LpGMFvE1aVh4XgEnPCvgxaVoBvyddK49ZwKRtBbxP+lbA90njCvg16Vx5nAUmrSvrI2A1iSwPSERMIksYEEy6Vx4fgkn7CswG1kn/CnifNLA8bgWTDpbHtGDSwgJrgmXSwwLeJk0sj7fBpItlfQS0JpEllLQmfSywM1gnjSyPEcKkkwV8n7SygF+TXhaYHyyTZpbHNmHSzQK+TdpZwI9JPwv4PWloeTwWJh0t4H3S0vJYMEx6Wn5ODJPIEoJfk64W8DZpa3kMGyZ9LeDHpLEF/J50tsCjYZ20tjzuDpPeFvB90twCfk66W2DosEzaW35WEJPIEpJjkwYX8GPS4QJ+T1pcHt+I3OMC3CdNLuD7pMvlMZeYtLk8HhOTPhfwlhtdgLdJp8vPiGISWULxbNLrAtOJddLsAt5zt8tjWjFpdwE/J/0uMKhYJg0vj7XFpOMFfMstL8DHpOcF/J40vTw2GJOuF/A+aXsB33Pfy+OVMWl8eSwzJp0v4G3S+gK+TXpfHmONCbsn3S9w0Fgn7S/gfdL/8lhwTBpgwM/cAQO7jWXSAgPeJj0wj13HpAkG/Jh0wYBfuQ0GDh3rpA/m8faYNMKA75NOGPBz0goDP48l98I8PiCTZhjwbdIN8/iETNphwK9JPww8QdbcEAPcJx0xj6fIMYksIV036YmBgcgyaYoBb7kr5jEgmbTFgB+Tvhjwa9IYA8+RddIZ87iVTFpjwPdJbwz4OWmOgUXJMumOecxNJu0x4NukPwb8mDTIPBYokw6Zxwll0iID3ic9MuD7pEnm55cyiSyhyjdpkwFvkz4Z8G3SKPO4q0w6ZcCvSasMnFTWSa/M48EyaZYB3yfdMuDnpF0GtivLpF/mMWyZNMyAb5OOGfBj0jLz2LpMemYed5dJ0wx4n3TNgO+TtpnHA2bSNwN+Txpn4PfSJp0z4NukdeYxjJn0zoBfk+YZmMOsk+6Z9TH5nkSWkC+c9M+An5MGGvB70kEDh5k2aaF5rGgmPTTgx6SJBvyadNHAjmadtNE8vjWTPhrwfdJIs/7cxnNkCf3ESSsNPGzapJcGfJs00zweOJNuGvBr0k4Dw5t10k8D3icNNY9jzqSjBvzMLTXA96SnBrY5bdJU87jr9ElkCRXHSVsN+JX7auCos04aax4vnklnDfg+aa0BPye9NY9jT26ueXx7Jt014NukvQb8mPTXPPY+kwabx+Und9gA90mLDfg+6bF5rIAmTTbg96TLBkZALbfZPIZBkz4b8GPSaAN+TTptHluhSavNz10os33SbAN+TrptHv+hSbvN40M06bcB33LDDfAx6bh5zIomLTdwJFomPTfgfdJ0A77nrpvH2GjSdgN+T/pu4GLUJo034Nuk8+axQcqtN8DXpPcGjkfLpPkGvE+6bx7LpEn7DfiZ+2+A70kDDlyT2qQD57FXmrTggB+THpzHfSk34cBhaZl04YD3SRsO+D7pw3mcmiaNOO3RnMyRJVyZ2qQVB3yb9OI8tk6TZhzwa9KN0x7lyRxZgvdJP87jATVpyAE/Jx057ZGfzJHl4xQ16cl5DKMmTTngx6QrB/yatOU8tlKTvpzHXWrSmAM+zj5FluDnpDXn8aCa9Oa0R4gyR5btUaLMkSX4MWnPeRyrJv05sKVaJvVk7VGjzJHl42s1qVECPycVPeD3pPblcb+aVIk8JliTNp32aFJOhBYhSjlp1Hm8siadOo9l1qRVpz26lDOxRQhTztQWIU47kVuENOWkXQd8m/TrtEeccqK4+LPhmkguQqZ2ornYoFM7EV2EQOWkaefx7Jp07bRHonKiuwiNyknfDvg2adx5HL4mnTvtkamcaC8+OpUT8cUGydqJ+iKUKifdO+DnpH3ncQub9O+0R6xyosAItcrcwAN8TBp4HmuxSQNPe/QqJyqMj2DlRIYRipW5geexIZs08IDfkwae9mhWTiLLR7RyEllCtTI38ABfkwYe+JMtkwaex9ls0sDzGJxNGnjAz9zAA3xPGngeF7RJA89jhjZp4GmPfOUksoR+ZW7geRzTJg084G3SwNMeBctJZPloWE4iS4hYfmNfcW5ir363kFfiW9irAy7sFQt35oriwl7ZcWE/aXJCJl8u7NU4F/YKoRMztXRhr6S6sJ/sOiGTZhf26rcLe0Xehb1K8MRMLl7Yr3NA0Cs7T8y06YW9AvbCXpV7YiaFL+wnly/oldQX9uruEzNxfmGvgr+wV+afmHkBCHsNA4S9rgLEzHpA2OtPIOw1MTBGTgfCXjsEYa9ngrDXWIGYuS8Iey0ahL0+DsTM7EHY6wgh7LWNIGbeEsJeAwphr0uFsNfKgpj5XQh7TTGEvc4ZxD53DUGvA4ew16aDmHl5CHsNP4S9riDEPucQQa+7iLDXgkTY61NCzMxMhL2OJ8J+riiEzDlF2GuvIuz1YHHmRi3CXjcXYV1faOQKQ8ysY4S9/jLCXhMaYuZUI+znZiPodbwhZrY4wl7vHGGvwQ4xc+ER9nPqEfS6+Qh7LX+ImS+QsNc8SNjrMETMbIiEvV5Fwl5DI2LmeiTstUYS9vonCXtNloiZE5Ow165J2OvpRMyMn4S97lDCXgspZ+4zJew1oxL2OlYRM1srYa/3lbDXIEvY66JFzKy2hL1+XMJe0y5in7GXoNf8S9jrEEbMbMSEvV5jwl5DMmE/0zJCZmwm7HU/E/ZapBEzHzVhr9masDW8W920Tdjr7CbstX8jZh5xwl4jOWE/szlBryEdMXOtE/Za2wl7/e+cuUmesJ+RnqDXbI/Y9TnyCXtt+4S93n7EzABQ2CGhCNkICnu9BomZIaGw17VQ2GttSMz8D4W9JonCXidFYma3KOz1ZBT2GjcKe90diZkFpLDXJ1LYayZJzBwnhb22lMJe70piZnAp7HXBFPZaZRIzP01hr+mmsNeZU9hr3+nMPT6FvUagwl63UGKfo6ig13VU2GtNSsz8S4W9JqfCXidUYUt4zbujqrDXdlXY681KzAxchb0ur8Lk8OYSK+y1khX2+s0SM1NaYa9zrbCfu62g1wGXmNnkCnu9dIW9hrvEzJVX2M+5V9Dr7kvMLICFvT7Bwl4zYWGv47AztyUW9noXC3sNjomZC7KwVyhe2OunTMxMl4W9zszCXvtmYubxLOw1ghb2ukULey2liZnvtLDXnFrYKyhMzGyuhb1e2MJew2xi5qot7LXeFvb6cwt7TbyJvT7fQl4rcGGvXzgxMxUX9jqPC4vr+sBsZyhw20kK3HaeAredKuG+sRWw7YMFbvtmgds+m3Dalwv828YL2Hb9ArddwsBtV1E47UIG/m1aBmx7nIHbnqhw2kMN3PZcA/+2aAO2Hd3AbQdYOO0YB247zIF/G9IB2/61cNrvDtz2xwO3/fTAbf89cNuvF077+4FbPiBwyx8EbvkG4ZSfCNzyGYFb/iNwy5cEbvkV5pyPCdzyN4Fbvidwyw8JvzyfFLjlnwK3fFXglt8K3PJhwil/Frjl2wK3/Fzgls8TTvm/wC1fGLjlFwO3fGTglr8UTvnOwC0/GrjlUwO3/KtwytcGbvndwC0fHLjljwO3fLNwyk8HbvnswC3/Hbjly4VTfj1wy8cHbvn7wC3fH7jVBwineoLArf4gcKtXCNzqG4RTPUTgVj8RuNVbBG71GYFbPQdzKv8I2KpFArfqksCtGkX45dUrgX/FLgFbbUzgVksTuNXeCKdancC/0p6ArRIocKscEk6VRoFbZVLgXyFTwFb3FLjVSQmnuqrArQ4r8K9sK2Cr8hJOVWGBWxVZ4FZ1Fni+zaiaTThVvwVu1XKBW3Vd4F8xnmCq3Qvcav0Ct9rAwK2WMPCv9FAwVSoGbpWNgVslZOBWOSncCy0DtrrMwK2OM3Cr+wzc6kSJc1lpwFaFGrhVrQZuVa7CL6+KDfwrog3Yam4DtxrdwK2mVzjVAAduNcOBW41x4FaTLJxqmAO3mufArUY6cKupDtxqsIVTzXbgVuMduNWEB2415MKp5jxwq1EP3GraA7ca+MCtZl441dgHbjX5gVsNf+BW8y+cegQCt56CwK0HIXDrWQjcehyEU09E4NZDEbj1XARuPRqBW0+HcOoBCdx6RgK3HpPArSeFOfewBG49L4Fbj0zg1lMTuPXgCKeencCtxyfw3nNkKT1EwqnnKHDrUQrcepoCtx6owK1nSjj1WAVuPVmBWw9X4NbzJZx6xAK3nrLArQct8K9lLWDrcBNOHXGBo0ApRpbScRf416AnmPr5Arf+v8CtXzBw6y8M/GtHFEzdi4Fbt2Pg1h0ZuHVTCvfmy4CtVzNw6+0M3HpBA7feUeHeahqwdaYGbp2sgVvnK3PulA083TfcgRu4dewGbh2+wqkjOPCvgThg6zcO3PqThVM/c+DW/xz41y4dsHVXB27d2MKpeztw6/YO/GsOD9h6yYVT73ng1qseuPW2B/61wgdsnfPCqdM+cOvMD9w6+QP/Gv8Fk05A4KYrELjpEARuugWBm86BcNJFCNx0FAI33YXATadBOOk6BG46EIGbbkTgpjMRuOlSCCcdi8BN9yJw08kI3HQ1mLMOR+Cm2xG46XwEbroggZuOiHDSHQncdEoCN12TwE0HRTjppgRuOiuBmy5L4KbjErjpvggnnZjATVcmcNOhCdx0a4STzk3gposTuOnoBG66O4GbTo9w0vUJ3HSAAu/HJLJknSHhpEsUuOkYBW66R4GbTlLgpqsknHSYAjfdpsBN5ylw04USTjpSgZvuVOCmUxW46VoFbjpYwkk3K/BPZitgU+UK3FS8mLPqV+CmEhb4JyoWsGmQBW6aZcJJ4yxw00QL/JNQC9gU14STQlvgpugWuCnABf4JxgVs+nLCSY8ucNOvC9z07gL/5PEEk5pe4Ka+F7ip9QVu6n6B5/uAVAMDN5XBwE2VMHBTMRTuoocBm0Zi4KapGLhpMAZumo3CXeIxYFOEDNwUJAM3xUnhpFAZ+CdoGbDpXwZuepmBm76mcNLjDPyT7wzY1D4DN3VQ5qwmGripjwb+iZUGbNqmgZsWqnDSTg3ctFYDN23WwE3LVThpvwZuWrGBm7Zs4KZFG7hp1wonrdvATRs3cNPSDdy0d4WTVm/gpu0buGkBB27awYGb1rBw0iYO3LSMAzft48BNK1k4aSsHblrMgZt2c+Cm9Ry4aUMLJy3pwE17OnDTqg7ctK2FkxZ24KadHbhpbQdu2tyBm5a3cNL+Dty0wgM3bfHATYucOWuXB25a54GbNnrgpqUeuGmvCyet9sBN2z1w04IP3LTjhZPWfOCmTR+4adkHbtr3gZtWvnDS1g/ctPgDN+3+wE3rX7hbAwRsTgKBm/NA4OZUELg5Gwh3I4SAzTchcPNZCNx8GYSTj0Pgk9IXcYkI3FwlAjcXCuHkWhH4LARjT4zAzUNDOHluBG4eHYFPCnrEASRwcwwRTg4jgZsjSeCToeZzwpx9UQI3H5XAzXcl8EmJkri6CCcXmMDNNSZwc5kJfBYus4dN4OZ5E7h55ARunjqBTwqvxLEncHP4CdwcgQI3ByHhbjgUsPkTBW5+RoGb/1Hg5pck3O2VAjY3psDNvSlwc3sSTu5QgZubVODmPhW4uVUFbu5WwskNK3Bzzwrc3LYCN3cu4eTmFbi5fwVubmGBm7tY4OZGJpzcywI3t7PAzR0tcHNTY87ua4GbW1vg5u4WuLnBBW7uccLJbS5wc6cL3NzsAjf3O+Hklhe4uesFbm58gZt7X+Dm9iec3AEDNzfBwM19MHBzKxRO7oaBmxti4OaeGLi5LQZu7ozCyc0xcHN/DNzcIgM3d0nh5EYZuLlXBm5ul4GbO2bg5qYpnNw3Aze3zsDN3TNwcwMVTu6hgZvbaODmThr4Z2YasHmfCiev1MDNWzVw82IN/LNuZcxOr4GbM2zg5iQbeF8ngSUZ1QomX9vAzQc3cPPNDdx8doW7LW/A5uIbuLn+Bm4uwYGbq7BwNyEO2DyLAzeP48DNE1k4eSgHnieKvJkD75MGHvF+Fk5e0YEfuYFHnKgDb5MGHnG6DvycNPCwkXbAfdLAIz7dwsnXO/Bj0sDDtuEBt0kDj7iSB35OGnjE9Tzwnht4xFNdOHmwB35MGnjE4z3wlht42EBe8Tlp32FzesV90rzDxveML1TPppjyhopADikhtTJp3Lkf+Z8UUN7o6c7x5MDnpGvnkWLJ0eTAfdKzM/A6adm5IYyRQ0lItUwadgbeJv06A7dJu869/7kn3TqQcpk06wy8T3p1Bu6TVh3ovEw6dSD1MmnUGfiY9OkMvHGbzlgrtPHZQc2np3MWXKAx3ZHuOMSa8KsupIdmTCfCmE7bsfwlGdMlYUwXkDFdbsY0OY5lKhnTxDOm24Qx3VSO5RZkTDcsY7q9GdPDwJgeHcfyoDGmx5IxPcSM6ZF3LC8IxvQ6YUwvH8b0qmJMLzbD+hoUTG9N4fSWFU5vZeLyFhfuL33B9I0QTt8U4fQNIi7fLOH+iRNMX0Th9AUlLl9c4fSFFu4fdMH0/RdO8QJxiS+EUzwi3MMXwRTtEJfoSDhFU8Ip+hJ+TsZSVEdcokDhFDUKpyhTuAelhCWGFU4xr3CKkYVTTC3cQ3DCErELpwhfOK0IhNMKgjgvOATT+kQ4rWeE0/pHOK2XnMvySjCtxoTT6k04rfaIy+pQuC8mBdPaUzitVYXT2pa4rIWF09pZOK21hdPanLis5YXT2l847RUIp70F4bQXQVz2LoTTXodw2hsRTnspxGXvRTjt1QinvR3htBcknPaOiMtek3DamxJOe1nCae+LuOyVCae9NeG0Fyec9u6E014fcdkbFE57icJp71E47VUSl71N4bQXKpz2ToXTXqtw2pt1rnu5wmnvVzjtFQunvWXishctnPauhdNet3DaGxdOe+nEZe9dOO3VC6e9feGUCyAuuQPhlGsQTrkJ4ZTLEE65D+KSKxFOuRXhlIsRfk0eC830CKfMkHDKJAmnzJPwexKsaF5LOOXBhFPeTDjl2YhzWk4wZfGEU9ZPOGUJhVNWkTgnIQVTzlI45TiFU06UuORQhbfJK0wztMIpoyucMsDONWMsPB5C89DCKW9NXPLcwikvLnyfvJQ16y6csvTEJasvnKoAhB+zv5XUGBCXmgThVMMgnGoehJ+TT41WVBCXCgzhVLEhnCo8hF+zuZL6EeFUbyKc6lOEUz2L8HvyAdVqGeFUXSOcqnGEU/UOcan2EU7VQcKpmkg4VR8Jp2ol4lLdJJyqoYRT9ZRwqrYiLtVZwqmaSzhVfwmnajHhVF3mfJNqNOFUvSacqt2EU3UccammE07Vd8KpWk84VfcJp2pA4lI9KJyqDYVTdaJwqmYkLtWPwqlaUjhVVwqnakzhVL1JXKo9hVN1qHCqJhVO1afEpVpVOFW3CqdqWOFUPSucqm2JS3WucKrmFU7Vv8KpWpi4VBcLp2pk4VS9LJyqnYVTdTRxqaYWTtXXwqlaWzhVdxOXanDhVD0u3IvNBVNtunCqZXeute/CqVZeuJfWC6ZKfOJSuS+cKv2FU2eAcG8kEEx9B8SlT0E49TUIpz4I4d42QVi6LIRTV4Zw6uIQTl0fwr1JhLD0lAinHhTh+2wVoD0uxK0fRlibxWDaayOcenOE35N8jrb+CKZOIeHUWSScOpGIS+eScG90Ekx9UcKpj0o49V0Rlz4t4d7WJZi6wIRT1xhx6TITTl1pwr2JTTD1vAmnHjnn2lMnnHrwhHvLnmDq8CMuHYHCqYNQOHUcCqcOReHU0UhcOiCFU8ek8P2aRJbakUlcOjiFU8encOoQFU4dpcKpA5W4dKwKpw5X4dQRK5w6aIlLx61w6tAVTh29wqkDWDh1DBOXDmPh1JEsnDqYhVPHM3HpkBZOHdXCqQNbOHVsC6cOb+LSES6875PIUjvOhVOHOnHpaBdOHfDCqWNeOHXYC6eOfOfawS+cOv6Fk0KAcFIUIC4KBMJJsUA4KRwIJ0UE4aSgQFwUF4STQoNwUnQQTgoQxEUxQjgpTAgnRQrhpGAhnBQviLNAhmDS0xBO+hvCSa+DuOh7CG9bDlZUPUQ4qY0IJ3US4qJmItzFTwSTVopw0lYhLloswkm7RbhLvQgmZRjhpCRDXJRnhJNSjXAXthFMOjjERTdHOOnsCCddHuH5NhO9H+eqDySc9ISEk/6QcJcrIizqRsJJDUk4qScJJ7Ul4S7ORFi0nIST9pNw0ooSTtpSxFmKSjApVwknpSvhpIwlnJS0iLPwlmDS6RJOul7CSQeMuOiGCXeZMcGkSiacVMyEk+oZcVFJE06qasJJhU04qbYRF5U34aQKJ5xU5IST6pxwUqkjLqp2wnufRJaqmiecVPaIiyqfcFLxE06qf8JJJVA4qQo6VxVC4aRaKJxUDoWTKiJxUVEUTqqLwkmlUTipOgonFUjiohopnFQmhZMqpXBSsRROqpfERSVTOKlqCicVTuGk2klcVD6FkyqocFIRFU6qo8JJpZS4qJoKJxVU4aSaKpxUVomLKqtwUnEVTqqvwkklVjipyhIXFVrhpFornFRuhZMqLnFR0RVOqrvCSaVXuIv6CiYNYOKiGSycNIaFkyaxcJcwNhwUj4WTQrJwUlQWTgrMwl2wmbDoOwsnPWjhpB8tnPSmibM8tWBSsxZO6tfCSS1bOKlrE2cxbsGk3S2ctL6FkzY4cdESFx7vm6BRLpw0zYWTBjpx0UwX7hLrgkmRXTgpuBMXxXfhpBAv3AXlBZP+vHDSqycu+vbCSQ9fuMvnCya1feKizi+c1PyFk/q/8HOfzJV4CxAXLwLh5F0gnLwOhLs1gmN1UhBOzgvCyalBODk7CCcnCOLiHCF8azmyDM4UwsnJgrg4Xwgnpwzh5KwhnJw4hJNzB3Fx+hBOziDCyUlEODmPEBenEuHkbCKcnFCEk3OKcHJaIS7OLMLJyUU4Ob8IJ6cY4uIsI7xPKq+Cc43wc1LRE5xxiIuTjnBy3hF+TPp0grMPcXECEt4nrTrBaUj4OWnWCU5GxMX5SPg26dcJzkrCyYnJuTo3Ce+Tnp3gDCX8nHTtBOcp4uJUJXybNO4EJyzh16R1JzhtCe+T5p3g5CX8nLTvBKcw4uIsJnzLDTzBt0z4NWngCb5owtukgUdt1wSTS5vwe9LAE1zghG+TBh41mRN8TRp4goed8DZp4AkeecLP3MATHPiIi2Of8G3SwBMcAYVfuYEn+A0Kb5MGnuBnKPycNPCQV+Lyp404Z2fvxf6Uee9iGtqxazHW8oeyvp9tu5QtT0MkIby2zltMQwfbfp88YetY0IlpaD9RsHWLaSiK5drdxAgchXVtE2vnfiBzeItn6K+Or4kPOGr+1mW8B5SNB/0Sz1CUGC5jbXMrG8+T2H6iovHXj0QMO4BnE8vQwbaxHBUb8KfY8rxkgjrWDL2JZShqO8drdFfUDti8MxvvGfSbbsrG0mQXG3BUqG4w81Y23jhNHENREfsrMxe24ZZqyta+NnEMRbFuO3ZxDO34HsCbV9n4jqrZbXtyb7t4hg52wDC9KesLLE2ZYfmN4ntl46t+yd3Srq+SUNhyjYsgv3tiF+2S5wXP/IiXxAkc74dz2eV5QWH5eKzkeWnP7uoqTuB4dY37cZXf3VGfe8kDgzclPK83ZePVvC+HsrdOhNi4JYMHcHt6DHdxVEanwHjS5IHB9wVvgl3ZWCds96Fs3D/jDc9s3JLxqqCmcdnECnywNlaPTX52HTO5rnLX48v+y/4J69d4w1/KlvMUm2kEHXh3NWXbcV7iBI7elhFqyAPzC4g2eWDQS4NeyUtZ29RcHbHahn1hZeOzfIkROGLD3+6usGUEjPK8rE+F8CnPC+LWsSjqitb12ORxQXcU7rxN2b7ge6CsLeHlihB+rH3kcUH3V/CGXlHGjUeI2fYt3YUdJyZXWT9xqZQtx/hd+Vm02I6HZVW2wb29KRs3zylPCxr6xv9UnhasArcRyJzK2raeh/wuyvPOVR4XrFB/IZmw3s7z2JQt41UnjwtWz+MBl8cFfZcrdAeUrWORIc8LFvb463ZlGyy4N2XrvasjMzpQkX69lI3P/yl24Oh4/TXNEUNz7FjjdWUHXkqbsrGwGNGnsuUY8Yf8Lr7ZyyJzpMyjGeUe/Sj3aEm5R1fMKRhT7LGbco/1lHtsyJxjSeUWeir2SFW5R7bKPRJmzpGzcgu0FXtcrtzjeOYc9yv3dYJyW1Yo9lWIcl+1MOdVjnJfFSm3RZRiX3Mx5zWacl/TKfc1oHJfMyr3NSZzXpMq9zWscl/zKvc1MnNeUyv3NbhyX7Mr9zW+ct8TIC57CMp9z0G571Eo9z0N5rwHotz3TJT7Hoty35NR7ns4zHnPR7nvESn3PSXlvgfFnPeslPsel3LfE1Pue2jKfc+NOe/RKfc9PeW+B6jc9wyZ8x6jct+TVO57mMp9z1O575Ey5z1V5b4Hq9z3bJX7Hi9z3hNW7nvIyn3PWbnvUSv3PW3mvAeu3PfMlfseu3Lfk2fOe/jKfc9fuecIlHtOQbnnIIhzykKxZziUe0ZEuWdQmHPGRbklaBR7Pke553+Ue76IOeeXlFs6SrFnr5R7tos5Z8eUezZNuSXfFHuuTrnn9phzLlC55w6VW6pRsWcmmXMmU7lnPpV7plR5vs04A8ucM7bKPcOr3DPCyi2BzJjzzco9P63c89nKPf+t3NLljDm7rtyz8co9e6/cs/3MqThAsdcSKPfaA+Veq6DcaxucSymEYq+cUO6VFsq9MoM5V3Iot8IPxV4notzrSpR7HQpzrltR7nUuyr0uRrnX0TA/qO5GudfpKPe6HuVeB6Tc64aYc52Rcq9LUu51TMq97ok510kp97oq5V6HpdzrtpR7nRdzrgtT7nVkyr3uTLnXqTHnujblXgen3OvmlHudnXKvy2POdXzKve5PudcJKve6QuVeh8ic6xaVe52jcq+LVO51lMSl7lK512kq97pO5V4HqtzrRplznalyr0tV7nWsyr3ulTnXySr3ulrlXoer3Ot2lXudL3OuC1budcTKve5YudcpM+e6ZuVeB63c66aVW5m14mXJkaVWcSv3qm/lXiWu3IrKGXMNunKvWVfuNe7KvSZeuZXQM+aKe+Veoa/cK/qVewcAc2oYUOz9Bcq9H0G59y8o934H5tQeodi7KZR794Vy79YgLt0dytN9I10jyr3LRLl3pTDnLhbl1vSi2HtklHtPDXPuwVHuPTvKrcVHsXcEKfcOIubccaTcO5SUW0OTYu9/Ys79Usq9v0q592Mpb9tkrrjbizl3hyn3bjLl3n2m3JrVGHNvm3LvhVPuvXPKvddOuffmMedePuXe+6fcewWVe28hc+5FVO69i8q911G590Yq915K5tx7qdx7NZV7b6dy7wUlLr2jyr3XVLn3pir3Xlbl3vvKnHtllXtvrfK+TyJL6d1lzr2+yr03WLn3Eiv33mPl3qvMnHublXsvtHLvnVbuvdbMuTdbufdyK/feb+XeK67ce8uZcy+6cu9dV+697sq9N54599Ir99575d6rr9x7+5W7FgBz1g5Qvl+TyFK0CZS7lgFz1j5Q7loJyl1bQblrMSh37QbmrPWg3KQhFLuShHJXniAuShXKXdlCuQlhKHbdDOWus8GcdTmUu46HcpP9UOwqIcxZVUS5q5Aod9US5SZyotg1UZizhopy11xR7hotyk3ShTErwCh3xRjlrjCj3BVplOf7gJVulLsyjnJX0lHuyjvMSahHsev6KHcdIOWuG6TcdYaYkyyRYlcxUu6qR8pdJYk5qyopNxEmxa7ZpNw1npS7JhRz1pBSbpJTil2hSrkrWhEXBSzlrpil3AS2FLsel3LX72LOel/KXR9MueuJKXf9MeasV6bc9c2Uux6actdPU+56a8xZn02567kpd/035a4Xx5z15ZS7Hp1y169T7np3yl0fjznr6Sl3/T3lrten3PX9mLMeoHLXD1TueoPKXZ9QuesZMmf9Q+Wul6jc9RWVux4jc9ZvVO56j8pdH1K560kqd/1J5qxXqdz1LZW7HqZy188kLnqbyl2fU7nreSp3/U/lrhfKnPVFlbseqXLXL1XueqfMWR9VueupKnf9VeWu16rc9V2Zsx6sctePVe56s8pdn5Y5ydkqdvVb5a6Wq9zVdZW7Gi9zEu9V7Fq/yl0bWLlrCTNn7WHlk9IXVTZW7krIyl05mTkrLSufhWCi46zcdZ+Zs060cteVVj4p6FHVauWucs2cVbGVu4q28slQ1+YmLlreyl37W7lrhSuflCipEjlzVi5X7krnyl0ZXfksXBbddeWu067cdd2Vuw688knhlarMK3dVeuWuYq/cVe+Zk0i+YtfUV+4a/Mpds1+5a/wzJ0sAxe4goNwdB5S7QwFzdjRQ7g4Iyt0xQbk7LChfzklgKQ4Oyt3xQbk7RCh3Rwnm7ECh3B0rlLvDhXJ3xFDuDhrM2XFDuTt0KHdHD+XuAEJcHEOUu8OIcnckUe4OJsrd8YQ5O6Qod0cV5e7AotwdW5izw4tyd4RR7g4yyt1xRrk71DBnRxvl7oCj3B1zlLvDDnN25FHuDj7K3fFHuTsEKXdHIebsQKTcHYuUu8ORcndEYs4OSsrdcUm5OzQpd0cn5e4AxZwdo5S7w5Ryd6RS7g5WzNnxSrk7ZCl3Ry3lZsCl2P26mLO/l3L3A1Pu/mHKzW6MsLiTKXc3M+Xufqbc3dKUm7kaY/ZiU+7ebcq3NgksxRuOOVnJKXbnOeXuVKfcne2UuxMeczLOU+w+e8rdl0+5+/gxZ98/5Xmi2E9QeZ808KhfIXP2N1R+5AYedU9U3iYNPOrOqPycNPCI+aPiPmngUW9J5uxFqfyYNPCI1aXiNmngUSdN5eekgUedOpX33MCjPqDM2TdU+TFp4FnFl1R5yw08Ynoq+Jy074ihquA+ad4Rs1bCbO0q+Jh07ohtrOA26dsRS1rB56RrR+xuBfdJz45Y6RJm413Bx6RhR0x9BbdJu44YBgs+J806YkYsuE9adcTomDDbIgs+Jn06Yrm8oKfm/NHO2ZxtHx/9NeF1u7ZxNRXvWH6fI+CKeO9jYo+ExwPW7+AfjUr3JxiN9EBndzyR7Xkc7zx6WfezxRPBTux4r54Jj3VYv+KJ9HGNR5wVKOpAzhHeJbxBliGeCJY8T/O1YpST9mWLJ7Ki5gJvkYjb2dMcLE8UvsUTWVBp29P1Q9kGzjvhZd+XrieCKvBz0ONOeNv2PHYdy6LeAsYu59GPLeERgx33nnD7VTsoRr609T2ex/nsvWU6QoOlxRNBqebV93giB1Ku472ScB8voTWeCLo+xqss/uSOUrvjWhPeoCUQzwRNpEvf4pnge/4EdhHvJx7UhJF76/FMsDewHmc8E7RqnMsSz6Sj5qr3eCbISo5PRzwTtH22OzyowOP10Vs8ExQ49eOIZ7Ii+3KHJxV4/7U5RNzWR1xE8bjn1+2+4pkgIwDxi4Q7tE3imYx7fsHXWjFKnm+IHSTcb6gHJLyMwDI8qr+65tbXRDc0wWe8nulV99QuH+PtsCeMWtseTwSlALgHAx5v+X2LR0bUi79jwh3yFXn0si0tPqoXNtH2Iz6qqDTGKiqex46Sy3iPXEjFPUuiiHe8G+KJbE+nzRVPBJWA5xEfVRQNj7Pe4olg0wt6HErRT9CP+KQOfFzXna4fMmdbO+OJoJ35PuKTeq3otbjjk4oy3/ymG3Qdt3t8UK/l6bCNDypqeccUHPFEFtRcjde8YlTsbihKS/jYWjsS7RBdaAmPV/wdn1MU5rarxef0vD6xpYjXXyZU8bjh17HsWhPecUPFM0Hf3yMsonjc8OM9F59T1NLeUL5IuN0QkggYyznsqyc83vH7Gc9kR/XF+AQnPCLKFh9U1MX+KqAi3g68GBNe9/wmOdH4P56+njCCxzueCWpcJ1M8bvo+Lko8E2zn4igJd3xV45mMmx4KTvFMkBRervisolr1VwId8bque3xWn5rUI77lUZGK84gngm2UM73rDnS2tCs+qwPvI0RejoQbkrLhJw801l/xNh70GB/EZU244+UVT+T6s/xanxRjVbOs8VlFmei4qvE9NfD6SJcoPZ7kUHxWUQq6Qekr4XFTQjlLMcox0ESW8HjH72s8EaxH0qv4eGrB1/ioHuOW//U7R7wtUMZJeKxp1vioHiNov+89Pqqozxwv+XhodKanoP0pwhx/8fikPjWYiA0TbieCqYCx3Yj6t4RHxBSjiUH7b7ck4lcW6qbFl2Jbqim2hR1jWgYqtkWjYltiKrYFqWJbvjKmxa5iWxortoW0Ylt2M6ZFumJb0iu2DQDFtl2g2DYXGNNWhGLbuFBs2xyKbVOEMW2hKLYNF8W2PaPYNnMU29YPYd4oCtj2lQK3fajAbd9KOO1zBf5tiwVsu2iB265b4LZLJ5x29QL/NgEDtj3DwG2PUTjtSQZue5iBf1ueAdsOaeC2oyqcdmADtx3bwL8N3oBtP1g47R8HbvvNgdv+dODnZKztewunffLAbV89cNuHD/zbthdMu/yBW1YgcMsiBG5Zh8C/JIVgymkEbjmQwC1nErjlWIR7SiZgy+AEbhmfwC1DFLhllJhTAipgy1cFbvmtwC0fJpzyZ4F/6baALTsXuGXzArfsn3DKFgZu2cXALRsZuGUvhVO2M3DLjgZu2dTALfsauGVrhVN2N3DLBgdu2ePALdssnLLTgVs2O3DLfgdu2fLALbsunLLxgVv2PnDL9gdu1QHCqZogcKs+CNyqFQK36obArRpCOFVPBG7VFoFbdUbgVs0hnKo/ArdqkcCtuiRwq0YJ3KpXmHO1S+BWHRO4VdMEbtU3wqlaJ3Cr7gncqoECt+qhwK3aSDhVJwVu1UyBW/VT4FYtJZyqqwK3aqzArXorcKv2Ctyqw4RTNVngVn0WuFWrBX5NHguuhQvcaucCt1q7wK02L/B7Eqxw5V/gVikYuFUWBm6ViMK9cDFgq3MM3OoiA7c6ysCt7lK4l2kGbFWdgVsVKPgC2dJftefZ7d0JlbJ2jTAz8fHcr+NBSxydhuMFrny//1wQ2V4z3zv2GzJv7VmiB379udv44Xg+O/4yy1hbZj4+DyNKzHz5vXACRzPdMf4KmW84fDofBJXHtaTzQXt+G2Fl5tsINY90Ps8tOWYv8v0RnOrpfMaTcPbtSOeDNrjrvNP5PFqja0vng2XBE9gk3nHZ0vls6I8Z74vI8WLZt/EBShzaQ1c6n47O6PF9ihz9KNCMTni8FseFyLy1R7E5cDTEQ2408xG+jHg28/5rzUt8eZJuAY/PEmTf0+ksf/qNfGbmCzIC8XTQZDY+kke8a9FkdiHNlPn67FYGjC2E8d2LD9HgOzaEJuPHN2asqSLHi+X5eiY+lsTLlU5nREHjkUg/i96wdqZnejseEeL0TG/Y/sFLIPMBzvRMbzt655b0TG/4OozLnzE2nfJpbl6EG/jxk+dJfMRGZ0+n0yGXtaRHekNz+JqOPiJ96E2ms8HKYKzo03iIU509PdCDbyda2DJfx/soPdAbZC57Tw/04DtcCNL5jA/FT6cv8AWNND090Gis2qCpn3nfoFKf+YI983g+aKBCzUi8Zzv0KaFMnvmIynp6otEotR5neqL79bRW9Hg+Hcv0p1AicMi7PJFg4juU59P54COPFHbkB/bcjvRIo8HpQqY0834iu5j5gu9HOp9nI3ZJz3SHMAuyPpmvx5MnCRyRGlKJCe+/BWfibXt2sANHP+P4IKfTgcg0PlyZ9443fObL5LPYG9rsenqmO9bpeLwyH2vXJT3TfX0EFtIz/bQU4e+VefrJBapaPT3Q8OhA3VI6lQXNVvcdTwU9QuNDnx5o+HWcMJXJvD92HwkveL3E08EfkPSN9yuiwx3iNJmPj3RPzzOU3n+Nv4nvTz1Wwq0/3gaBH2i7PtLj/ITaEN/PvDcUk2W+jLdmepyxIkAyO9440GhfUeiTObQW0+OMhcuy3ulxxgLop/yR+Ho/NQuBQ9twhGXpfDqUV8ayIPMGk5Z0PlBJRo9g5seBlGXm/UCaL/MFN2E6H2yYjYA/3rVQS0cFXTqfFRIcd3qesUAf4WZ6nqGK3hGTZN765OONjQR85eL5QP284XuQ+bhnx3sz8wXSSfF8oHK+pI8ZtllQGJjOBqrEY3rT2Zx/zp8SaOJjKXSn1RM0y6/H7CnwJ7WVvt2QJkdVRTqd46uUALdWP+HUGhj410kYsDUeBm6NioFbYyNzboQMPB6C2ysDt3ZM4dS+Gbi1ewb+dYcGbM2kgVvzqXBqVg3cmlsDP2Z/K2qdFU6ttoFba27g1sob+Nf5G7A1CgunxuLArRE5cGtcDvyazRW1RQdubdSBW9t14NamHfjX1S2YmsADt6bxwK3JPHBrShdOTeyBW9N74NYkH7g11QduTfjCqWk/cGvyD9xEAQI3EQHhJDoQOIoQzvS7JGoQuIkgBG6iCcxZZCFwE2UI3EQcAjfRB+EkEhG4iUoEbiIUgZtoReAmciGcRDECNxGNwE10I3AT6RBOoh6BmwhI4CYaEriJjARuoiTCScQkcBM9CdxEUgK/PlEV4STCEriJtgRuIi+BmyhM4CYiI5xEZwI3kZrATdQmcBPBEU6iOYGbyE7gJsoTuIn4BG6iP8JJJChwExUK3ESIAjfRIuEkchS4iSIF/mkoBWySS4GbRBNzlnQK3CSgAv8UowI2gSnhJEgVuAlYBW6CV4F/+lgBm5yWcJLfCtzkugI3ea/APzUwwSQeFriJjQVu4mSBm5hZ4J/2mWCSSgvcpNUCNym2wE26Tfgr8xZYm8VgLCEXuEnOBW4SdcJd0S5gE8AL3ATzAjeBPeEkyBf4p98XsMn9BW7ygIGbnKBwkh8M/FMrDNjEDQM3MUThJJ4YuIktBv5pMwZsUo6Bm/Qjc5aKDNykJQP/lCgDNuFK4SR0GbgJYwZuQpqBm/Bm4CbUKZyEPQM3IdDA92sSWbLQqHASJg3chEwDN+HTwE0oNXATVhVOQqyBm3Br4Cb0GrgJwwonIdnATXg2cBOqDdyEbQM3IVzhJJwbuAntBm7CvIGbkK9wEv4N3ISCAzdh4cBNiDhwEy4WTkLHgfd9ElmykHLgJrwsnISaAzdh58BNCDpwE44O3ISmmbMwdeAmZB24CV8HbkLZwklYO3AT4g7chLsDN6HvwO91ElmykHjgJjweuAmVB27C5sJJCD1wE04P3ITWAzdh9sBNyF24674HbDLxgZusfOAmQy+cZOsD/1TuAzZR/MBNRD9wE90XTiL9gX+a/gGbBUDgZhkgnCwGAjdLgsA/B4OAzfAgcDNIEE6GCoGbAUPgn19DwOc9iSzZDiJws48I3OwmAs+3GdlYMGfbi8DNJiNws9UI/HPhEEymHYGbyUfgZgoSuJmIBP55jggmi5LAzdIkcLNACdwsU4S7w0rAZsgSuBm4BG6GL4GbQYxw95MJ2OxnAje7msDN3kY42eEE/rnnBGxmO4GbOU/gZuYjnMx/AjezoMDNXChwMyMSTuZFgZvZUeBmjhS4mSkFbuZLwsmsKXAzdwrczKACN/Mo4WQ2FbiZUwVuZlaBm/lV4GaWxZzNtQLvs0QPm3cFbmZfwskcLHAzEwvczMcCN7OywM3cTDiZoQVu5mmBm9la4GbOFriZuQkn87fAzSwucDOXC9zM6ISTeV3gZnYXuJnjBW5meoGb+Z5wMusL3Mz9AjczwMDNPFA4mQ0GbuaEgZuZYeBmfhi4mSUKJ3PFwM2MMXAzbwzczB6Fkzlk4GYmGbiZTwb+eVUGbNaWwskKM3CzzgzcrDYD/5w5CYuRZ+Bm/Bm4GYUGbsaigX8+pIJXty0N3GxOAzdb1MDNRlW4u64GbCatgZupa+BmAhu4mcYKd4/ZgM2SNnCzsA3cLG+Fk0Vu4PG+EevdwM2qN3Cz9hVOVsCBf87BAZvRcOBmTCycjIwDN+PjwD+f5IDNVjlws2EWTrbNgZvNc+CfK3TAZiItnEynAzeT6sDN1DrwzwM7YLPMFk4W24GbJXfgZuEd+Of4zZgNwgM3Q/HAzYA8cDMsD9wMzoWj1SBHlmKgHrgZrgduBu3CydA9cDOAD9wM4wM3g/nAzZBeOBnYB26G94E/7crpdztaH1NkOT4baH1MkSV4X3JkCb73HFmCP1ux6Xc39D6myLKtO3ofU2QJvq05sgQ/thxZgj9t2Ol3D/Q+pk8oeF9yZAm+T2qUwM9JRQ/4Pal9aSi2mlSJgG9rjizBj54jS/DryJFlQ1HYlSNL8L7kyBJ8bzmyBD+3HFmC32eOLNt6/1nvHFmCb2uOLMGPniNL8GvPkeWIosffK0eW4H3JkSX43nJkCX5uObIEv48cWTaUFN45sgTf1hxZgh89R5bg154jy4bSxzNHluB9yZEl+N5yZAl+bjmyBL+PHFmO1RZ6H1NkCb6t+bFoqJTOkSX4tefIsrUNrY8psgRvd44swfeWg5WBH5WD9LNPA1GOLFE4e00iSxTaLpPIcvCj54d94GufRJbtKXfPkWWDBtMkshx8XyeR5eDnlkMwlCEfk8iyoUBzElk2tIFNIsvBjzaJLFEtvedXWLv+LOckshy83ZPIsqFpYRJZPtWgk8hycLsP2ohzxjeAGJoiR9CyKxsB8z0up7C+n20EVcKWp26VEG6Y8x7BlLDt98kTto4F3Sk/21GwdS+nsvHab/1SNm7AXYY1ZA7HGkXZAemirqyvEPJTNh7065bjrUgot/H2FdYfHUFBr4gEMezWnuMElW0XJK6UreejCOUMMdvZxztY2f5ILQlqEBnln0U4iaLgTdlYmox/KesbutWUjTfOiBiZnV9vsLANt1RTtvZ1rDyYHa/W1f8N8rtUsN/Ugv0ZEOyPDGF6wIT64yjYn17B/rAT5neDYHuTCPX3jmB/TQn2txphfgkKtlemUH/BCvb3MWF+fQv2t71g+zYI9S+JYP/wEObvlGD/rAm2j6BQ/2QS5i+sYP8gC/bvt2D/3Av26IAwBxOCPfYQ7KGKYI9sCHMgJNjjJsEeZgn2qEywB3GOJeYT7CGiYI8oBXsASpjjVcEe3gr2aFiwB8+CPdYmzKG5YI/kBXvgL9jXCYR5WSHYVyGCfdEi2Nc4gn1JRJhXUIJ9wSXY12eCfTlHmFd/gn2xKNjXloJ9KSrYV66EeaEr2NfFgn0ZLdhX3YR5kS7Y1/SCfQtAsO8YCPYNBsK8HyHYty8E+26HYN8cIcx7KYJ960Ww79QI9o0dwb4P5Jh3jYT6HpNg35IS7DtYhHnDS7Btjwn1zTTBvvcm2LfqCPPOnmDbBxTqu4aCfZORMO9JCvYtTMG24SnUt0cF+24qYd58Fex7tYJtZ1eo7wMT5m1jwb7LLNg3pQWnm4m3ugnzzrhg30gX7Pvugm2Xnijv6Qv2FIBgzxgI9gSDYEtHEOXkhWDPdQj21Ihgz6QQpryLUM/SCPakjmDPAQn2lJFhSTAJ9XSUYM9eCfZkF2HOjQm2TJpQz7sJ9jSdYM/qEeYkoGDPGQr2FKNgz0gSPiiBKdjznYI9PSrYs6mC1yWFepqrFeypXcGeCRbsiWPCnGcW7GlpwZ7FFuxJb8GeIyfMKXXBnoEX7Al7wZ7fJ8zlAIK9ekCwFxsI9toEwV7KQJgrHwR7oYRgr6sQ7GUYgr1qgzAXeQj2mhDBXkIi2CtOHEuBimCvZxHs5S+CvVpGsBfXEOZaHMFeuiPYK30Ee2EQYa4jEuxlR4K9SkmwFzUJ9hoowlwyJdgrrAR7QZZgr98izOVegr06TLAXkwm20jOhXqhGmOvaBHsZnGCvmhNsNXZEuSJPsBfwCfZ6P8FeHijYigmJcumhYK9UFOyFjYK9DpIwVU0K9RpLwV6SKdgrOAV7wSdhKg8V6sWkgr32VLCXqjqWylbB8f6QelnBXl4r2KtxCXPxrmAr9RXqhcGCvY6YMJcdC/YqZcFW0yzUK6AFe8E0Ya6vFuzl2IKteFuol3oT5spwwV5ILtjrzgVblbpQr2knzCXwgr1iXrAX2Au2cnyiXLwv2Gv9BXtrgGDvJBDsjQeEuU9BsLc1CPYuCMHeNEGYeywEe0uGYO/gEOwNH4K9P4Qwt5MI9u4Twd6sIth7WxxLK4xg75wR7I02gr0vR7C38RDmrh/B3iQkuO851JMWJMLcsSTYG5wEez+UYG+fEuzdVoS5OUuw93IJ9tYvwd4pRpgbywR7H5pgb1sT7F1ugr0pjjD30An2ljvB3qEn2Bv6CHP/n2BvFxTs3YWCvRlRsPcuEuZWR8H7lUM9aaQU7H2XhLlNU7B3dQr2JlDB3jMq2FtMCXNHqmDrXxXq3a6CvTnWsfTSCvbWW8HWqCvU23oFexcwYW4aFuw9xoKtI1mo9y8T5nZnwd4dLdibqQVb67VQb9QmzH3dgr0NXLB3jQu2HnOi3JEu2BvYBXu/u2BvjxecZpyb7gV7j75gb+kX7AoAhEkvQKirCwh2MQLBrl0g2KUOCJMwglCXURDsqguCXaSBMGs6CDYFCKGuFyHY5SUEuxoFYRavEGxSF0JdGEOw62g4FtkNwa7SIdg0PYS6AohgFwwhzPoigl2ORLCrlwh2sRPCrI0i2KVUBLvyimAXahHsui6EWQZGsKvGCHaRGcGuSUOYJWwEu+KNYBfIEex6OoJdfocwq/UIdnEfwa4FJNilgwiz0pBgFyYS7DpGgl32SLCrJBFmUSXBrsEk2CWbBLvCE2EWhBLs+lGCXW5KsKtTCXYxK8KsfSXYpbIEu7KWYBficiy6XYJd5kuwq4IJdhExwa45RpglygS7oplgF0AT7HpphFleTbCrsQl28TbBrvUm2KXhCLOSnGAXnhPsOnWCXdaOMIngCXXJPMGusCfYBfkEu34fYVL7E+ragIJdSlCwKw8SZqFCwbkGQ0UQBbtmomCXWCTMioyCJ8GRqD0KdnFIwqwlKdilJwXnghKVtRTsKpiEWTRTsGtsCs4DXbfTsch8CnZVUMEuIio4V8aoQClh1jP1ikPVP/XqxMTfSsbAreox8bdCMvG3mjLxt/IycKvSTPxX0JnwW/sZZF2tTjTxt6Y08bf+NHCrVU38V9aa8FsBG7hVyyb+VtYm/lbhJv5W7Ab+Ffcm/NYBJ/7WDCf+2u+Cu7OJcndCUe6aYoTZZ0W5+7Iodx8X5e77otz7Xgizq4xyd6FR7q41yt3lhjmZ4ih2Dx3l7rmj3D16lLunD3OyAFLsjkHK3WFIuTsSMWcHI+XueKTcHZKUu6OScndgYs6OTcrd4Um5O0Ipdwcp5uw4pdwdqpS7o5Vyd8BS7o5ZzNlhS7k7cil3By/l7vhFXBzClLujmHJ3IFPujmXK3eGMOTuiKXcHNeXuuKbcHdqYs6ObcneAU+6OccrdYU65O9IxZwc75e54p9wd8pS7ox5zduBT7o59yt3hT7k7Aip3B0Hm7Dio3B0KlbujoXJ3QGTOjonK3WFRuTsyKncHR+Xu+MicHSKVu6OkcnegVO6OlczZ4VK5O2IqdwdN5Wa4qdj9OZmzn6dy9/9U7n6hys1elLC4kSp391Ll7naq3N1RlZuZKmP2XlXuXq3KN/N2Ve5esMzJOlaxO80qd2da5e5kq9ydb5mTUa5i99VV7j68yt23lzn7/CrPE8X+wcrdb1i5+xMzZz9j5WZ/rNjdkpW7uzLzTm7Myt29WbmZPSt2b2jl7iXNnL2nlbtXtXKztlbsTtjM2TlbuTttK3dnbuVm5K3Yfb+Zs0+4cvcVV+4+5MrNttyxmJwLdkt0wW6gLtjt1gW7OTthtnIX7Mbvgt0mXrCbyhNmC3rBblgv2O3tBfeWg8mB1yXHkvfjRpJCyYGPPUeSA289B5IDtzXHkff+575zGHk/LlYpihx433IQOXBvOYa84eWTQ8h7+3NdOYIc+DhyADnw1il+fNecqHht9G58l6gR/xa0Sm35G/G7Wo74XVxH/K7FFdvSPeLfQj/S92ug2HYRIn43HSJ+9ygE+5ZGxL8NkEjf7RLFtrsS8bsZE/G7dxPxu9Wj2HaGIn43kiJ+950UP3mdvR8J7w3mYwm39THqUoxCjjZCroQP2GXGM0HUDH+kgFHEjeVnwmOFc8U7EP0av03/iJexom7xTDpqja+9J7yNwPiKZ9LH/bDsazwTRLn7tV0J78eIv+KZjO/TuOXXeCbYRh2/GM8EDVfnesYzGTf9CFOWeCbrl6RXPO76x+Us0hEW7Es8kadm8grPKjoo0Dq/RzqC7O0+In3td4WOOz5dO3w14Ju4Rtru/WrhFPBxGEuoPdK3oC7Qfo3g44p0Oc81HODpbdjCA4oXPaxYe6Tr8Ti3CkVH87WFpxOvc0R7V6Rtu8NjjzaFDZXmkY644Vp6pG+9e6BjHb2Fx/JGQmE/w1N5P72H8W82bu312MIjiYaDn6EufymE2mdFqH2DiNIHS6h93YTap1CofTeF2keWKH2RhdrnW6h964VaYECUogihFnIItfhEqAUzQi3yIUphklCLqYRaACbUojWiFNoJtThQqAWNQi3CFGrhqFOOXZVapKvYAmPFFkczprBb8RekK7WQXrGtABTbgoExrS8Uf6sRpbZ2UWxLHca0MlJsCynF37JLqS3SFNuajjEtARXbilHxt75UaqtRxrR4VWxrXcW2NFZ85pG24GZM63PFtpxXbKt/xd9eAVPaWVBsGxGKbd9CsW1zKP42RZjSFopi23FRbBs0im0/h7Hv/ii1vSLFtrWk2HaiFNvGFWHa5lJqm2KKbQ9NsW25MaYdOsXffp5S2/1TbJuFim1vkTFtRSq2nUvFttGp2PZFGdM2qmLbdVVsm7SKbU9XsW0BM6YdY8W2wazY9qMV2/Y1Y9rtVmyb44ptL12xbb0rtp16xrSxr9jyAIotbaDYsgyMKSmh2HIYii3lodgyJIotocKY8i+KLV2j2LI7ii0ZxJhyR4ot1aTYMlOKLZGl2PJehDlNptiyaootCafYcnaMKcWn2DKCii2BqNjyjYrvI4V3ks1UbMlPxZYrVWypVcaUiVVsiVvFludVbGlhxZZFZkxJZ8WWo1ZsKW3FV77rOV2u2LLrii0Zr9hy94rvHE9wXYBiKyNQbFUHiq1IgbGXNCi1AgjFVi+h2MorFFs1BmOv3VBqlR6Ksbn3hXoXtiBC1czA+wLJvITbkqtU0AM+vuvXnfCeTc/R631hpyXg5c8rLBLxcWJRn3A/sSJOeDnGmYQTubAW2ccHO+FtxBFbS3jdxxMUzuTCW3KEGUfCYw239TPhcYnPI54J6q/PsXJI+JUDi3i838bSI+GljfAlnsmBMuHtnWHG29rPaKeNDuvxFr/jmex/LlySnvAGP/p4JlBX2pNz+DWecXSdxjN5eqXGxzrh9vtsKkY8Mu7YeCZoj17H3Ce8m3G63d1C7VEQ+j02BOkRE2rPo1B7eIXaky70eysQpDeIUHvdCLV3k1B7kRH1l55Ae0EKtbepUHv1CrX3NFF/pwu0979Q+1gItS8LUfoMCbVvllD7wAm1r6FQ+3QSpe+sUPsoC7UvuFD73BOl2ECoBRJCLeoQaiGKUItniFLwI9QiJaEWVgm1GMwpB2xCLboTaqGgUIsbhVqQSZQiUqEWvgq1WFeoBcZEKYoWaiG3UIvPhVowL9Qif6K0TBBqawqhtgARaqsVorS0EWrrIKG2aBJqKyyhthwjSms3obbQE2qrQqG2hCRK602htjgVaitZobbsFWprZKK0oBZqq2+htlQXaut6orQJINR2DITa9oLQbytCoG1bEKU9DqG2ISLUdk+EfjstDnlXRqht4Qi1/R6htjkk9NtIIkibTkJth0qobWcJtb0vor5PJtD21ITaBpxQ260Talt7RH0bUKBtGQq1/UWhthlJlHYuhcZJoL1QobZxKtR2WYnSlqzQb/tWoG31CrV9YaK0iSzUdpyFfrvTAm0nW6htexOlPXKhtqEu9Nt8F2gb9URpV1+opQCEWr5A6JdbEGh5CKKUtBBqGQ6hlg4R+qVODHKWhaElZBha7oahpXkYWkbIISWPGFqeiaGlpBha9sohJboYWk6MoaXPGFqmjaEl5RxS/o6hpfoYWlaQoSUQHVKukaGlJRlaBpOhJTsZWl7UIaVQGVq2laElZi9bPHES97KVllBblgX6ruECfRd8Qm11GOi7lAz0XXcKtUVqoO+KNtB3+SvU1sqBvgvrQN9VeKDvkl2ore8DfTcDAn13DoTaNkOg755EoONdO04YtH2qzUQ7VBnfIILp+fULCt2/Djuh/etLE7ramtXpePHaeo/p8ck1C90+tWah7RNrJjrevJ9Ws9Dz9K0Zp/un1Cy0f0LNQtdPp5noePV+Ms1Cj0+lWej2iTQLbZ9Gs9Pxn+5Polno+Sk0C90/gWah/dNnFjrCwjcydnpBfvGNjJkenziz0O3TZhbaPmlmocunzEz0RDXUGxkz3T9dZqH9k2UWun6qzEQPqC6+kTHT44g3NR7+T5JZaPsUmYUunyAz0R16i29kzHR/5ZgF9k+NWej6iTETxTvwi4yZHp8Us9Btiw8mXrifELPQ5dNhJtr/nJ8Ms9D9U2EW2l8RZoHrp8FMtEFf8Y2MmR6fArPQ7RNgFtpafLlcqNdMr7JrhbTiGxkz3T/xZaH9014WGi/seKg/5WWhxye8LHT7dJeFtk92WeiyxrfjOZ7pT3RZ6P5pLgvtn+Sy0PVTXCaKQrj4dxjw+PSWhW6f3LLQ9qktC10+sWWi45G+4xt+wP2TWhbaP6VloesntEz0GH+HLzJmelxxHgbcPpVloe0TWRa6fBrLRHfoJ27h9THofsav1ID9E1gWun76ykQ3aCfu4X056PGpKwvdPnFloe3TVha6fNLKRPuf81NWFrp/wspC+6erLHT9ZJWJNogmvlEy0+MTVRa6fZrKQtsnqSx0+RSVia4QTHxDZab7p6cstH9yykLXT02Z6AK1xDdcZnp8WspCt09KWWj7lJSFLp+QstPjhlDiGzMz3c8Uew3a9xR7Dbr2FHsdF0QS4+tx0ONKsdeg25FirwNxZ4q9Bl1air2Oc8TUKfYadD9T7DVo31PsdaD0O8Vex3i21xR7DXrcKfY6UCabYq9B25Zir0GXlmKvAyuDFHsNul8p9jpg1pVir0HXnmKvYzzda4q9jqdoPMZeg25nir0GbVuKvQZdWoq9jg41xBh7DbpfKfYatB8p9hp07Sn2OhqUEGPsNehxp9hr0O1MsdeBcvMUew26tHRTr9BAjLHXoPuVYq9B+5Fir0HXLcVex4KmkPDJH/C4U+w16Ham2GvQtqfYa9Clp9hrv6F8GB7MAfcrxV6D9iPFXoOuW4q99guihzH2GvS4Y9gy4Ham2GvQtqfYa9Clp9hrP5G1j7HXoPsVXy4D9iPFXoOuW4q99gNSh3EiBj2XFHsNGq/WeKj3FHsNuvQUe+3joV5T7DXofqfYa9B+xrfjgOuWYq99PNOfCLLQc0mx16DblWKvQduR/g4onk+x1z4e6TXFXoPud4q9Bu1nir0GXff4ht/HE91S7DXouaTYa9DtSrHXoO1Isdegy5bmYYWmYYy9dhRupNhr0H6m2GvQdU+x175AzzB8pQY8lxR77WitSrHXoO1Isdegy5Zir+2GlGGMvQbd7xR7DdrPFHtt2ItJsdd2Qccwxl6DnmuKvQbdrhR7DdqOFHtt6MpKsdd2QsMwxl6DHkuKvQbtZ4q9Bl33FHttBwQMY+y1YbcsxV6DbneKvQZtR4q9Bl22FHttO8QLY+y1oZ8rxV6D9ivFXoOue4q9tg3ChTH2GvRcU+w16Han2GvQdqbYa9BlS7HXNh7tlmKvQY8lxV6D9ivFXoOuR4q9tvFs9xR7DXquKfYadLtT7DVoO1PsNeiyp9hrGw93S7HXoMeSYq9B+5Vir0HXI8Ve23i4txR7DXquKfYadLtT7DVoO1PsNeiyp9irj6e7p9hr0GNJsdeg/Uqx16DrkWKvfkGdMMZeg54txV6DbneKvQZtZ4q9Bl32FHv1E72zMfYa9FhT7NXRmxZv6gHXI8Ve/YAmYYy9Bj1bir0G3ZcUe3V448ZP/oDLnmKvvkONMMZegx5rir0G7XeKvQZdj/hgdjS3pdhr0LOl2GvQfUmxV39SFTH2GnTZY9jS0cOcYq9BjzXFXoP2O8VeHT2eKfbqDfKD4eUy4Jm38DtqK1PsNWi7Uuw16HKk2KuPB3uL5FhT7NWfzuf4zR90PVPs1cdDvafYq6MxNL4dB9yXFHsN2j5VYqHLkWKvNp7pLcVegx4t/h0G7HeKvQZdzxR7wXV3T7HXUyaYYq/Hdze+4eG6e6XYC6a7R4q94Lm7pdjr8dxNsddjuRvnAYa7Z4q94Le7p9gLdrs9xV6P3W6KvR633fiVgtfukWIvWO1uKfaC025LsdfjtJtir8doN8Ve8NndU+wFm92eYi+47K4p9npcdlPs9ZjsptgLHrtbir1gsdtS7AWH3SXFXo/Dboq9HoPdFHvBX7en2Av2umuKvQZtd4q9HnPdFHs93rop9oK1bkuxF5x1lxR7wVj3SrHX46ubYq/HVjfFXnDVXVPsNWi7U+wFT90zxV6PpW6KvR5H3RR7wVB3SbEX/HSvFHvBTvdIsdfjpptir8dMN8VeK3rGU+wFK90zxV5w0t1T7PUY6abY6/HRTbEXbHSvFHvBRfdIsRdMdLcUez0euin2eix0U+wFB90zxV4w0N1T7AX/3J5ir8c+N8Vej3tuir1gnnuk2AveuVuKvWCd21Ls9TjnptjrMc5NsRdUR/YUe60w0E6x1wr/7BR7rTDNTbHX45mbYi9Y5uabGt7ZKfaCOMmSYq/HLjfFXo9bboq9YJabPvmwyl1T7LXCNDvFXo9Rboq9Hp/cFHvBJjc/mPDLTrEXPHKvFHvBITeFXjcKKGPkBaPsGLPAJTvnG1E8mdKNqJ1M2UaUTqZk45/8UoE1dgq5YIydIi644aarDzPcdO7nH/z5f/vHP/7Xf/xPf/3X54/4/315XF7efz3G5mPwv/wvf/2nv/7Pv/753/W//st/+2vBv/4c3/87//qX//LX+tf//tf6j/+e/7v/+T/Mxv/jv/5jffiKGoBfdUjDDYZz+M//x1///B+Xv/79/2VjMKPbcYwl6fg8LJMB/6QjUMPwVh3WwepgdbA6WB2sDlYHq4PVwepgdbA6WB2sDlYHq4PVwepgdbA6WB2sDlYHq4PVwepgdbA6WB2sDlYHq4PVwepgdbA6WB2sDlYHq4PVwepgdbA6WB2sDlYHq4PVwepgdbA6WB2sDlYHq4PVwepgdbA6WB2sDlYHq4PVwepgdbA6WB2sDlYHq4PVwepgdbA6WB2sDlYHq4PVwepgdbA6WB2sDlYHq4PVwepgdbA6WB2sDlYHq4PVwepgdbA6WB2sDlYHq4PVwepgdbA6WB2sDlYHq4PVwepgdbA62L/dg13tz37s67rgn//ao9WAGlADakANqAE1oAbUgBpQA2pADagBNaAG1IAaUANqQA2oATWgBtSAGlADakANqAE1oAbUgBpQA2pADagBNaAG1IAaUANqQA2oATWgBtSAGlADakANqAE1oAbUgBpQA2pADagBNaAG1IAaUANqQA2oATWgBtSAGlADakANqAE1oAbUgBpQA2pADagBNaAG1IAaUANqQA2oATWgBtSAGlADakANqAE1oAbUgBpQA2pADagBNaAG1IAaUANqQA2oATWgBtSAGlADakANqAE14P8tA/5p/Dd/+vH9a/wPWlvva/y7/Rs94xpQA2pADagBNaAG1IAaUANqQA2oATWgBtSAGlADakANqAE1oAbUgBpQA2pADagBNaAG1IAaUANqQA2oATWgBtSAGlADakANqAE1oAbUgBpQA2pADagBNaAG1IAaUANqQA2oATWgBtSAGlADakANqAE1oAbUgBpQA2pADagBNaAG1IAaUANqQA2oATWgBtSAGlADakANqAE1oAbUgBpQA2pADagBNaAG1IAaUANqQA2oATWgBtSAGlADakANqAE1oAbUgBpQA2pADagBNaAG/D8y4J9au/6s97Efy/jnMf4Hra33Nf7d/s7h7j/rtizbvW5/73Ta8udcz23b8M+/d4jt+HOv1/vvv3mI/U+/9/08xz+Pv3eI3v+05bq2Hf/8u3N3LHfvB/75Nyd33cfkjhnel/HPuya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtya3Jrcmtyb3/7+T2/r2p1333Q788187uTWgBtSAGlADakANqAE1oAbUgBpQA2pADagBNaAG1IAaUANqQA2oATWgBtSAGlADakANqAE1oAbUgBpQA2pADagBNaAG1IAaUANqQA2oATWgBtSAGlADakANqAE1oAbUgBpQA2pADagBNaAG1IAaUANqQA2oATWgBtSAGlADakANqAE1oAbUgP/PDCgJ1RpQA2pADagBNaAG1IAaUANqQA2oATWgBtSAGlADakANqAE1oAbUgBpQA2pADagBNaAG1IAaUANqQA2oATWgBtSAGlADakANqAE1oAbUgBpQA2pADagBNaAG1IAaUANqQA2oATWgBtSAGlADakANqAE1oAbUgBpQA2pADagBNaAG1IAaUANqwL/hAf82JFTXvv05jt7vZfxz++tfKaF6/1m3Zdnudft7p3Mvf9br+1dd1rqsdVnrstZlrctal7Uua13Wuqx1Weuy1mWty1qXtS5rXda6rHVZ67LWZa3LWpe1Lmtd1rqsdVnrstZlrctal7Uua13Wuqx1Weuy1mWty1qXtS5rXda6rHVZ67LWZa3LWpe1Lmtd1rqsdVnrstZlrctal7Uua13Wuqx1Weuy1mWty1qXtS5rXda6rHVZ67LWZa3LWpe1Lmtd1rqsdVnrstZlrctal7Uua13Wuqx1Weuy1mWty1qXtS5rXda6rHVZ67LWZa3LWpe1Lmtd1rqsdVnrstZlrctal7Uua13Wuqx1Weuy1mWty1qXtS5rXda6rHVZ67LWZa3LWpe1Lmtd1rqsdVnrstZlrctal7Uua13Wuqx1Weuy1mWty1qXtS5rXda6rHVZ67LWZa3LWpe1Luv/aMdediQ5rgMM7/spcmkvKhn3y0ILE5IIa2GA9gBaCF4IFC3TsCiQkuzX93+qp8mZUVCA1/qneZnuzsqK/M4lTpSsssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLLKKqusssoqq6yyyiqrrLL+XbJ++fLl9d017/L8l1/fdbx9Xcjec1zff339+vr2+uyf6vX7Pz1vyPu9/ZnX97/nDf7ryi//y897ynukuVq9vjhd+vLdD2vK2KXaxm51lXrtxRp3nX2N8brA/HHcS73XrmvkOTsrvRtXppl7nYfLy7jT7rnv1ve6xrxTmrP0Mkc7XN14bHKg95JnvR513CvNMleF83A1v+5l7cm6WVi9a02VPy2fF577zQOmlFtGk+9v1pF7HrWfFjPzPTIwq465CEsuKWPV2uk5H7PeM/W61u4s9vH6pLunvY9rz2Xde01SZa8+r1FJX1afWj4vvqR7lzF63XkWnrXerZU2Cj79xE4QSx991bLmle81B+/YSj9d/BjcPK8xyfzUrk4d1J7TbqTPETKtm6DM2XpbQLaC6yqdwKaTTVt3Yx15EFpy+06Z+mh8V04whIUozZSokn09NvlDsjzf6wjTiVItE+j5WsO9kEP85HT3x1r3KMR8ESvuPnhU3q3NXI9RYjFEZa6cV4mUGfeYtfcW+XzOMRYwauprl8ixem+yt/PytU/X00PpNiWXsmsnxwgCMWX1Z5pJikftbeq0kWGjjzZSOodptJvKnHlvSjs6T2+1UolHl1xu+kUtNOGVX/OLlMglj3IKabSAVfPYOUXvpnuwltnyEaWXO6ce1VDDpOebzCJeq9fT9ZmeskiPJ+K6yK7ZUmlR6qcYPSbdrrCQnnm6iyLPpE4aeRxbzKOjvKLoZk0RUlptFEelPvZpOXXfpc1O3Km1a+x77ka2zHWEnHSBsTYNlDbBzbl68lJy+UhDMaRBe++dGEbRUnKZIjzWUURl7jRr7TuaQGk3FT0aSz+26lyjldOG2sibLpBv3ofCrhTMEXLds/I1E7V9cffMYxfS4tgdgViZlldKFFKokvj0KEJxrFOiyE4xG8uP5+aZ0867peNSeqMUFr/kydYVMYqCpX21Y50++l3zmpFRNbojTQNJ6mS309pHvjf5NBOvqXTHTp8vJe1zy4hWza3ia/OkmW62YxMhcCf1xlpYKcVR12t/WvTK6EdHmEaLoKTbWtG+qGmSa0eXP3Y71EmYiCAdl85LSNtml5n5dO+opJ5K3DJ2Z5pNis6YaJE/sbVTeX0BRwtrUUqbrfgZg9NqFsk+K7kaGQsjHSPFzHGcA1Do7J4MiLxR7Nz0DGJK+z0tvMWOtaMuenkaphVbX65Hls5+9CSkjikj2s1gK9sxGJybNCWdya62ef9rsrWPQmqW9tFW/f8fyZ7zHWssnQwpLx9+8zqdMZkxjn182fXJZR9MZhQ323ghOeOfKyZutsFGQGOve660fLIzb3ZDJhSqlr79mIUHJVuYc9Y4vGDdMZqVmCJaZGIjmKX0VE93f46JtCfaX1rPwY7BCEbGiuNa6AiNKXSXqPFH7THhM42k/DZtfXQ9KRHbE3Ecne9onL22VsnU09UPQt65O3GLdgLPTZNj7bSf42poCdyrMzNxPHg8B954mP3WTj66mrXO2FUHERnXIPvIlcEwcFZ/buKt0K8YsZ7jEGXQB4E4rqXG9BQ9m+LZsRYSfVI7NR2fdG1qmIbPoMgxa8bmyeDHXrVON6cP75i2mUKjcsagREuMT+OYAFQCrWOXnsvrREzr4YDA/nZaS9k3wwQhmVE3EVHSdlFp+WjODMxwxQjS1rNxMmXGuEoKHRkJKdlBvq5Oj2AiJj70+5jvTyunVzKmLp5tR8+nHp+X5x/b8qe10dkuM3vJSq9Bo9OV/ZxDztmeG8dbRqwRQ2tLzDsEIh0XQ3tLhX25sISrxo5CP+rkzOnW4UwjrJN++Vz6iqMDwzo77+nuDzoabZwpcdGd+ZYpNEdUx5zH+3M9NdqYb5jKn/CDYmHaKvt8f/KdKaTGe9SobMYVoBgFjoHilMb8np4z/4ixYsba0TwthkckaegoDFzreaQj+RntFjl5XMsmju3ZNagHNrDJbEbC0dJOl9Ph2BliUGWXZZehwDtRogSOOZOY5TjBLQbRElMD2/Rc5MMx3Z9HXc4tVEiKCSvG/8WkzsiV3jbEj+/PjjliTGQOYoKnoUYS0MUi4w733+xDdeznqW7HdsvWHIPpOPYNjhYLaNKgvh4t6EiFHtLnMd/pFAwScYBlNH9tx2VGDrRzOVH7g/qIQT7ilF7PMcE1z+16M/AzepTnCMVKSrzZiSUOrzn2cqb+yp5T4vMFGk45XswJLXHK7mQvdyaVU6KnM5Ksn1o38web2I6TbmQyDYCNJu1z6ZUY52P/ZG5+doEcE/iOT7GOud7j/EmHm/TRi6MGt2aQicHkpBKFx6EoXsHdF9nb6vODlZ/YlUCmXdUV41mkV2MEi/I4L555q8dj7jjHFwLK08QguE4RIoIcznBm9JzPwmNz7zFcntgXp6DEvWljbL87WvsYHFxHPrIwmLADsVMkYkmnZ1daJfrROCdjjZZV4whVn/NfVC17WhyOjk/akeNcTlSxiR2zjrQ2/Th9+KivE9r74atcv2KUWu9nrM9+/vX/fPPV1//6xefXV396eRvi/vD8W4nPXsb13y8v//ZS41Og15Hu9YIPfvDhdT/e4ZNX/PDb91f/5B1SrO96/xndc5Vvo97j7bC2mXCpjPgEs5CZOyhfPn/38tkvY4u53v3HC7scUeTA0GNwvN797uU31z9cP7vmP17/fr371csv3r18h0LK5Xr90O/tb4H2y/z4l99++5c/fP7b7//y7Rd//PN/fvPV46tvfpeji//8j9eXh5fGAZaQbQ7A+W/fhSyur3d5jQoTLQPd+3G5RfNiC6BLJPahvxqmGVvZm2Z8Rkjd/DhUvzyH6jevT6P63fVDrv+tN2PRVNTzSqaE+F/8Nx7ln/Pbiv8Pq4TuXQplbmRzdHJlYW0KZW5kb2JqCjEyIDAgb2JqCjU4ODE4CmVuZG9iagoxMCAwIG9iagpbIF0KZW5kb2JqCjIxIDAgb2JqCjw8IC9MZW5ndGggMTggL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMzIyUTCAwxRDrjQAHaUDTgplbmRzdHJlYW0KZW5kb2JqCjIyIDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvTGVuZ3RoIDI3MwovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxVkDtuxDAMRHudghcIIH5FnidAsIX3/m2GkjdGCoPPGnE44siiZZPeQ2xtuoaUblJ8u+ZRvofpUSyP4pKoAsXFKAonzBTGuFHk5d0Ti9ySTFGnk1aRRUDRwD0JUl44ZZKAGj1HWEmliB0n06jF3GZC6oqMBYAxayGeE6eQzTYV8W0qoWQ+SSrI1h4HQ59tgCDKpAv/uAXXyTuscVDoCRVR3ZNNiGddEXWuXTEnDglW0JUzbwUvb7jGvdprvEbAfWWveSVvujbJ6se0+tBRXyOxrC/mRBOvefA6aG3fG/nQJLZq9R+JcM/p7f3RUeMh5D4ue95DZxyiY2V9/Ab53aT94EOL76bPve75+QVIWXIUCmVuZHN0cmVhbQplbmRvYmoKMjMgMCBvYmoKPDwgL0xlbmd0aCA3NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwztTBWMFAwMVTQNTZVMDUyUTA3tFBIMeQyMoYI5XIZmhiBWTlcJiYmCmYmFiCWIYIB0pDDBdMKYZmB1cPMyOHK4EoDABaKFC4KZW5kc3RyZWFtCmVuZG9iagoyNCAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCA0MDkKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTZJLDtxACET3PgUXiGSg6c95RoqySO6/TT16ImUzbruheFXMM0/Z2q/9edb2Pv3u0w/P0JHr/473/tdTETZeVxenHMvKp+X7Wr3Doo59nnHCwreNVeZ72KhhXoubTPM4Utjm77GUqsQ/T5abZme8tiSzN4/PE1X9HoNbP/NW+7ztPq6cC+UOcIEwcmcTLP8i6acZ8yJne9DnbDjdlt5VXSP0Wd21JamOKXfIzwEPA6fKAJhyCdF6J6RCXKJv4ljXQoDUnnTCIhV4vj2kgAqpoArKnUNyTCZJSMj2opE2rL0H0L/7+Gg3I+u7mz6lNpBSXaqIUleirFQqszdQUzRywARxKrapOYm30C5K7pOeTPyXpbtNucAbT7me434hF1WE5tyeeFer+PFW9XW+c3yunszCIHH1XzaXd2h9eNP3s71xyqlaVSQLZ+ZhsagEfwephhJiTihl3Rymb4PElTls7E1s/G1qGvQul/jhKadyyAnHVJDB7SEVVEgJVXK7c0iSySQLCVlfNtKHlm1A/28/7OrnX3UOptIKZW5kc3RyZWFtCmVuZG9iagoyNSAwIG9iago8PCAvTGVuZ3RoIDY2IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDO1MFYwUAASRoZmCqYGBgomFmYKKYZcMGYuhAWUzOECqkIwLEAMmKocrgww2wiuwwimEMGA6zCC6kgDANgQGCsKZW5kc3RyZWFtCmVuZG9iagoxOSAwIG9iago8PCAvVHlwZSAvRm9udCAvQmFzZUZvbnQgL0ZMUkJQTytOYW51bUJhcnVuR290aGljIC9GaXJzdENoYXIgMAovTGFzdENoYXIgMjU1IC9Gb250RGVzY3JpcHRvciAxOCAwIFIgL1N1YnR5cGUgL1R5cGUzCi9OYW1lIC9GTFJCUE8rTmFudW1CYXJ1bkdvdGhpYyAvRm9udEJCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdCi9Gb250TWF0cml4IFsgMC4wMDEgMCAwIDAuMDAxIDAgMCBdIC9DaGFyUHJvY3MgMjAgMCBSCi9FbmNvZGluZyA8PCAvVHlwZSAvRW5jb2RpbmcgL0RpZmZlcmVuY2VzIFsgMzIgL2NpZDEgNTUgL2NpZDI0IDYxIC9jaWQzMCBdID4+Ci9XaWR0aHMgMTcgMCBSID4+CmVuZG9iagoxOCAwIG9iago8PCAvVHlwZSAvRm9udERlc2NyaXB0b3IgL0ZvbnROYW1lIC9GTFJCUE8rTmFudW1CYXJ1bkdvdGhpYyAvRmxhZ3MgMzIKL0ZvbnRCQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvQXNjZW50IDg1MCAvRGVzY2VudCAtMjk5IC9DYXBIZWlnaHQgMAovWEhlaWdodCAwIC9JdGFsaWNBbmdsZSAwIC9TdGVtViAwIC9NYXhXaWR0aCAxMDUyID4+CmVuZG9iagoxNyAwIG9iagpbIDg5MiAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiA4OTIgMjI0IDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0CjIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDQ0NiAyOTcgNTgzIDU4Mwo4OTIgODkyIDI5NyA0NDYgNDQ2IDQ0NiA1ODMgMjk3IDU4MyAyOTcgNDQ2IDU4MyA1ODMgNTgzIDU4MyA1ODMgNTgzIDU4MyA1ODMKNTgzIDU4MyAyOTcgMjk3IDQ0NiA1ODMgNDQ2IDY2OSAxMDUyIDY0NCA2MjcgNjM5IDcyMSA1OTYgNTU0IDcxMCA3MTggMjQ3CjQxMCA2MjYgNTI5IDg4NCA3MTAgNzUyIDU4NiA3NTIgNjEwIDU5MiA2MjEgNjk2IDYzNSA5NjEgNjE3IDYxMSA1OTQgNDQ2IDk2MQo0NDYgNDM0IDQ0NiAyOTcgNTYwIDU4OCA0OTAgNTg4IDU1OSAzNDAgNTg4IDU5MiAyNDQgMzAxIDUzMCAyNDQgODkyIDU5MiA1NzcKNTg4IDU4OCAzODMgNDc1IDM1NyA1OTIgNTMwIDc4OCA1MjggNTMwIDQ3MyA0NDYgNDQ2IDQ0NiA2NjkgMjI0IDg5MiAyMjQgMjI0CjIyNCAyMjQgODkyIDg5MiA4OTIgMjI0IDg5MiAyMjQgODkyIDg5MiAyMjQgMjI0IDIyNCAyMjQgMzAzIDMwMyA0NDYgNDQ2IDg5Mgo4OTIgODkyIDg5MiA4OTIgMjI0IDg5MiA4OTIgMjI0IDIyNCAyMjQgMjk3IDg5MiA4OTIgODkyIDg5MiA4OTIgMjI0IDQ0NiA4OTIKODkyIDg5MiA4OTIgODkyIDg5MiA4OTIgMjI0IDQ0NiA4OTIgNDQ2IDQ0NiA4OTIgMjI0IDg5MiA0NDYgNDQ2IDQ0NiA4OTIgODkyCjg5MiA4OTIgODkyIDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNAoyMjQgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgODkyIDIyNCAyMjQKMjI0IDIyNCAyMjQgMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0CjIyNCAyMjQgODkyIDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiAyMjQgXQplbmRvYmoKMjAgMCBvYmoKPDwgL2NpZDEgMjEgMCBSIC9jaWQyNCAyMyAwIFIgL2NpZDMwIDI1IDAgUiA+PgplbmRvYmoKMyAwIG9iago8PCAvRjEgMTkgMCBSID4+CmVuZG9iago0IDAgb2JqCjw8IC9BMSA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwIC9jYSAxID4+Ci9BMiA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAxIC9jYSAwLjQgPj4KL0EzIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDEgL2NhIDEgPj4gPj4KZW5kb2JqCjUgMCBvYmoKPDwgPj4KZW5kb2JqCjYgMCBvYmoKPDwgPj4KZW5kb2JqCjcgMCBvYmoKPDwgL0kxIDE2IDAgUiAvTTAgMTMgMCBSIC9NMSAxNCAwIFIgL00yIDE1IDAgUgovRjEtTmFudW1CYXJ1bkdvdGhpYy1jaWQxMjU2IDIyIDAgUiAvRjEtTmFudW1CYXJ1bkdvdGhpYy1jaWQyNjMzIDI0IDAgUiA+PgplbmRvYmoKMTYgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0ltYWdlIC9XaWR0aCAxMDg4IC9IZWlnaHQgNzQ5Ci9Db2xvclNwYWNlIFsvSW5kZXhlZCAvRGV2aWNlUkdCIDI1NSAo/////v7+/f39/Pz8+/v7+vr6+fn5+Pj49/f39vb29fX19PT08/Pz8vLy8fHx8PDw7+/v7u7u7e3t7Ozs6+vr6urq6enp6Ojo5+fn5ubm5eXl5OTk4+Pj4uLi4eHh4ODg39/f3t7e3d3d3Nzc29vb2tra2dnZ2NjY19fX1tbW1dXV1NTU09PT0tLS0dHR0NDQz8/Pzs7Ozc3NzMzMy8vLysrKycnJyMjIx8fHxsbGxcXFxMTEw8PDwsLCwcHBwMDAv7+/vr6+vb29vLy8u7u7urq6ubm5uLi4t7e3tra2tbW1tLS0s7OzsrKysbGxsLCwr6+vrq6ura2trKysq6urqqqqqampqKiop6enpqampaWlpKSko6OjoqKioaGhoKCgn5+fnp6enZ2dnJycm5ubmpqamZmZmJiYl5eXlpaWlZWVlJSUk5OTkpKSkZGRkJCQj4+Pjo6OjY2NjIyMi4uLioqKiYmJiIiIh4eHhoaGhYWFhISEg4ODgoKCgYGBgICAf39/fn5+fX19fHx8e3t7enp6eXl5eHh4d3d3dnZ2dXV1dHR0c3NzcnJycXFxcHBwb29vbm5ubW1tbGxsa2trampqaWlpaGhoZ2dnZmZmZWVlZGRkY2NjYmJiYWFhYGBgX19fXl5eXV1dXFxcXFxcW1tbWlpaWVlZWFhYV1dXVlZWVVVVVFRUU1NTUlJSUVFRUFBQT09PTk5OTU1NTExMS0tLSkpKSUlJSEhIR0dHRkZGRUVFREREQ0NDQkJCQUFBQEBAPz8/Pj4+PT09PDw8Ozs7Ojo6OTk5ODg4Nzc3NjY2NTU1NDQ0MzMzMjIyMTExMDAwLy8vLi4uLS0tLCwsKysrKioqXClcKVwpXChcKFwoJycnJiYmJSUlJCQkIyMjIiIiISEhICAgHx8fHh4eHR0dHBwcGxsbGhoaGRkZGBgYFxcXFhYWFRUVFBQUExMTEhISEREREBAQDw8PDg4OXHJcclxyDAwMCwsLXG5cblxuCQkJCAgIBwcHBgYGBQUFBAQEAwMDAgICAQEBAAAAKV0KL0JpdHNQZXJDb21wb25lbnQgOCAvRmlsdGVyIC9GbGF0ZURlY29kZQovRGVjb2RlUGFybXMgPDwgL1ByZWRpY3RvciAxMCAvQ29sb3JzIDEgL0NvbHVtbnMgMTA4OCA+PiAvTGVuZ3RoIDI2IDAgUiA+PgpzdHJlYW0KeJztvXtgFNXd/z9JuCSQEBJAQAOCXKQWr1yEB1D0h49UaxUfDFSEgloe+3y1IKJovzzfSkVFCgYUaFHxeaS0BYKCtUQEFCQgFrAiFhC5CIRwSyA3yGU3u+c3M3uZ2dmZ7OzuOTNndt+vP3bO3M75nJn5vHfOmc+cEQQAAAAAAAAAAACAJGFwIS840z4Akpp8Yrdj+thJnGkfAElNPieOYWQH7/YBkNTw4hgQEAAcCC+OAQEBwIHw4hgQEAAcCC+OAQEBwIHw4hgQEAAcCC+OAQEBwIHw4hgQEAAcCC+OAQEBwIHw4hgQEAAcCC+OAQEBwIHw4hgQEAAcCC+OAQEBwIHw4hgQEAAcCCPHWEEI6dbkFt8RUm7CDt7tAyCpYeWg9ZG3WWengNCyD4CkxhoHzSnpFb4NRwISu30AJDUW/cPPfT58G44EJHb7AEhqQh1jyKdV1V+OFhODPql0HZnTWhDSZv1Qf+z5B8jdwrpGaYuxZLSQu81V3rXLspMNZcX5Btn6HLTrirKGb58QE0PJAv+KecTHipgEhK59ii2KfYrNEBAAIhLiGEMa1nRsO5s8KiZWds8ccWZ7M2ESeTW70/z9ZLjKQaeQseltju+9NT13Gpmon63soO1KPuuZPrb+t5KALFLWDSLT5Wn0AkLZPsUWxT7FZggIABEJcYziqnTxd98uYUd5hph4jIwRVnukRV+EOOhc0l24/dSN0uzJYv1sZQedX9dB/J3t7hq6LnYBoWyfypYgKpshIABEQu0YzT1rfYls7xppkkfeFT4vk1IvhTjovOAT0MHudfK0PQnQx7dCdtAzG6Tk9eS50CJjFhDa9gk6AqKyGQICQCTUjtGdLPEl+pI3pEka2SRsPyulntRx0JShL+0iF27Wz1Zy0CvJfCnZzK35pErMAkLZPrUtAdQ2Q0AAiITaMXqSAl+iL1koTVLJZmMH7X+IXN48PdcgW8lB+xHfo41zX4Sui1lAKNuntiWA2mYICACRUDtGpneFL5FDVkuTzuQ9tYOSdmLqYfKA7KCpZ8pGNTfOVnLQYWSanD65N3RdzAJC2T61LQHUNkNAAIhEiGNsPZYq/q+fWC/sPi91TY4nE0McdIyYeoYMlB003fO2ONem/Cn9bCUH7e//Nz9L6w6Esn1qWwKobYaAABCJEMcY2PB619wCz73Cne5VvTOHl+5LVzto5e57Wvc9UpruayJsPDU4vfv7Nb3lHXU7KbuQeVIy1bU2tMjYBYSufWpbAqhthoAAEIlQxxhQVFFZPFJMDPm4wnVikdgmUBy06EivDy9WFQ8UNoh+WC/kFhytO1800CBb2UHLi6RkbzJTtaLP5DgEhLJ9KluCqGyGgAAQiVgc45EIL7IKfgddXCv1Sszw9lGtyDkwKw4BoWufypYgKpshIABEIhbHyDPpoJ3Ob7ym5f01S0LW5GzZwVpAzNqnsiWIymYICACRYPqyWq/CsoZDL6SGrmqxnLWAmMDfBxK0RUGxGQICQCR4H7CHd/sASGp4cQwMaQiAA+HFMSAgADgQXhwDAgKAA+HFMSAgADgQXhwDAgKAA+HFMSAgADgQXhwDAgKAA+HFMSAgADgQXhwDAgKAA+HFMSAgADgQXhwDAgKAA+HFMSAgADgQXhwDAgKAA2HkGDelULIjevvaXBPtHmaAgACgQz4pZME/yzZFt8NOQwGJsuRdtR9FuUdc9gGQ1Axm4W2Fhes83qMfRrcLFfs2XyRnotvDNNaeFwCSmr94XZW/SrO40A5vexvJAxYXCgCgzghCiOdfw6wsMnVCpYuQi018TgoA4AxSSkQFaSTru1pW4u0HPGKRrnmWFQgAYMaLLuk7Tq66F1taUtyVK8TWi8QNlhQHAGBKN6/vU3Du4/eyL6z5lMsNcmner9gXBgBgz1bfHQHxkPU9GBd13wl/WaTxPxkXBQCwhIc9fqf2NOSzLanZ/wQ/fVufzbYoAIA1pFf7fNpVwf5ZzBSvT61cK5gXBQCwhCVyt4Tru24WlDWqzi0ryB0WlAUAsIABcqfEpZ9aUtiKy5KCnEqNvCUAwBEc8BLvW3+50NuCoh7z/tfXbuL6fxYUBQCwhKeJ51dC+s6j7ZmXdJd7ptD6Q+K1LmwNAMCYDmX/Lv52Or6tBeOC+lSsTBGE1Nc2My4HAGAh7eTf6yrfZVzM4e0tVeUBABKJkY3Pssy++ZYfrmCZPwDAVqZ6HmCXecryquvZ5Q4AsJ3FtQOY5T2z0YKXbQAA9tFsY2keo6z/w/N/GOUMAOCENt9+1ZpJxv0uLWSSLwCAI7qfe59FlOiVpzY0Y5AtAIAvhta/Qj/TzL378fotAMnABPJL2lmmritjPdQIAIAPXnHRfld2ft1gyjkCADgl5a8XelHN8FHvOKr5AQA4JuPL73IoZndbw28p5gYA4JzOJ7fSe6/u2ouro/0ALwDAydxUs4xWVrnf725FKy8AgCO4p/FpOhk1//R4Rzo5AQAcw3TP/VTyWVqNL0gBkHz8oeZGCrk833gfhVwAAA6j+ebSq+LO5EHPUxRMAQA4jtzv9sTb+3nzpbepmAIAcBzXnF8T33t1V5Z8gjfoAEhWhtX/Lp7dM3YdaEvJEgCA85joHR/7zqlry3vSMwUA4Dheaxge875z49gXAJAAxHEXEdfdCwAgEcj4R4z9GHH2nwAAEoHOsT1JueZ8Ib6fDQCIKZYj91DcMSQAgEQghmhSKlGsAIBEIPr3Wei8RwMASASifaP2Wc/PGFkCAHAcUY7pQW0sEQBAIhDVqGI31bzD0BQAgOOIYlxTquOpAgC4ZHBhVHxets7kllsumN3Sj91HAgAQNfkkOjdnxU6ib19ePi9Ye14AcAT5Bo5rNUZ25BNesPZ4AOAI+BcQa+0wghc7AOAKXhwDAgKAA+HFMSAgADgQXhwDAgKAA2HkGCsIId2a3OI7QspN2MGL4/JiBwBcwUpA6iNvsw4CAoDDsUZAckp6hW8DAQHA6Vh0BzL3+fBtICAAOJ1QxxjyaVX1l6PFxKBPKl1H5rQWhLRZP9Qfe/4BcrewrlHaYiwZLeRuc5V37bLsZENZsVF8piwg8/whWCuEoWSBf4WyDAICgOMJcYwhDWs6tp1NHhUTK7tnjjizvZkwibya3Wn+fjJcJSBTyNj0Nsf33pqeO41M1M82cAcyiEyXJkPJImWdfxkEBADHE+IYxVXp4u++XcKO8gwx8RgZI6z2SIu+CBGQuaS7cPspebCxk8X62WoEJAQICACJgtoxmnvW+hLZ3jXSJI+8K3xeJqVeChGQecEntIPd6+Rp++AbI318KyAgACQDasfoTpb4En3JG9IkjWwStp+VUk/qCEjK0Jd2kQs362cLAQEgGVA7Rk9S4Ev0JQulSSrZbCwg/Q+Ry5un5xpkCwEBIBlQO0amd4UvkUNWS5PO5D21gJB2Yuph8oAsIKlnykY1N86WdwGhFikLQFIT4hhbj6WK9x0n1gu7z0tdp+PJxBABGSOmniEDZQFJ90jfmWpTbvCtGO4FhFakLABJTYhjDGx4vWtugede4U73qt6Zw0v3pasFpHL3Pa37HilN9zVhNp4anN79/Zre8o6O60SlFikLQFIT6hgDiioqi0eKiSEfV7hOLBLbLIqAFB3p9eHFquKBwgZRJ+qF3IKjdeeLBhpkKzton8nhAqJaxpGAxB4pC0BSE4tjPBKh+0DwO2jOgVlhAqJaFoOA0I2UFbquKGv49glBUEXKCqOLyxoOvZJl1j4AkppYHCPPpIAIOVt2hDVhlGXRCwjlSNl2JZ/1TB9b/1t1pOyzpCAvO79sbysICACRYdtEaLE8vA8kuCx6AaEcKTu/roP4O9vdVVmeVbtVmowjT0NAAIgM749JWUbKntkgJa8nzylFtLhF7k3NIR9BQACIDC+OYUZAKEfKXknmS8lm7vBvWrXyboKAABAZXhzDjIBQjpTtR3yPXs59Ebb6QTIbAgJAZAwcI7QJomluWGgHy0jZYWSanD65V7ViZ9lznbJHnzuaBQEBIDJGAqKJk1jHg4BQjpTt778DOau+A9lxatb+utOLpDsXCAgAkXCUgNCNlO1C5knJVNdaVRHrzwWTEBAAIuEoAaEcKVteJCV7k5mqFX+uDSYhIABEIsQxppCx4m/G9yfaaiI1oxGQ4E4j5H/4Bz+vqvv+T/KNwGLiux9QL9O1w8TypjAbKbu4Vuo1meHto1qxmDQLJCEgAEQixDFSNpddIQjzPcO1kZpRCIiykywgvyLLurW67WDFNeKq2aS/vIl6ma4dJpY3hdlI2U7nN17T8v6aJeoVL5O2gSQEBIBIhDpGXkWhMMgzNzxSUyMgGY98dp1BhqHhnRmXv0oVJ0Pkd03Gk/ywZfp2RF4eJ747rF6FZQ2HXkhVr3jW31fSDAICQGQ0jjGOjDvwdYvwSM0QZxrwh8rqP2aHdUz6CA3v7LpsgjTJkCI7hWvIK2HLDOyIuDxOMKAQADTQOsYqT510b6GN1FQEpP3UfWTX462N8tMP7+xHXpMme/8RvszAjkjLrYYXOwDgCq1jzCQnMoXwSM2AgLRc01C5+EbdnPpINyMz9cI7c0ad2pMjZ+7tFrbMwI5Iy62GFzsA4AqNY9zsWnBhmRAeqRkQkLZkS4cm8wsP7+xJSM1036ONrq6Xw5bp2xFxudXwYgcAXBHqGBkHvmk+iYwKj9QM3oEUNlQtuamJ/PTCOztOb5zlS71dnRO2TM+OyMuthhc7AOCKUMd4s3GAIGwu7xwWqan0gbSbso/s/mWmTnSnjG54p1Dg9T20udr1u7BlenZEXm41vNgBAFeEOMZIr9QD2qN2Q4o2UjPkKUz/JZXVS7MNMtSEd079ufQ7kTzkm329+sqwZeF2mFhuNbzYAQBXNBXKrorU1MaBjPvUKA5EE965vaSF+Pt7MsA3m3lyZdiypuzgxnF5sQMArmhKQFSRmuYjUTXhnbfVr+zWJv/yzkC01v1kRNiyJuzgxnF5sQMArmjyZTolUjOKd2E04Z0DPihtODI3S0gP9Ji8rSyLbAc3jsuLHQBwhZMGFLITXuwAgCt4cQwICAAOhBfHgIAA4EB4cQwICAAOhBfHgIAA4EB4cQxjAcmPkucfi3YPMxRwcpwA4ApWAmL0QRYjjAWEF+I+JAAkHonloKn/WUlm0MgIAGCGPBb3+xInGj+cENUOFCoz8GsP8VxJISMAgL1MJZ6zYywtMfcNj4s0brS0TAAAE65oJB7v9r6WlZc64aJLbAh5rRUtAAAb/u4mxNW4sI01pfX7yuOVelIuZVhTHgCAKQ/KDu0um5DCvqzcN71uuSfW9Uf2hQEA2NOiQnZpr3fH9YxLSvuvalfgWc4gxmUBAKxhYYPPp92Nr7Ntx2T+Pfgs+CjTggAAlnGLEuOxnm0zJmWWvxzX80zLAQBYx0Gvz6096wy/Q0WLn7sa5fZSF9YFAQAs4hlfxyZZmBp52zhJ+1TqBmnczLwgAIBFXCHdFXg8r1hQ1IK6+751E8/PLSgKAGANRW7iqth8oSfzgiZ5Hxay1iMIBIBE4j+87n91yfjHwbaMyxnW8KL4m/b7txmXAwCwkJYXpe7TziUbmkXeNg66n3/f95SHeV8tAMBCbpMd+5bLBSwLyfr2n1AOABKX0d7/ZJd52ken89jlDgCwnVmuO5nlvaDuVmZ5AwA4IOWvzB7FSA9gAAAJDbNHMb4HMACAhIbRo5jgAxgAQCLD5FEMHsAAkCQweBSDBzAAJA30H8XgAQwASQP1RzF4AANAEkH5UQwewACQVFB9FIMHMAAkGRQfxeABDABJB7VHMXgAA0ASMst1B5V88AAGgCSE0qMYPIABICmh8igGD2AASFIoPIrBAxgAkpZbLr8eXwZ4AANAEhPnoxg8gAEgqYnvUQwewACQ1MT1KAYPYABIcuJ4FIMHMAAkPTE/isEDGABArI9i8AAGACDE+CgGD2AAADKxPIrBAxgAgEwMj2LwAAYA4CfqRzF4AAMACBLloxg8gAEAqIjqUQwewAAAQojiUQwewAAANJh/FIMHMAAkPvmEF+w+EgBwyOBCXtC3L5/kc0GBRQLCz/lQmKZv6jS77QpgYB+wgnxi9+n3sdPAQfM5+ee3yg5ezoeKEgNtF1dwgZF9wAp4d1De7XNqOVFgdHNotNxqeLEjOeHlgoWAWFtOFEBAgDG8XLAQEGvLiQIICDCGlwsWAmJtOVEAAQHG8HLBWiwgKwgh3Zrc4jtCytnbEQYv50MFBAQYw8sFa7WA1EfeZh0ERAYCAozh5YK1V0BySnqFbwMB8QEBAcbwcsHafAcy9/nwbSAgPiAgwBheLlhzAjLk06rqL0eLiUGfVLqOzGktCGmzfqg/9vwD5G5hXaO0xVgyWsjd5irv2mXZyYay4nyD4mQBmecPUl8hDCULAmtazTnuOv3WFQIEJAAEBBjDywVrSkCGNKzp2HY2eVRMrOyeOeLM9mbCJPJqdqf5+8lwlYBMIWPT2xzfe2t67jQyUT/bwB3IIDJdmgwli/wr0raWDmt1x4nDWRCQABAQYAwvF6wpASmuShd/9+0SdpRniInHyBhhtUda9EWIgMwl3YXbT90ozZ4s1s9WIyAK48ld4u/PyNMQkAAQEGAMLxesGQFp7lnrS2R710iTPPKu8HmZlHopREDmBZ/QDnavk6ftg+/U9vGtMBSQogvSbxZ5HwISAAICjOHlgjUjIN3JEl+iL3lDmqSRTcL2s1LqSR0BSRn60i5y4Wb9bA0F5OxB6TfD+xEEJAAEBBjDywVrRkB6kgJfoi9ZKE1SyWZjAel/iFzePD3XoDgjAUnxuHLEyUjyOwhIAAgIMIb3SE/18kzvCl8ih6yWJp3Je2oBIe3E1MPkAVlAUs+UjWrehH0GApJGyrbckHnX8dK2iSUgkc+HgubMWC0gUV86EBA74T3SM2T51mOp4n3HifXC7vNS1+l4MjFEQMaIqWfIQFlA0j1vi3Ntyp9q2r6wJkztqgn/rLv45zyz9tHGxvOhsM5WAYn20oGA2AnvkZ4hywc2vN41t8Bzr3Cne1XvzOGl+9LVAlK5+57WfY+UpvuaMBtPDU7v/n5Nb3lH852o+7dHZx9trBaQyGfGZgGJbCAExE54j/QMXT6gqKKyeKSYGPJxhevEIrHNoghI0ZFeH16sKh4obBB1ol7ILThad75oYFP29ZkcLiBvXWoZlX20sfwOJOKZsfsOJKKBEBA7YRnpqUR1qiI9u64oa/j2CSkVg4CY45HIzX3ZvpwDs8IEZBB5XPyd9K8+XAgIq8hbYXRxWcOhV7LMnBmTAkL50gkaEzSwVeAm8h0ICEewjPRUojqVSM92JZ/1TB9b/1uBoYDkmRQQIWfLDq2ACEuqRmUMO78zhQcBYRZ5+ywpyMvOL9vbysSZMScglE1VjFEM/Htd98A2EBBuYBnpqYrqDDK/roP4O9vdlaGAmMDvUC2WhwlI6q/3159e2lbgQUBYRd5m1W6VZsaZOjPmBISyqSpjgnSr2JPlT0JAuIFlpKcqqjPImQ3S7/XkOZsFxAkDCjGLvG1xi9wxmUM+UpVsdGZMCQhtU1XGKAyq2XWFLwUB4QaWkZ6qqM4AV5L50qSZu9BeAYkaOwSEdeRtK+8mZcbwzJgSEMqmqo1R8W9lP/SVExAQbmAY6amO6gzQj/j61M99AQGJWA7ryNsHyWxlxvDMmBIQyqaqjVHT41DlcGkKAeEGhpGe6qjOAMOI7zNiJ/dSEJDQdog2gJIudggIu8jbnWXPdcoefe5olrKF4ZkxJSCUTVUbE0Lul5ekGxcICDewjPRURXUG6O//azlL4w5EGzGwLsEEhF3k7Y5Ts/bXnV6kvgkwPDPmOlHpmqo2JpSOpd+mQUA4gmWkpyqqM0AXMk+apLrWQkAil8Ms8nb9ubCCDc+MOQGha6raGA3PktsgIBzBMtJTFdUZpLxI+u1NZkJATJTDKvL2z7XhmxidGZOBZHRNVRkT5Kmp0u/DUvwIBIQbWEZ6qqI6gyyulZrDM7xmIz3Dl08hY8XfjO9PtNXELEYjIMGdRsj/dUoev9hR7T61PPz1C55D2aOPvF1MmoVtYnRmqIaymzVVZUyQv9W3F3/n4w6EK5hGeipRnUE6nd94Tcv7a6SHfjEKSMrmsivE68gzXBuzGIWAKDvJAqLMziavdGk16OuKnpHtYIM1kbcvk7ZhmxidGaoCYtZUlTFBrru0rW/WmNr1WgMhIHbCNNJTiepU6FVY1nDohVQh9iZMXkWhMMgzNzxmUSMgGY98dp2BeZpAx+Bs6/rPpfkB5E0TdjDBmsjbZ/3dDiH3IQZnxp6X6RRjFK5dc7H2wKxMrYEQEDvhPdJTb/k4Mu7A1y3CYxZDLqsBf6is/mN2WBedD02gY3C2B1kspTJCQjSbtI82GFAIAwo5Ct4DtXSXr/LUSfcW2phFRUDaT91Hdj3e2qgwTaCjMtus+jMpdROZa9Y+2vByPlRgSENgDC8XbFQCMpOckG5ktTGLAQFpuaahcvGNutn1kW5GZmoCHVWz411zrm5x695DHczaRxtezocKCAgwhpcLNhoBudm14MIyITxmMSAgbcmWMAEIQRPoqJ6947yoMB+0MW0fbXg5HyogIMAYXi7YKAQk48A3zSeRUeExi8E7kMKGqiU3NVGYJtBRNXt9xYd5Le4uX2naPtrwcj5UQECAMbxcsFEIyJuNAwRhc3nnsJhFpQ+k3ZR9ZPcvM3XiHGU0gY6q2dV12WLqNyQsygkCYnq51fBiR3LCywVrXkBGeqUuzx61G1K0MYshT2H6L6msXpptUJom0FGZPfiDr9CJZu2jDS/nQwUEBBjDywUbcyi7YQClkDHuU6M4EE2gozK7sbaVmHpBinY0bwdNeDkfKiAgwBheLtiYBcQwgLIpNIGOymx/18ruWT8t/zJVuwcExPRyq+HFjuSElws29pfpjAIom0QT6KjM3rK+0nX4taywHSAgppdbDS92JCe8XLAYUMjacqIAAgKM4eWCxZCG1pYTBRAQYAwvFywExNpyogACAozh5YKFgFhbThRAQIAxvFywEBBm5WTEuT8EBBiTTwqZsuV48Roz2+2EgPjLoX4Kdn0R3/4lRgJSYmLnNduO7oiv+JjtA1YwmPHZLSwhriOfmdlQ3758kh8rb8W8pw4FFgkIg/PxRaOp42/MNH1Tp0Xc8f3iH1zkXHyFx24fSAg6XyIuUvrK9THunk94gepRsZIRpLJP5K2o0/K+5dWkgdR2s6FskED8l1f0vgZy+MWwcUaZ8rB3q6Xl8csA0lh6pcVlpt/3p0vELZ54z5MWlwwSjdR/uOV/cBf5ZkpHy0od4Q75pncycy0h7u9yLCwwQ1QPr8t30neFvRQAQHTc0OhvBHgbGz/pak2Z19d4GpdZUxT3dJIceXu6ZeX1uOR1B9p9DeEfyAAgSl4LXk/e91Mib06B7mVu0vC6JUXxT4Z05N1/S7OswJmewPn2TI+8NQARyDjpvwdxHQ4fK5AF7Y+KkiV/KgaIyPrt+YNl5aV+4vKf739ap1oggbnb/39UbU0/aqtd0gXcMNWSwhxApe/ub4ZlBeaU+P4x3H0tKxIkNKvlvyTvy5YUlvaRXFrjJEtKcwAl/vajZQek3efyTU/jzMibAmCCTtXSDcifvEtasC8r5V1/g+k/2JflDP7l75Fo/Ik15Q08fuL3XvH+40Bza8oDic8THuL+MOW+yu2dmRf1itfvLyOYF+UQtgW6NGsHWFHc5IZPOwqrXKTxZitKA0lB6j/IwdaCcO3B0kGMS3oyGDoaNrJ6svKh/wbEe+5X7AvL/It3TqogZB0hs9kXBpKGvud6SJM26+ofZ1rOj2qDzxCvZVqQg3ivUY4F3jvBgiZFn2/L7pYTP97Vkn1pIHnwB6GmzPAsZdoR0nZKCfHFnVgX9so5C91ez+XqeVYUNe7Srqv9SegHYALzjpDUu455pOcw1sVecs7vyHe/ynrjOPuYjJYLCdt/BwAs6Ai5l9wzv4q4mZbhJO64Xfz5kfce1uV02Vn9EOsyAGDeEbL+U/HP8KF1LItwIJ+uZ1zAvRcO/IhxEQBIsO0IubrxQWZ5O5j/8DJ9sS3tRc/yViwLAECBZUfI3FIEMOnQrGQuw9w7bKybwjB7AEJh1xHS8vx/s8nY6fz3RXZ3CMNKD9/ILHMAwmHWETLRZfXwWw6hU8NERjmnTHF92JZR3gDow6ojZNdfGWSaEKz8ik2+bQrdM6wZ5wUAFUw6QgaSYdTzTBCGESbvwtx85NQQFvkCEAEWHSH/+y/8GRrxzf8wyHTC5S2dGGQLQGTod4S0q/tPuhkmEk/Ud6CdZfrb3jkYdgzYBfWOkOeqs2hml1hkVj5LOcfe35RbNMgIALrQ7QhJPfoGvcwSD9ovxDxQsac71QwBiBaqHSH3kh9TyysBoftCTLM5eHcO2A/NjpD1m2nllJjQfCEmb0fNWHq5ARAr9DpCrvHgNZgmofhCzB1nD+JuD/DBfZXbqTwK/D1eg2kaai/EiKK/ojWdrACIm2sPnqLQEZJRjtdgIkDphZj2G+rx7hzgCCodIXgNJiJ0XogZ8MOJWylkAwA1aHSE4DWYyNB4IWZyw0e58ecCAFXi7gjBazAmiP+FmKxVjS+mUrEFAJrE2xGC12DMEO8LMT/afx6f7AJcEl9HCF6DMUWcL8SMv/Q5OpoAp8TVEYLXYEwR1wsx6Qu9C/GkHPBL7B0heA3GJHG8EHP1rip8shxwTcwdIXgNxiSxvxBz38V/9qBqCgDUibUjBK/BmCXGF2KavehZnkHZFACoE1tHCF6DMU1sL8Rc8WndY9RNAYABsXSE4DUY08T0QsztZw5dT98UAFgQfUcIXoOJguhfiEmZ0bg2m4ktADAg6o4QvAYTBVG/ENNuvXsGE0sAYEO0HSF4DSYaonwhpt+xksGMLAGAEVF1hOA1mKiI7oWYyQ2fdmRmCgCMiKYjBK/BREcUL8Rk/sU7B+/OAc7Iy4/MpK9dvzGxmcgv6t8yt6EOdh+J2DBz/JrgrfpfmNxy7A9VL5ncFM0cYBn5hBfsPhKxwc/xUyi0+6CA5CGfE8c1soMfB43ObhspNBCQQruPoA4G9512mxXEofZZCC8OYCwgsbYO6FKQAAKy0+6DGIahgxbYbZkPp9pnIbw4gLGAWGuHEbzbp8JQQPhr2hg6qP2OIeNU+yyEFwfg3UF5t08FBIQaTrXPQnhxAN4dlHf7VEBAqOFU+yyEFwfg3UF5t08FBIQaTrXPQhg5wApCSLcmt/iOkHITdvDioBbbF/n4KWiOJASEHk61z0JYOUB95G3WQUAMMXP8FNZBQNjgVPssxBoHyCnRGToHAmKMoYBEPpIQEHo41T4LscgB5j4fvg0ExBjjO5CIRxICQg+n2mchoQ4w5NOq6i9Hi4lBn1S6jsxpLQhps36oP/b8A+RuYV2jtMVYMlrI3eYq79pl2cmGsmKjCvgdYDHpLU+HkgWBNa3mHHedfusKISEFhO7xm+cPN1whCKOLyxoOvZKlOpKtAsGI70BAmOFU+ywkxAGGNKzp2HY2eVRMrOyeOeLM9mbCJPJqdqf5+8lwlQNMIWPT2xzfe2t67jQyUT9bv4DMJv3l6VCyyL8ibWvpsFZ3nDiclYgCQv34CYPIdGnyLCnIy84v29tKdST/Xtc9sDUEhBFOtc9CQhyguCpd/N23S9hRLg37/RgZI6z2SIu+CHGAuaS7cPupG6XZk8X62fodYHxYDceTu8Tfn5GnE1FAqB8/v4Bk1W6VZsZJRy1It4o9gQ94QUAY4VT7LETtAM09a32JbO8aaZJH3hU+L5NSL4U4wLzgE8bB7nXytH3w7Z4+vhV+B7iGvKIpr+iC9JtF3k9AAaF//PwC0uIWuec0h3ykLnpQza4rfCkICCOcap+FqB2gO1niS/Ql8sfl0sgmYftZKfWkjgOkDH1pF7lws362AQfY+w/NirMHpd8M70cJKCAMjp+/CeOjlXdTyEb/VvZDXzkBAWGEU+2zELUD9CQFvkRfslCapJLNxg7Q/xC5vHl6rkG2AQeY6e0WsjzF48oRJyPJ7xJQQBgcvxABeZDMDt2qx6HK4dIUAsIIp9pnIWoHyPSu8CVyyGpp0pm8p3YA0k5MPUwekB0g9UzZqCY+ABNwgK6ul0OWp5GyLTdk3nW8tK29AsIkUpbB8fMLyM6y5zpljz53VPvV8twvL0m3MLYKSDxBs9Y6aNQn3bH2WUiIY2w9lir+b55YL+w+L3X9jScTQxxgjJh6hgyUHSDd87Y416b8Kf1sg3EMb1fnhKyoXTXhn3UX/5wn2CwgTCJl6R8/v4DsODVrf93pReH3Kx1Lv02zW0DiCJq12EGjPemOtc9CQhxgYMPrXXMLPPcKd7pX9c4cXrovXe0Albvvad33SGm67xZ846nB6d3fr/HFeRh2AgpXu34XUt7+7cEkRwJCKVKW/vHzC8j6c0YVeZbcxquAmAiatdVBE9g+Cwl1jAFFFZXFI8XEkI8rXCcWiffcigMUHen14cWq4oHCBvE6rxdyC47WnS8aaJCtcixerw750tRbl1oGkhwJCK1IWbrHr8/kgID8uTZ8k6emSr8PS5EkfAqIiaBZe//hE9c+C4nFQR+J3OZVjkXmyZXqFYOI9KW7Sf/qE5ODUo6U/cWOavep5b1CImW7rihr+PYJKcVM4Mwev5wDs/wCspg0C9vkb/Xtxd/5sd6BMAua1Qs/Njio5hyU8kkP2qKy78HPq+q+/1NvHuxTjmQcx89CYnGAvGgERLifjFCvWVI1KmPY+Z0psTgo5UjP2eSVLq0GfV3RUxXf2a7ks57pY+t/KzAUENPHL2fLDp+AvEzahm1y3aVtfbPG1K4XYhIQZkGzeuHHRgfVlINStlSxRbHvV2RZt1a3Hay4hgP7hOCRjOP4WQjDJkJ6oF3/tnpN6q/3159e2laIxUHpRnq2rv9cSg4gb6pWzK/rIP7OdnfloonVYnkglN1HyH3ItWsu1h6YlSnEJCCsgmYFvfBjo4NqykEpW6qyJUDG5a+kL3YNkf7xbbdP0Dy7F4QYjp+FOOkxKeVIzx5ksZTMCInvPLNB+r2ePMf7Y2aFWAYUYhY0K+iFHxsdVDMOSttSlS0Bui6bIE3kC8F2+wQdAYn6+FmIkwK1KEd6Nqv+TEreROYqy68k86VJM3ehwwLdVJgREKZBs9rwY8ODasZBKVuqtkVDP/Ka/fZJaAUk+uNnIbw4gB2RnuNdc65uceveQx2U5f2Ir+f73BeJLSBMg2a14ceGB9WMg1K2VG1LCDmjTu3Jsd8+Ca2ARH/8LCSiA4TeTGtvl5nbwTTS847zYuU+aKNaPoxMk6cn91IQEIsOnRYzAsIuaFYIDz82PKhmHJSypWpbVPQkpGa61MNkt30SWgGJ/vhZSGQB0TycXmefgNCO9Ly+4sO8FneXqx8z9/eL/VkadyAWHTotpjpRmQXNSmjCjw0PqqlOSrqWqm0JoeP0xlmC/fZJaAUk+uNnIY4SEMqRnqvrssXf3xBVNFcXMk+apLrWJriAMAualdCEHxseVFMOStdStS0aCrzX2W+fhFZAoj9+FuIoAaEc6XnwB18JE1Uryouk395kZoILCLOgWRlN+LHRQTUXqEXXUpUtQab+XPqdSB7iwD7NkZSJ+vhZiIEDTCFjxd+M70+01YTvReMFwZ1GyBIaHNczCjuYRnpurG0l/r4gxXIGWVwrNVpneGOLlJVgcOj04jyF+7+sqfq4v86+NEPZow+aldGEHxsdVJqh4mYtVdkSZHtJC/H392QAB/ZpjqRM1MfPQgwcI2Vz2RWCMN8zXBu+F4UXKDvJXqCM6xmFHUwjPfu7VnbP+mn5l6mqFZ3Ob7ym5f010qO5GAWEwaETdOI87/a81a7TO/VDwnemKSDRB836CA0/NjqoNB3UrKUqW4LcVr+yW5v8yztTObBPeyQloj5+FmLkGHkVhcIgz9zw8D2NF2Q88tl1BlmHxvzpjusZ2Q6mkZ63rK90HX4t9J6oV6F4n/SCpCmxNmGoHzqJsDjPgsPNxWbxngMpYTvb8zKdP2hWP/zY4KDa8rKaYovCgA9KG47MzeLCvmD4sYpoj5+FGDroODLuwNctwsP3Qmow4A+V1X/MDusN8hEa86c/rmdEO5wUKRuA9qGTMIjznEyGhhWPAYUMwIBCDDB20FWeOukPUhu+p3hB+6n7yK7HWxvtrx/zpx3XM5IdvARqRWUfg0NnEOfZ1/+ETw2GNKSGU+2zEGMHnUlOSC9qacP3Al7Qck1D5eIbdffsI/2jztSP+Qsb1zOCHY4UEAaHLjzO8ydfN1xYdQN5KywPCAg1nGqfhRg66M2uBReWCeHhewEvaEu2dDDY1Yc25s9oXM+m7XCigFA/dIJOnOcDZFWP7ImHyF/D9oaAUMOp9lmIkWNkHPim+SQyKjx8L/g3WthQteSmJnLWxvwZjuvZpB0OFBD6h07QifM8LD96nEqWh+0NAaGGU+2zECPHeLNxgCBsLu8cFr6nNOTbTdlHdv8yUyekTkYb82c8rmdTdjhQQOgfOiE8zjOXyJEW/f1PedVAQKjhVPssxMAxRnqlbrwetRtStOF7IY8S+i+prF6abZC1JuZPb1zPiHY4UEAYHDqdOM8cskpK/jsZH7YzBIQaTrXPQsyFshuGwgkZ4z41CmbQxPzpjesZ2Q7nCYgCtUOnF+f5fYk0OvU7l8ObhBAQajjVPgsxJyCGoXBNoYn50xvXM7IdjhcQGodOL85zlGd1z9bTPNqQIwECQhGn2mchJl+mMwqFa5LQmD/dcT0j2uF4AaFx6HTjPPsVVdZ/86jOvhAQajjVPgtx0oBCdpJgAwpxglMdlHf7LMTJDmolvNunAgJCDafaZyG8OADvDsq7fSogINRwqn0WwosD8O6gvNunAgJCDafaZyG8OABTBx0UfxZJKyBtIm8SOywdlMJJj9W+5k2MnEwVCEgQYwflhejsthFDAbH7COpg5KC84FD7LCSfFFrGN/u3/81o3U6jgY3y4+cv3qco5GLL8ft6c/T7lBgIyODo6zzvPJlD4dAZk2dwVOPnKe9fKOQSlX1PFvztYL3o1acmUCg5LvssZDD9i96QDy8RUnfq28/X6a5lV8cD5P8yy5vx8dtKTq6PeqdplOo2cCchpWmUMrOameSAhaW1HfHixxeJV5IPj/SNbsCE6y55iddFvCf+MmWI/tCoLPgxId9bVhhlUg4T12tGb8ywpcvb4qly/8aWsinwPSE/tqqsHqWENHj9rQqXzjC1gBI/8fgOcqOLNB5651ZrCp3tIuQGa4qiz689xF35pFWdcgqZLzaIh424O1peMh1uFF36JctKW92odEtMtKzUZORpr3KkL19lTZknxH+FV60pij5t66S74mMPWVtq88kX3dIpcq+ytlx6zBHlryR8wGlGdLocuKgbf29VmUnKUnfwUD9jTYmDpMJOW3Yt0eZd6UbAQ/b8m4Vljjjkv1MM+WSOk0gplay36BZX5Dn/LYhro1P7jJxC820uv358b9F9+cIGqTjHNkxv9h0ut3dNd4tKHLCD+N3Be8iiIqkzVDK/YYFl5V1zVD5krsP29FclE+2O+xXkbmvKSy2Tz+wia0pjwFf+uwG361Vrrs47LwVa9I1PWlIgAxbLF1m5RbcDLX9zuUhqmzdW9rCmwKTmR5ckj3AdPWSNgozw+UJFU6MZcc2kQHOCkP+xpsS+Z/waX+vU/9NmF3wV+P8sKe3O/ZdfbLlaPGaNd1hSXrJzt+QRtf2Wk4+6WVDauw2W3vDQJ6PKLx+e96x6GHPlfllBXOGfjHAII/09EsssKOsq34V8VS0hj1lQHBCEZ7xyD+od+2tfTGddVotq/7X0HuuSmFHgvx+YY12Rj/kewtxiXYl0We4/ZDUtWZfUfErN4Z/IqWdJAevCgJ//JXIPavMp1YfvYVzUqMBz49oMxiUxo6dUBa88VLNF3F7/x1Ue4tljXYl0Sb/kP+neBxiXJLdefMnmr+MBjFW02OZvLF7FvB2zJvjY2OJQCopscZPGus+q9L9lx4AfX1ydmrrA651gVYG0eSgYKrCGaTnsL1+gj3I3wLgdk1UX7IH8gF0pjPkPb+PFAS02l3a1prirTnwunZFnypi3L1nxQfCk1+l/B5EKSusF2AjbdkxmP5HnifTr2Gh2odm54z0EIfubf+VYUVqbvft95Tj3nbAbpPNNnpd+M5kVomq9AFthfiPI4Zgd0TFG/pSu/86AMdbd6TCG7VgZaL3wBON2jOMFxM+PL65KjbxVfKT8ybq+FrawFBC0XjiDbTsmUQREuL1+MesiXm8YwboIi2AoIGi98AfLW8KEERBhjOdptgU84w3/1q5DYSYgaL3wCbt2TOIIiDCdrYPne2iNZmY/jAQErRduYdaOSSABYdvEsKCJZB1sBAStF55hdHOYSALCspPTik5a62AhIGi98A6TdkwiCQjDx6zWPCa2DPoCgtaLA2DRjkkoARHafLOfSUBZMIAsQaAuIGi9OAP6t4mJJSCM7hQSJoAsAGUBQevFOdBuxySYgDDpq0icALIAVAUErRdHQbkdk2gCwuJpSeIEkAWgKSBovTgNqjeMCScgwhja8RoJFEAWgJ6AoPXiRKR2DCXRTzwBoe3w1AWJA2gJCFovDoVeOyYBBYRukyOhAsgCUBIQtF6cC61bx0QUEJqdnokVQBaAioCg9eJs6LRjElFAKD52TbAAsgAUBAStF8dDpR2TkAJCLfAr0QLIAsQvIGi9JAIUbiITU0Ao3TkkXABZgHgFBK2XRCHudkyCCgiVvovECyALEJ+AoPWSQMTbjklUAaHx9CTxAsgCxCUgaL0kFvHdTiasgMQfv5GAAWQB4hAQtF4Sj3jaMYkrIPEKQCIGkAWIWUDQeklI4mjHJLCAxNcEScgAsgCxCghaL4lKzDeWiSwg8XSCJmYAWYDYBAStl0QmxnZMIgtIHI9hEzSALEAsAoLWS4ITWzsmoQUk5kCwRA0gCxCDgKD1kvjEcouZ2AIS451EwgaQBYhaQNB6SQ6ib8ckuIDE1JeRuAFkAaIUELRekoao2zGJLiCxPE1J3ACyANEJCFovyUSUN5sJLyDRf1EugQPIAkQjIGi9JBtRtWMSX0CiFYREDiALYF5A0HpJQqJpxySBgETXJEnoALIApgUErZcEZVphk6w/5fl701sE2HbR3HYmGGxN1aM3bM3JEvMbl5xcE30J1tQ81vqHc3Gbue3+7jm13nClRecbsKAwkksUmb+aKMHoi+9hkJ1Rm/b++2y29bPT0ru4GOofO01cRkbnO58X8qw8K07D2j89U1gmIBaVYx5rm4G81N/IDsILnBwnPoGAcAQExMxyq+HFDj6BgHAEBMTMcqvhxQ4+gYBwBATEzHKr4cUOPoGAcAQExMxyq+HFDj5hJCArCCHdTG77HSHl6nlnC0g8NU8EAYlcf7PnmxfH5cUOPmElIPXRbL0ukQQkjponhICYqL+5882L4/JiB59YLSA5Jb3CFyaFgJioeQIKSBznmxfH5cUOPrH8DmTu8+HLkkJATNQ8AQUkjvPNi+PyYgefhArIkE+rqr8cLSYGfVLpOjKntSCkzfqh/tjzD5C7hXWN0hZjyWghd5urvGuXZScbyoqNjq18Gc3zB+KsEITRxWUNh17JEoShZEFgm1ZzjrtOv3WFwIWA0K258ODnVXXf/6m30CoQjPSOUnPVMn4EhNWZV53vwDGBgCQSIQIypGFNx7azyaNiYmX3zBFntjcTJpFXszvN30+Gqy6jKWRsepvje29Nz51GJupnG/gfGkSmS5NnSUFedn7Z3lbiBbXIv0na1tJhre44cTiLBwGhXPNfkWXdWt12sOIa4e913f0rlJory7gREGZnXqm1ckwgIAlEiIAUV0nD9u3bJewozxATj5ExwmqPtOiLkMtoLuku3H5KHmvrZLF+tqGXUVbtVmlmHHlatcl4cpf4+zNpmf0CQrfmGZe/kkYvGyL++3ar2JOl3US1jBcBYXXmFVTHBAKSQKgFpLlnrS+R7V0jTfLIu8LnZVLqpZDLaF7wOd1g9zp52j743kAf34rQy6jFLXJPWg75SFVy0QXpN4u8z4GAUK5512UTpGSGVN9BNbuu0JasLONEQJideQX1MYGAJA5qAelOlvgSfckb0iSNbBK2n5VST+pcRilDX9pFLtysn63uZdTKu0m1ydmD0m+G1/QFRRtVOQxqLtKPvCb+/lvZD321GwWXcSIgrM+8gnxMICCJg1pAepICX6IvWShNUslm48uo/yFyefP0XINsdS+jB8lsZSbF45I+eDCS/I4DAWFQcyFn1Kk98icdehyqHK7dKrCMEwFhfeYD+I8JBCRxUAtIpneFL5FDVkuTzuQ99WVE2omph8kD8mWUeqZsVHPjbDWX0c6y5zpljz53VNUdkEbKttyQedfx0rYcCAj9mvckpGZ6M9+i3C8vhf1d+5dxIiDszrya4DGxU0DoRcoCiZBO1K3HUsV/nxPrhd3npQ608WRiyGU0Rkw9QwbKl1G6521xrk35U/rZai6jHadm7a87vSjkX6t21YR/1l38szRai+0CwqDmQsfpjbMCydJv07Tb+ZZxIiDsznwo/mNiq4BQi5QFEiECMrDh9a65BZ57hTvdq3pnDi/dl66+jCp339O675HSdN+N7MZTg9O7v1/TW94xUlfa+nPhJe/fHkzaLyD0ay5S4L3On3qW3BZWvLyMFwFhdua1yMeEIwHhKDLamYQGkg0oqqgsHikmhnxc4TqxSLxzVS6joiO9PrxYVTxQ2CBeLfVCbsHRuvNFAw2ylU9Tn8mBy+jPteGbvHUpOMiu/QJCueZTfy4lJ5KHhKemSqmHQ6ImVMt4ERBmZ15BOSY8CQhHkdHOJJZQ9kciv24qn6acA7P8l9Fi0ixsk0HkcfF30r/6cCEg5jBb8+0lLcTf35MBwt/q24up+SF3IKpl3AiIOaI/8wrKMYlFQChHCnddUdbw7RNCSGS0eJX67qogIFEQi4DkmbyMhJwtO3yX0cukbfg2S6pGZQw7vzPFQQJitua31a/s1ib/8s5U4bpL2/pmjaldr95EtcxhAhL9mVdQjkkMAkI5UrZdyWc908fW/1YdKSsIs0l/XwICYh62L9O1WB4IZfcRch+S+uv99aeXthUcJCAm8NV8wAelDUfmSg+drl1zsfbArMyQbZRlDhMQE2jOvArlmEQvIJQjZefXdRB/Z7tDv3w+PlAiBMQ8GFCIMhhQiMGAQrQjZc9skJLXk+dCCryGvOJLQEDMgyENOSIRBCR6TAgI5UjZK8l8KdnMrbn49/7DN4WAmAcCwhEQEIPllCNl+xHfo5dzX4Sum+ntJk8hIOaJICChN6Tam082cCAgdlRb4EZALK69CQGhHCk7jPg+e35yb+i6rq6X5SkExDyRBETz1HxdkgiIDdUW+BEQa2tvphOVbqRsf/8dyFnNHYjwdrX89hIExDwQED0gIGo4EBC6kbJdyDwpmepaqynyatfvpAkExDwQED0gIGo4EBDKkbLlRVKyN5mpXft69ZUCBCQadAVkChkr/mZ8f6KtJm7P3LUU3HyErPTB8VBVo6De/2VN1cf99Xe3TUDirLYPTeWVPCSeIPIwIMGQRw22Ckh8tVdGQfXVWznVyuk3OOkUQ9nNRsourpV6TWZ4+2jXZp5cKUBAokFXQFI2l4mnfr5nuDZuz9S1pGwuX0vKeKjKKKh3e95q1+md+iG6+9smIPFV24em8qo8JPwCEgx51GCrgMRde3/wulxv5VQrp9/opFMUELORsp3Ob7ym5f01S8JX309GQECiQb8Jk1dRKAzyzA2P29NcSxmPfHZd2M6hYX6q8VCVUVALDjcXm6B7DqToFW5fEyauavvQxDhqZv0CMt6givY2YeKtvfrtl+CpVp1+o5Nux8t0vQrF26IXUlXL0wN9JW9DQKLBoA9kHBl34OsW4XF7IYd2wB8qq/+YHdZNFRrmpxoPVTUKqsxkMlSvbBv7QOKptg9NjGNwdkFw82aqkEcNNveBxFl7tYAET3XYcLjhJx0DCjkZo07UVZ466W9GG7enXEvtp+4jux5vHb6nfpifNB6qahRUmb5E51VqeztRY6+2D03lldlH5dL8dyDBkEcNdneixld7tYBoT7UyHG74SceQhk7GSEBmkhPSy17auL3AtdRyTUPl4ht199QP83uQzFaPgvqTrxsurLqBvKWXgZ0CEnu1+0h/xzM1lVfNbrjYSRGQQMijBrsFJPbaS6gERH2qZeThcA1OOgTEyRgIyM2uBReWCeFxe4FrqS3Z0sEgR22YX3A8VNUoqA+QVT2yJx4if9XLwEYBiaPaPjSVV81edXGtIiCBkEcNNgtInLVXCYjqVCvD4RqddAiIk9EXkIwD3zSfREaFx+0F/4wKG6qW3KSbozbMTxkPVRkF9bA8uMxUslwvA/sEJJ5q+9BUXj07jowJCkgg5FGDvQISb+3VTRjlVCun3+ikQ0CcjL6AvNk4QBA2l3cOi9tTmsPtpuwju3+ZGR7rpw3zU8ZDDY6Cmkukp+3iRTpPr3D7BCSeavvQVD5kdnVZh6CA+EMeNdgrIPHWXi0gyoC3wdNveNIhIE5GV0BGeqUetB61G1K0cXshHfL9l1RWL80O21sT5qeMhxocBTWHrJIm/07G65lkm4DEV20fmsqrZ9udWRkUEH/IowZbBSS+2mtGQVUGvA2efsOTDgFxMmZC2VVxe9qQgHGfhocEaML8lPFQlVFQvy+Rrq93Luu+c81LKHuU1fahrbx69l6yJiggvpBHDXZ3ovqJpfaaUVCVU62cfqOTDgFxMmYERBW3ZyYoURPmpxoPNTgK6ijP6p6tp3l0B/7nRkCirLYPTeVDZ98hQQHxhTxq4ElAoq29ZhTU4KlWTr/RSYeAOBlTL9MpcXumrqXQMD/VeKjKKKj9iirrv3lUf3deBCTaavvQxDiGzGYdEwVEHfKogScBibr2oaOgBk+16vQbnHQIiJPBgEJ6YEChbsE5HgYUshVe7OATDGnIEZwIiMVAQJwMBIQjICBmllsNL3bwCQSEIyAgZpZbDS928AkEhCMgIGaWWw0vdvAJBIQjICAhywvym+C/5o5rajVFeDlOfAIBiZ+8PEoZOU9ABsefhbGA8AIEpAkK7T47OmxaOn9OW/ZVt7uaerCvNYf1j8JB29zx3JpSQuq8+iNBAMsZbNF9YCSeOqNcUG6X54AFVadm+4kT1LKyoNo06/+U9y8UcjF3A5c++Knlh72koVG6RFzbmvh2FEhGsjY0qiRkqt3mRMG1hPzIbhtsYiaxQul9XHXJ4w5eH8eNvlwJkpa0RSoBaXrYHr540eV60W4bbOKw6uUe5jwb/IfxXEpWxQZNMdnj8evHB3abEg3HCDlutw32cCMhDbMtK63ZwYCCeO61rFDgJO6+7L9JPfr/utpti2n6Swb3s9sKW5jjIqRE99McTLjN67s6vFMsKxI4i+tLXdIVUjb/nOeTsel2W2OO+Q3i/7Du0GqJTkqpdLJutaq41F/tkK8O9/9aVSJwHJ2+Eu9BXC8LaSNWuyqX6n42hjNSz0kX9fk0u+2wgaFSzRsWWFTarXtcsy9LD2B2trCoROBAMtZ4iFf+FlGnKd+Q/TO47029w3dbPdxuO2xgsXxDUG6JduYubNzaV+pHdZ/i/pIAdpIymwQ/KNNvaXX9Rw81a2pz23lb9iJXEsY1Nbvo087wkdWokzqh7PSEFEFo/r33stFgkgD4mPBzJZ3+0CZv6Zye9hkTieZVPi+qTr776p/4au56l3lJ/Xa6F7aRU3c2/oR5aSCx6P3icbJnsuHHJG3mZ/4ni9777LbEcv7k8lX9MuPebl/rxc8QtmWBRCR1xOqGquUW3CnHwCq/F7l1BllPbNIvB7TzAZbFBFovAMRBzuSvycEZHe02I4zMukB0ZF2m3bZYTH6g5o1rGJaitF4AiIt+C8sbNz3E2TtUDyvh9w/bbYvFrA3WvI6Zh4e0XgCIj5YPfdR4ZuENdpuhpks/kU2bpN8udttiMTdIlSbPS7+Mbr7QegG0yZtxjOyZnGW3GaGsXm23BbbBcrAdtF4AA1KHLr1ct3oET39MEBAGoPUCWJE9eTs59OLVdpsRBAJCHbReAFOum3Pes+khToK3ICC0QesFsKblfavdF5feZLcZEhAQuqD1AizhyhmHyZ4p7ew2AwJCFbRegHX0W1pTb3uPKgSEImi9AEtpM2GTt2ROdztNgIBQA60XYD195pz1bJ/cyrbyISCUQOsF2IO9A5hBQOiA1guwDxsHMIOA0ACtF2Azdg1gBgGJH7ReAAfYM4AZBCRu0HoBnGDDAGYQkDhB6wVwhH8AM+vuhyEgcYHWC+CNnMn/tHAAMwhIPKD1AnjEwgHMICCxg9YL4BXLBjCDgMQKWi+Aa6wZwAwCEiNovQDesWIAMwhITKD1AhwB8wHMICAxgNYLcA5sBzCDgEQPWi/AUbRgOIAZBCRa0HoBzoPZAGYQkOhA6wU4FHkAs/vSKOcKAYkKtF6Ac2ExgBkEJArQegEOh/oAZhAQ06D1AhIAygOYQUDMgtYLSBBoDmAGATEHWi8gkaA2gBkExAxovYBEg9IAZhAQE6D1AhKR3q+UereMiy8PCEhEst/2fHodW1MAsBbCIdbUPN/uaupQaE3Vk5vBhbzAu30K0wyPJinI9zMmnw8KLBMQu2saxk4IiAXkE7vd0cdOgwudF/tUlBhfmEy+LB8X+ZYJiDXlRIHRfxKgCS8n3sgOXuxT0cSFCQHhCAiIFfBy4iEgbICAAKbwcuIhIGyAgACm8HLiISBsgIAApvBy4iEgxqwghHQzue13hJSr5x0uIPFUHQJiBbw4KATEmBX10Wy9LqEEJI6qQ0CsgBcHhYAYY+hFOSW9whcmsoDoVlgBAmI9vDgoBMQY47/huc+HL0tkAdGtsAIExHp4cdAEFJAhn1ZVfzlaTAz6pNJ1ZE5rQUib9UP9secfIHcL6xqlLcaS0ULuNld51y7LTjaUFRupj+JFTxD53fXFpLc8O5QsCKz5xY5q96nl0v8zDwJCt+rz/KHpK1QVVpYJXVeUNXz7hLQQAmI9vDho4gnIkIY1HdvOJo+KiZXdM0ec2d5MmEReze40fz8ZrvKiKWRsepvje29Nz51GJurnGiYgs0l/eXYoWeRfMZu80qXVoK8renIhIPSrPohMlyZKhZVl7Uo+65k+tv63AgTEDnhx0MQTkOKqdPF33y5hR3mGmHiMjBFWe6RFX4R40VzSXbj91I3S7Mli/VzDBGS8tqnUuv5zaTKAvMmFgNCvul8sQvAvm18njeE0290VAmIHvDhowglIc89aXyLbu0aa5JF3hc/LpNRLIV40L/iYcrB7nTxtH3ydtI9vheRFC4ILmwnCNeSV0HJ7kMXSJIN8xIOAUK66RBMCcmaD9Hs9eQ4CYge8OGjCCUh3ssSX6EvekCZpZJOw/ayUelLHi1KGvrSLXLhZP1fJix6Vs/bfgQh7/xG6RbPqz6TJTWQuDwJCueoSxgJyJZkvzTRzF0JA7IAXB004AelJCnyJvmShNEklm429qP8hcnnz9FyDXGUv2nCxkyIgM73dQjcZ75pzdYtb9x7qwIOA0K660JSA9CO+BzPnvoCA2IFtEYSauEGLBYRRhKNKQDK9K3yJHCKPLtaZvKf2IiJ9zu5h8oDsRalnykY1b8JYyYuuurhWEZCurpc129xxXqzRB9IAf/YLCO2qC00JyDDiG57l5F4IiB3YGEG4zk4BYRPhqO7c3HosVfzzPbFe2H1e6j8cTyaGeNEYMfUMGSh7UbrnbXGuTflTTRk7TtwlICDC29U5IZtcX/FhXou7y1eGGWtLJyrtqjclIP39dyBncQdiCzZGEHIkILQiHNUCMrDh9a65BZ57hTvdq3pnDi/dl672osrd97Tue6Q03Xcfv/HU4PTu79f4ojuMehJXl3UICsjVrt+FFLy6Llv8/Y3olTwICPWqNyEgXcg8aSbVtRYCYgc2RhByJCC0IhxDHq8OKKqoLB4pJoZ8XOE6sUi8cVe8qOhIrw8vVhUPFDaIzlIv5BYcrTtfNLBpY9udWRkUEOH16ivVmxz8QfrNl8IpOBAQylXvMzlcQJRl5UXSb28yEwJiBwwjCFsF/k3eUYdMGsQNmhMQysGdQVtU9j34eVXd93/qrbY+RgExxyOR+2ICancvWRMUkMyTK9WbbKyVvqv5ArmNDwExh9mq5xyYFSYgyrLFtVKfygxvHwiIHbCMIPx7XeCL00oEoVHcoCkBoWyfYoti36/Ism6tbjtYcY3KeqYCkmdeQIR3SFBAhPvJCNUm/V0ru2f9tPzLVCcJiOmq52zZEdaECS7rdH7jNS3vr5GeHENArIdlBGG3ij1Z2hVGcYOmBISyfSpbAmRc/kr0QWGIeEeisp6lgJggKCBZx0QBSQ/cGr2t3uaW9ZWuw69JBjtHQEzgr3qL5eF9IMFlvQrLGg69IJ02CIj1MI0gHFSz6wpNeUZxg2YEhLZ9KlsCdF02QZrIIZ2K9XYLCAYUMgMGFLIDthGE/1b2Q+injw3jBs0ICGX71LZo6EdeU1tvs4DEg8MFJB4gIFbAOIKwx6HK4erlhnGDZgSEsn1qW0LIGXVqT47aeggIN+VEAQTEChhHEAq5X15S3wQYxg2aERDK9qltUdGTkJrpzUKspyUgoTfk2ltuJnAiIDbUHAJiCYwjCAWhY+m3acpyw7hBU52odO1T2xJCx+mNs0KspyYgmuiTdckjINbXHAJiCYwjCEWelYITAhjGDZoSELr2qW3RUOANfPf92fDQCghI9OVAQBIVlhGET02Vkg+HxGIYxQ2aCySja5/KliBTfy79TiQPqa2HgMRbDgQkUWEZQfi3+vbi73z1HYhh3CDNUHaz9qlsCbK9pIX4+3syQG19fAIyhYwVfzO+P9FWM8KnOTcKhsuO8N0xCYGXcu//sqbqY3lsw9HFZQ2HXgmLuZGwVUA0NTccvVQf5UD5at5qznHX6bfkJ+v+QWHV0cLhQECsgGUE4XWXtvXNGlO7Xr3CKG6QpoCYtU9lS5Db6ld2a5N/eWeq2vr4BCRlc5l41c/3DA97NcyMGynhshoBudvzVrtO79QPkZpZBXnZ+WV7W+nsbquAaGpuOHqpIf4DJdc8bWvpsFZ3nDgs6WRgUFhVtHA4EBArYBpBeO2ai7UHZmWGrDGIG7TlZTrFFoUBH5Q2HJkrXaWK9XE2YfIqCoVBnrnh75Zq3Cjjkc+u0+6rFy7rE5CCw80FIXXPgZSs2q3SwnHkaZ2y7W3ChNbccPRS/ZoLoS/hjid3ib8/k2sZGBRWL9Y5CATECjCgUERiG1BIzTgy7sDXLSIIyIA/VFb/MTusuzc0XDZkaFSJyWRoi1vksQhypOjZMGzuAwmpuVEUskHNhVABKbog/WaR9wXVoLA6sc5BICBWwEsAUMINaRjCKk+d9A9rLCDtp+4jux5vHb6nJlw2dGhUQYqpCwxE0Mq7SadkuztRVTXXj0I2rLmEWkDOHpR+M7yyTAYHhQ2LdVaAgFgBLw6a2AIyk5yQmkJGAtJyTUPl4ht199SGy6qGRv3J1w0XVt1A3vJv+SCZrbO/3QKiqrleFHITNZdQCUiKxyVFB48k8khKyqCw2lhnBQiIFfDioAktIDe7FlxYJhgLSFuypYNBjtpwWWVo1AfIqh7ZEw+Rvwo7y57rlD363FG97gCbBURdc70o5CZqLqESkDRStuWGzLuOl7aV5lSDwmpinRUgIFbAi4MmsoBkHPim+SQyqok7kMKGqiU36eYYFi4bHBr1sPzAeSpZLuw4NWt/3elFuu/92CsgITXXi0JuouYS6iZM7aoJ/6y7+Oc835xqUNjQWGcFCIgV8OKgiSwgbzYOEITN5Z2b6ANpN2Uf2f3LzPCY2fBwWf/QqLlEHpKsv7h+/TljY+0VkJCa60chG9ZcQi0g+7erc1YPChsS66wAAbECXhw0gQVkpFfqPOxRuyFFO8JnyLOI/ksqq5dmh+0dFi7rHxo1h6yS5v6djBf+XGtsrK0Coqm5URSyQc01Q6G+damleq08KKxerHMQCIgV8OKgCSwgCtoRPrXREOM+DY+GCA+X9Q+N+n2J5FDvXM4VFgee6epgdyeqH23kr5maa4ZCHUQeF38n/ct/IORBYfVinYNAQKyAFwdNHgFRjfBpJh5TJ1zWNzTqKM/qnq2necScXiZtDXfnSUAMRy81QDMU6pKqURnDzu9M8c9Kg8LqxToHgYBYAS8OmkQCoozmacqNwsNl5aFRBaFfUWX9N48KUh9ASGxZCDwJiOHopUaEDoWa+uv99aeXtg0ZFFYv1jkABMQKeHHQ5BAQDCgkgwGFEgdeHDQpBMQGOBEQO4CAWAEvJx4CwgYICGAKLyceAsIGCAhgCi8nnr2AtKOVEQTExnKiAAJiBfmk0CLWfr936zrDtTsNBYRS8R8cp5RRYYkVApIaeRNTQEAAUwbTcqvIfOYh5HLJvm0f6q9mbN+XHmP1ipJphkeTFOTTYcy7lDIqsExA8vMnTfo/T01//r9fevXVMZSsj4udEJAEY5yXEK+bkDMfzry3s9WFf0LGsS+EcAj7WgtLS87W2V1NHSAgicaLHt+Z9TQQUlZ0tZVFd2z0/t3K8uJkIfl3u02Igglqt/X8K89ue0CCkvJXd/A6826PvD1FnnYTV/j7WrySeo78xW4boiCjRtGPxo1t7DYHJCzp/3AF/6iMx6Fiwbde4nnE0hLjYRgh9cajBfPH0uBp9b6hOzYHAFRod9x/qbkWWVruj6X/Rue0Yd5wEc8v7DYiCu4KyIfnSbtNAYnNj2p8/SCXr7S02LmSbjmmDZN6XpS7rXZbYZbUkavry7zSSXVfvtduY0CiM1zuBvHUHhtlYaGpZ+VCx1tYZDzcJv+bd7HbDFPkzThG9kx+XjqrrpIf220NSHwek1oTB7ss935mNB4/fXy32I3640bwx5sNkjvOsNuMyLR8aJP39MLrxaapeIfn3tPRbntAMjDfQ7zDBGHATvdSauHlEfiTr+fFnRN5Uw6QWjAih+22IxI/nlPWuOmh5nL6fY9ndbrN9oDkIPXvvvGAUyecK59iSZ99a3+Yk2eCFaXFzW3+Lsl+dhvSFG0nf0W+mxG85/iJd1ZKU5sDQI1WW/0xZG3nNHw1xIICJ/gD2BqLLCgsfuQWDCENC+w2xJDUEcsv164eoZKMNCu7tECSo4y9d+3H3tXsOwu3NAainJzQhkkt81t7sbndpujj6zfVH0cQAGu579ilF1tG3iwervK660XcLrf++P+ccXswqpPHh6ItH/qo8YzUbwoAF2TMqDn8U6Yl9J0xZ86cTQeXijzKtCA6LPIEwrL4extM3W8KAB9ctdy7KfyzIJR59SvWJVAi5WBNTU256+ypU9/tYHxrFiVyv+mLzghPAUnF7d+4FjJ+B+v3/2CbP126kYF2m6AhdehSTb8pANyQOuH86cm0RuHSpeCLyNvwQx4ZbLcJIVw14yjZM9lJ7/eBJCN3YePuQQzzf2Mbw8yp05kMs9sEBV+/6Q12mwFAk9y0zbucXTD0ki3MsmZABzLcbhMCXDenzIN+U+AE7jteMaMFo7yXbmKUMRNyyQi7TZDJnrydHHqxq91mAGCKVi/WHfoJm6yXbWCTLxvakJF2m+DrN61DvylwEl2Wk4+uYZHxe84ZTkiktf1BZOg3BY7kzm8bFjIIk16xjn6e7GhJ7re3/PtWuy8utXbUSQCo0HxK5akJ1O+bV75PO0eWpJEHbSz9ujnn0W8KnEu7hY1baf/7Fa6inCFbvLZ9JFPqN/3+RUu/uQEAZW7Z4VnegWqOa530nQRBaPy5LcWmDl16Cf2mwPmkPHTyItXRhv62nGJm7Km3Y/zWK2ccIXum5NpQMgC0af1i/QGKn2crepdeXhZweaLVJbZAvylILHr9nXxErS2+8W1aOVlC1ePWlvcjud+UVRQfALYw4sDlFykN1fvpH+jkYxEX/9PCwtpM3k5OzkG/KUg4mk+pOklnJOTPrf0UXryc/z+WFdUP/aYgcem83PspjQ/IbF9AIRPrOPNra8q5csZh9JuChGbATvfC+D9K+eV8CqZYR8k0Cwrx9ZveZEFJANgHlQ/I7H6Nii1W8cNzzIv40Zxz6DcFSQGFD8h8/TIdUyziyAts828zYRM5Oacb20IA4IW4PyDz7e9omWIJ3/03y9zRbwqSjjg/IHPgt/RMsYD9LzLL2tdvatVniQHghPg+IPP9/6VoCnu+eYlNvmkjVrsrlt7MJnMAuCaeD8gcfZ6qKaz556sscu0j9ZtOyGCRNQAOIPYPyJyYTtkUtuyaSz1Lqd+0BP2mIKmJ+QMypU9Tt4UlO1+nnGG/pTX16DcFIHdh464YPiBz9in6pjCkeCHN3DrP+J7sn4F+UwCEGD8gU/4rFqYwY+tialmljVjtQr8pAAoxfECmYjIbUxix+Y+UMuoz5yz6TQEIpdWLdd9F9wGZmkcZmcKGT96hkUvWhE3ekjndaWQFQEIR7Qdkan/BzBQWrP/f+POQ+03vozkuJACJQ3QfkHGNY2gKfT78U5wZdJ6yj+yf0Z6KMQA4lMH5TfDz5ZfLf9nUBmq8C8xuGYk8fVPzaOUv848d8e1f3FhT9Kxq3trTBgAfFBL+MHDGfLvtahJrTxsAfFBYaLcFYRgLiLV2RAPPtgHADggIFXi2DQB2QECowLNtALADAkIFnm0DgB0QECrwbBsA7ICAUIFn2wBgByMBWUEI6WZy2+8IKVfPWywg0ZiqoDEaAgKSE1YCUh/N1utsFZCoTFVYBwEBwBoBySnp1dTWfApINEZDQEByYtEdyNwmB0zlU0CiMRoCApKTUAEZ8mlV9ZejxcSgTypdR+a0FoS0WT/UH3v+AXK3sK5R2mIsGS3kbnOVd+2y7GRDWbHRKyCSV7YKRHm/IwwlCwJrHvy8qu77P/VWr41JQKia6uMJIn0j+Bc7qt2nlos3H4rR8/ymrlCthYAAoBGQIQ1rOradTR4VEyu7Z444s72ZMIm8mt1p/n4yXOWVU8jY9DbH996anjuNTNTPVvbKv9cFBsoYShb5U78iy7q1uu1gxTWqtbEICGVTZWQBmU1e6dJq0NcVPVVGiwwi8pjRyloICAAaASmuShd/9+0SdpRLI2w9RsYIqz3Soi9CvHIu6S7cfupGafZksX62sld2q9iTpVmecfkracDmIeKfu2ptDAJC2VQZSUBa138uJQeQN0O38gmIei0EBIAQAWnuWetLZHvXSJM88q7weZmUeinEK+cFH3sOdq+Tp+2DL6X28a3weeWgml1XhBbXddkEaZJBPlKvjV5AKJu6ILjwWrI4aKAan4D0UK2FgAAQIiDdyRJfoi95Q5qkkU3C9rNS6kkdr0wZ+tIucsFgKGH/3/q/lf3QV291P/Kaem30AkLZ1EflMqU7kGbVn0kLbyKaz8b4BES9FgICQIiA9CQFvkRfIn/zIJVsNvbK/ofI5c3Tcw2yDbQLehyqHB62MmfUqT056rXRCwhtUzdc7OTvAxnvmnN1i1v3HuoQupW/D0S1FgICQIiAZHpX+BI5ZLU06UzeU3slkT578jB5QPbK1DNlo5obZxvsWMj98pLmn78nITXTm4WsjV5AaJt61cW1gacwd5wXWzIfaL/O5xcQ1VoICAChnahbj6WKf+Yn1gu7z0v9kePJxBCvHCOmniEDZa9M97wtzrUpN/ialNIz2bH0W+2owx2nN84KWRtDJyptU8eJu8gCcn3Fh3kt7i5fqdnKLyCqtRAQAEIFZGDD611zCzz3Cne6V/XOHF66L13tlZW772nd90hpuq9dsPHU4PTu79f0lnc06ESVeZbcFlZqgfc69doYBIS6qavLOsgCsrouW5z7jSg+IfgFRLUWAgKAJpBsQFFFZfFIMTHk4wrXiUViQ0DxyqIjvT68WFU8UNggOl+9kFtwtO580UDdTP1e+dRUKflwSADG1J9LvxPJQ+q1sQSS0TVVENqdWSkLyMEffGWpje4zOSAgqrUQEABiCmV/JPLbq7JX/q1e+ujB/JA7kO0l0gfvfk8GqNeyC2U3a6rIvWSNJCAba1uJMy+EGJ1zYJZfQFRrISAAxCQgeSa98rpL2/pmjaldr15xW/3Kbm3yL+9MVa9lJyBmTZV4h0gC0t+1snvWT8u/TFVvk7Nlh09AVGshIACwfZnu2jUXaw/MCv021YAPShuOzM0KWcvHy3RZx+SnMLesr3Qdfk0TQttiuf8pjLIWAgIABhTCgEIAxA6GNKQCz7YBwA4ICBV4tg0AdjQlIKE399qWBjPiERCbTIaAgCSlSQHRjNW1zgECYo/JEBCQpEBAqAABAckJBIQKEBCQnIQLyBQyVvzN+P5EW583dl1R1vDtE1IqCm8M7jSCzPMvkgPFdUcX1RC9gMRnsmKTbKzKxPu/rKn6uL+0Tas5x12n37rCMA8ICEhOwgUkZXOZ6CjzPcN9f+ftSj7rmT62/rdCNAKi7KQREEFvdFEN0QtI3Cb7bQoY65+92/NWu07v1A8RhLStpcNa3XHisHaERhO2AZDI6DRh8ioKhUGeuf72wPw6aWid2e6uYd6Y8chn14Xt7EO1U5BQATEae1SIqQkTr8mB0T5CZwsONxeE1D0HUoTx5C5x/mfkaSMDICAgOdHrAxlHxh34uoXfG89skBZdT57TeOOAP1RW/zE77OV4H6qdBPWIo9I4QuGji2qIpQ8kTpP1BcTHZDJUKLogpbLI+0blQ0BAcqLbibrKUyf9UUveeCWZLy1p5i5Ue2P7qfvIrsdbG2Wq3klQjzgqET66qIaYOlHjM7kpAelLnhfOHpRSGd5wtTNjGwAJi66AzCQnpHfcJG/sR3yfZzv3heKNLdc0VC6+UTe7PtI/+0z1ThLKiKOC3uiiGmISkNhNVtmknf3J1w0XVt1A3krxuKQxXEeS3xllAAEByYmegNzsWnBhmeDzxmFkmrzs5F7FG9uSLeFur0a9k4RqxFG90UU1xCIgcZqsLyAPkFU9siceIn9NI2Vbbsi863hpW6MMICAgOdERkIwD3zSfREb5vLG//+/8rPrvvLChaslNTWSq3kkmOOKooDe6qIYYBCRek/UF5LA8+NFUslyoXTXhn3UX/5xnmAEEBCQnOgLyZuMAQdhc3ln2xi6+J5uprrXqDoV2U/aR3b/M1BlhVEa9k4/AiKOC3uiiGmIQkHhN1hWQXCKrW38xu/3bDYuOaBsACUy4gIz0Sn2QPWo3pMiPNMqLpIW9yUzNI43+Syqrl2Yb5KrayUdgxFHd0UU1RC8g8Zms2BQ6m0NWSfP/TsYLb11qaVR2JNsASGQihrIvrpW+sTLD2yc8qGLcp0ZxIKqd/PhHHNUdXVRD3KHsUZqs2KSZ/b5Eko13LueKivK4mJr0rz5hO0dhGwCJR0QB6XR+4zUt76+RviRpPhJVtVMA34ijuqOLaohbQKI1OWiTZnaUZ3XP1tM8UnpJ1aiMYed3phhlAQEByUnkl+l6FZY1HHpB8vMo3oVRdgrgH3FUb3RRDfG/TBetyUGbNLP9iirrv3lUSqX+en/96aVtDXOAgIDkBAMKUQECApITDGlIBZ5tA4AdEBAq8GwbAOyAgFCBZ9sAYAcEhAo82wYAOyAgVODZNgDYUVhSyJLP9qyJeh9jAYnNhr8d+CC2HaNgJwQEJCXT2DrWmtqaL6LeabC+qYNjsmDtfvfhmHaMEmtPGwDJwW8I2R0erW4ZzZ+8QLzX2lc+ACAeOrhII9lwgz2Fp/78eKPXs8mewgEA8fO/LkLc3jU9bCh6xDdeDyHkJzYUDQCgws3y0Bvuxrc6Wlxw/y3ivY/I8fDX9QAATmFno09C6uboDF/IjG4rvC653MZfW1gqAIAyD3n9A4C5y/+ruUVldl7a2OAv9bKVsgUAoEyzs4EhBL2Hu1hU5oOugGq5FlpUJACACf/X7fflb4y/LUubOy43+kULz3ABcDTtfZ0RrmIrGxP9Lsqy1fiJhWUCABjwP5KCeE5bd/8hkV8j69ZISwsFAFDnJkk/3j+9Jd3CMvte+OSAC89wAUgAvvCSl4S+Fz9sZlmJXU5uSc/d7Wp8yrISAQCMeMgjBWMMuvSe4ajmlOnw3TdtBaH1xhqdMZsBAM6i2f3y5Kful60pr82eI52kafOfWVMeAMACHvE8Y0UxLTae62VFOQAAS3nSO4l9IWmFlTexLwUAYDlzGkexLiLl7dphrMsAANiBBd79auODjEsAANgE8/bFk95HmeYPALCRFhtLuzPMfpw1/bQAAHto85XvGSsT7nW9yixvAAAH+KK8mGBhrBoAwB66s3otpu8FC6PlAQD2wOi1GOkFGAbZAgD4gklTg2HTCADAEz91v0I7S6adswAAnqD+uJXx42EAAE9Qfi0GL8AAkAi0J+vk6bpG6Tdt1g/1x55/gNwtCLesu+AumZcb3JDqazHBEPmpZHRg2Y1bayqKbrjmoHv2hkuC0GXZyYay4nwh3BAAADeECsgk8mp2p/n7yXDh1ro9fdKH//B18DkJ1ddiXg2okSIgqUdP9U2/5+BfyD1pooC0Or731vTcaWRiuCEAAG4IFZDVHslPvxAFZKtL6uIcdqB/cEuKrQ7lBRhFQLqTN8XfH7lJB0EUkNtP3SgtPFmsYwgAgBdCBeTzMun3JTI807MxbFNq/Z6qHllFQK4kf5Umm0l7SUB8DHav0zMEAMAJoQKy/az0+yQZ3oe8Hb4tpSev97qUZ8KqPpAPvb/t0brZsoCApAx9aRe5cLOuIQAAPggKiDdNCBEQPx+oN6YS+xUSlaYSkPRpO840NBK/gPQ/RC5vnp4r6BsCAOCCoICQPEElIG08f5JSV5LQb9VSiD4PfQFmakAf/te/4F2SIwlI6pmyUfKnvQ0MAQDwQFBA3FK/RFBAhG2nWoqpR8nDoZvH/f6bRoJUdyC/r+kq/m6pFCQBSfdILZc25U8ZGQIA4ICAgHx4ettLT6QoAtK/9m/XZv703D+0chHnazHaRpBKQIa6V13Zepx3gSwgwsZTg9O7v1/T29AQAID9BARkw+Eb99WnKQIi3LTuQsOxedlhO9wbz2sxYd2wKgER7txcXXvwNy19ApJbcLTufNFAwdgQAIDtBATEPHG8FhP+IFgtIEGCj3EBAHwTvYDEPg6yTigaBAQAp7KIBOkbzX6vxvZajF4wfPApzHeqhRAQABKYGF+LMa07EBAAEpmYXovBF2AAADIxvBaDL8AAAPxE/VpMXE9/AQCJRZSvxeALMAAkJoMLY6KodmcUW588tSa2Yuw+OgCAJsknsbn22mg2fv/9mMrYSew+OgCAJsnn2El5tg0AIPDtpDzbBgAQ+HZSnm0DAAh8OynPtgEABL6dlGfbAAACMyddQQjpFvVe3xFSrpqFgADAOawEpD62/dZBQABwEFYLSE5Jr6b2g4AA4CQsvwOZ+3xT+0FAAHASoU465NOq6i+lUcIGfVLpOjKntfqD276PT40lo4Xcba7yrsr3r/XwCcjo4rKGQ69kiamuK8oavn1CTAwlCwLb6KyFgADgKEKcdEjDmo5tZ5NHxcTK7pkjzmxvpvrgtiIgU8jY9DbB71/rIgvIs6QgLzu/bG8roV3JZz3Tx9b/VhKQRf5N9NZCQABwFCFOWlwlfbVl3y5hR3mGmHiMjFF9cFsRkLmku+r717pIApJVu1VKjiNPC/PrOoip2e6uyhb6ayEgADgJtZM296z1JbK9a6RJHnlX+eC2SkDmBZ/QDnavk6ftg8Or9vGtkASkxS1yf2kO+Ug4s0FKXU+eUwrTXwsBAcBJqJ20O1niS/Qlb0iTNLJJ9bU6rYD4v3+tn62qE7WVd9OVZL6UauYOfz9fsxYCAoCTUDtpT1LgS/T1fYs2lWw2FpDA96/1UQnIg2R2P+J79HLui7ANNWshIAA4CbWTZnpX+BI5ZLU06UzeUwsIaSemHiYPyAIS/P61PrKA7Cx7rlP26HNHs4aRafLSk3tVm+iuhYAA4CRCnHTrsVTxvuPEemH3eanrdDyZGCIgY8TUM2SgLCDK9691kQVkx6lZ++tOL8oV+vvvMc6q70B010JAAHASIU46sOH1rrkFnnuFO92remcOL92XrhaQyt33tO57pDTd14QJfv9aQrcTVVh/zp9vFzJPmqS61qoK010LAQHASYQ66YCiisrikWJiyMcVrhOLxDaLIiBFR3p9eLGqeKCwQdSJetX3r/WQBeTPtYHZ8iLptzeZqdpEdy0EBAAnEYuTPhL5RVtZQBaTZv7ZxbVS/8kMbx/VJrprISAAOIlYnDTPpIC8TNr6Zzud33hNy/trlqg30V0LAQHASbB8me5Zf7+IeKfRq7Cs4dALqepNdNdCQABwEhhQCAAQMzw7Kc+2AQAEvp2UZ9sAAEIUThraKNE0NtgAAQGAc8wLiGaMsXUQEACSHggIACBmICAAgJiJ4KRTyFjxN+P7E21lAZnnj91YYVJAgoOdjpDfd1HGPm0157jr9FtXxGUbAMBuIjhpyuYy0cvne4YH70AGkeny1IyAKIOdygKizKZtLR3W6o4Th7PisQ0AYDeRnDSvolAY5JkrRBKQjEc+uy5sZ81QqMrseHKXmPoZeTou2wAANhPRSceRcQe+bhFBQAb8obL6j9lhL/VrhkJVZosuSKks8n58tgEA7CWyk67y1En3FsYC0n7qPrLr8dbhe2qGQlXNnj0opTK8H8VpGwDAViI76UxyIlMwFpCWaxoqF9+ou6dmKFRlNsXjyhETI8nv4rQNAGArEZ30ZteCC8sEYwFpS7Z0MNhVMxSqMptGyrbckHnX8dK28dkGALCXSE6aceCb5pPIqCbuQAobqpbcpLuvZihU1Wztqgn/rLv457z4bAMA2EwkJ32zcYAgbC7v3EQfSLsp+8juX2aGj4yqGQpVNbt/Ow3bAAA2E8FJR3qljs8etRtSZAHpM1n/KUz/JZXVS7PD9tYMharMvnWpZfy2AQDsJrpQ9pwDs4ziQMZ9Gh4HohkKVZkdRB4XU5P+1Sdsl5hsAwDYQ5TvwuRs2RFFJKpmKFTV7JKqURnDzu9MoWMbAMAeon2ZrsXyKAREOxSqMpv66/31p5e2pWQbAMAeMKAQACBmeHZSnm0DAAh8OynPtgEABL6dlGfbAAAC307Ks20AAIFvJ+XZNgCAwLeT8mwbAECQnJRn7D46AIAmycvnGbuPDgAAAAAAAAAAAAAANPn/AY3cIHQKZW5kc3RyZWFtCmVuZG9iagoyNiAwIG9iagoyNjQ1MAplbmRvYmoKMTMgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNS4yNSAtNS4yNSA1LjI1IDUuMjUgXQovTGVuZ3RoIDEzNCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxtkDsOgCAQRPs9BRcYsmAAaS29Bo0x8f6tgrgEoeEzu/P2Y9RJrHZ6DrC2Tl3Emr1f2FSBtbFxja587eLdmqXgQwhZqq9EEoU4ih/Ce3Fvag42WbCfr1I7fIN+6T23XIl+9TAaMeNjbAN9n5D+8RsMk9kxXRIm28RQAXWUg2ijG1ceTo8KZW5kc3RyZWFtCmVuZG9iagoxNCAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC0xMCAtMTAgMTAgMTAgXSAvTGVuZ3RoIDEzMgovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxtkDsOAyEMRHufYi4wCNaYXdqUuUaaKFLu34ZVpBGrpUFgP54/BR/LeNo4GPhaSb61XNr52lL0/egdrKnuXtoBT+ERXkHdXqYs9SNAmQJ5QAEFxAuXbLIqKfxijIHMNXjnudLyXp1Tb/x3y3kALgbkchNcrIxXN8/G32YP+wFZyUfPCmVuZHN0cmVhbQplbmRvYmoKMTUgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtMTAgLTEwIDEwIDEwIF0gL0xlbmd0aCAzMwovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzUMjiMlDwAmJThVwuXVMFIMrhglIZXFxOXABsVwYUCmVuZHN0cmVhbQplbmRvYmoKMiAwIG9iago8PCAvVHlwZSAvUGFnZXMgL0tpZHMgWyAxMSAwIFIgXSAvQ291bnQgMSA+PgplbmRvYmoKMjcgMCBvYmoKPDwgL0NyZWF0b3IgKE1hdHBsb3RsaWIgdjMuNy4xLCBodHRwczovL21hdHBsb3RsaWIub3JnKQovUHJvZHVjZXIgKE1hdHBsb3RsaWIgcGRmIGJhY2tlbmQgdjMuNy4xKSAvQ3JlYXRpb25EYXRlIChEOjIwMjMwOTAxMTU0MTA3WikKPj4KZW5kb2JqCnhyZWYKMCAyOAowMDAwMDAwMDAwIDY1NTM1IGYgCjAwMDAwMDAwMTYgMDAwMDAgbiAKMDAwMDA5MDc5NSAwMDAwMCBuIAowMDAwMDYyMjUzIDAwMDAwIG4gCjAwMDAwNjIyODUgMDAwMDAgbiAKMDAwMDA2MjQyNSAwMDAwMCBuIAowMDAwMDYyNDQ2IDAwMDAwIG4gCjAwMDAwNjI0NjcgMDAwMDAgbiAKMDAwMDAwMDA2NSAwMDAwMCBuIAowMDAwMDAwMzM3IDAwMDAwIG4gCjAwMDAwNTkyNTIgMDAwMDAgbiAKMDAwMDAwMDIwOCAwMDAwMCBuIAowMDAwMDU5MjMwIDAwMDAwIG4gCjAwMDAwOTAxMDggMDAwMDAgbiAKMDAwMDA5MDM3NyAwMDAwMCBuIAowMDAwMDkwNjM2IDAwMDAwIG4gCjAwMDAwNjI2MDQgMDAwMDAgbiAKMDAwMDA2MTE0NSAwMDAwMCBuIAowMDAwMDYwOTM1IDAwMDAwIG4gCjAwMDAwNjA1OTAgMDAwMDAgbiAKMDAwMDA2MjE5MCAwMDAwMCBuIAowMDAwMDU5MjcyIDAwMDAwIG4gCjAwMDAwNTkzNjIgMDAwMDAgbiAKMDAwMDA1OTc2NiAwMDAwMCBuIAowMDAwMDU5OTEyIDAwMDAwIG4gCjAwMDAwNjA0NTIgMDAwMDAgbiAKMDAwMDA5MDA4NiAwMDAwMCBuIAowMDAwMDkwODU1IDAwMDAwIG4gCnRyYWlsZXIKPDwgL1NpemUgMjggL1Jvb3QgMSAwIFIgL0luZm8gMjcgMCBSID4+CnN0YXJ0eHJlZgo5MTAwNgolJUVPRgo=\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "mglearn.plots.plot_tree_progressive()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2aI0DF2NpK2c"
      },
      "source": [
        "#### 결정 트리의 복잡도 제어하기"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "uuid": "6e5d7a76-9bba-42f7-b26e-907775d289b2",
        "id": "QBWSBi5xpK2d",
        "outputId": "7a3bd24f-3141-4857-fdf7-3a3be37a3a5e",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 정확도: 1.000\n",
            "테스트 세트 정확도: 0.937\n"
          ]
        }
      ],
      "source": [
        "from sklearn.tree import DecisionTreeClassifier\n",
        "\n",
        "cancer = load_breast_cancer()\n",
        "X_train, X_test, y_train, y_test = train_test_split(\n",
        "    cancer.data, cancer.target, stratify=cancer.target, random_state=42)\n",
        "tree = DecisionTreeClassifier(random_state=0)\n",
        "tree.fit(X_train, y_train)\n",
        "print(\"훈련 세트 정확도: {:.3f}\".format(tree.score(X_train, y_train)))\n",
        "print(\"테스트 세트 정확도: {:.3f}\".format(tree.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "scrolled": true,
        "id": "N6gIyWBtpK2d",
        "outputId": "3bc79c8b-b0b3-4b4f-bdfc-12481830c8ed",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 정확도: 0.988\n",
            "테스트 세트 정확도: 0.951\n"
          ]
        }
      ],
      "source": [
        "tree = DecisionTreeClassifier(max_depth=4, random_state=0)\n",
        "tree.fit(X_train, y_train)\n",
        "\n",
        "print(\"훈련 세트 정확도: {:.3f}\".format(tree.score(X_train, y_train)))\n",
        "print(\"테스트 세트 정확도: {:.3f}\".format(tree.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nUGwvnXqpK2d"
      },
      "source": [
        "#### 결정 트리 분석"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "MJ0g6S5HpK2d"
      },
      "outputs": [],
      "source": [
        "from sklearn.tree import export_graphviz\n",
        "export_graphviz(tree, out_file=\"tree.dot\", class_names=[\"악성\", \"양성\"],\n",
        "                feature_names=cancer.feature_names, impurity=False, filled=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "mM-57eGIpK2d",
        "outputId": "0e53dcbc-5ae0-401f-df0f-72a15e56f4ad",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 678
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/svg+xml": "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Generated by graphviz version 2.43.0 (0)\n -->\n<!-- Title: Tree Pages: 1 -->\n<svg width=\"1050pt\" height=\"477pt\"\n viewBox=\"0.00 0.00 1049.50 477.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 473)\">\n<title>Tree</title>\n<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-473 1045.5,-473 1045.5,4 -4,4\"/>\n<!-- 0 -->\n<g id=\"node1\" class=\"node\">\n<title>0</title>\n<polygon fill=\"#afd7f4\" stroke=\"black\" points=\"665,-469 510,-469 510,-401 665,-401 665,-469\"/>\n<text text-anchor=\"middle\" x=\"587.5\" y=\"-453.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">worst radius &lt;= 16.795</text>\n<text text-anchor=\"middle\" x=\"587.5\" y=\"-438.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 426</text>\n<text text-anchor=\"middle\" x=\"587.5\" y=\"-423.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [159, 267]</text>\n<text text-anchor=\"middle\" x=\"587.5\" y=\"-408.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 양성</text>\n</g>\n<!-- 1 -->\n<g id=\"node2\" class=\"node\">\n<title>1</title>\n<polygon fill=\"#4ca6e8\" stroke=\"black\" points=\"577.5,-365 377.5,-365 377.5,-297 577.5,-297 577.5,-365\"/>\n<text text-anchor=\"middle\" x=\"477.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">worst concave points &lt;= 0.136</text>\n<text text-anchor=\"middle\" x=\"477.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 284</text>\n<text text-anchor=\"middle\" x=\"477.5\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [25, 259]</text>\n<text text-anchor=\"middle\" x=\"477.5\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 양성</text>\n</g>\n<!-- 0&#45;&gt;1 -->\n<g id=\"edge1\" class=\"edge\">\n<title>0&#45;&gt;1</title>\n<path fill=\"none\" stroke=\"black\" d=\"M551.79,-400.88C541.89,-391.71 531.04,-381.65 520.77,-372.12\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"523.12,-369.53 513.41,-365.3 518.36,-374.67 523.12,-369.53\"/>\n<text text-anchor=\"middle\" x=\"514.35\" y=\"-386.58\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">True</text>\n</g>\n<!-- 14 -->\n<g id=\"node15\" class=\"node\">\n<title>14</title>\n<polygon fill=\"#e78945\" stroke=\"black\" points=\"751.5,-365 603.5,-365 603.5,-297 751.5,-297 751.5,-365\"/>\n<text text-anchor=\"middle\" x=\"677.5\" y=\"-349.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">texture error &lt;= 0.473</text>\n<text text-anchor=\"middle\" x=\"677.5\" y=\"-334.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 142</text>\n<text text-anchor=\"middle\" x=\"677.5\" y=\"-319.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [134, 8]</text>\n<text text-anchor=\"middle\" x=\"677.5\" y=\"-304.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 악성</text>\n</g>\n<!-- 0&#45;&gt;14 -->\n<g id=\"edge14\" class=\"edge\">\n<title>0&#45;&gt;14</title>\n<path fill=\"none\" stroke=\"black\" d=\"M616.72,-400.88C624.58,-391.98 633.17,-382.24 641.36,-372.96\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"644.13,-375.11 648.12,-365.3 638.88,-370.48 644.13,-375.11\"/>\n<text text-anchor=\"middle\" x=\"649.68\" y=\"-386.55\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">False</text>\n</g>\n<!-- 2 -->\n<g id=\"node3\" class=\"node\">\n<title>2</title>\n<polygon fill=\"#3c9fe5\" stroke=\"black\" points=\"369,-261 226,-261 226,-193 369,-193 369,-261\"/>\n<text text-anchor=\"middle\" x=\"297.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">radius error &lt;= 1.048</text>\n<text text-anchor=\"middle\" x=\"297.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 252</text>\n<text text-anchor=\"middle\" x=\"297.5\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [4, 248]</text>\n<text text-anchor=\"middle\" x=\"297.5\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 양성</text>\n</g>\n<!-- 1&#45;&gt;2 -->\n<g id=\"edge2\" class=\"edge\">\n<title>1&#45;&gt;2</title>\n<path fill=\"none\" stroke=\"black\" d=\"M419.06,-296.88C401.84,-287.12 382.85,-276.37 365.11,-266.31\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"366.38,-263.01 355.96,-261.12 362.93,-269.1 366.38,-263.01\"/>\n</g>\n<!-- 7 -->\n<g id=\"node8\" class=\"node\">\n<title>7</title>\n<polygon fill=\"#f3c3a1\" stroke=\"black\" points=\"553.5,-261 401.5,-261 401.5,-193 553.5,-193 553.5,-261\"/>\n<text text-anchor=\"middle\" x=\"477.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">worst texture &lt;= 25.62</text>\n<text text-anchor=\"middle\" x=\"477.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 32</text>\n<text text-anchor=\"middle\" x=\"477.5\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [21, 11]</text>\n<text text-anchor=\"middle\" x=\"477.5\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 악성</text>\n</g>\n<!-- 1&#45;&gt;7 -->\n<g id=\"edge7\" class=\"edge\">\n<title>1&#45;&gt;7</title>\n<path fill=\"none\" stroke=\"black\" d=\"M477.5,-296.88C477.5,-288.78 477.5,-279.98 477.5,-271.47\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"481,-271.3 477.5,-261.3 474,-271.3 481,-271.3\"/>\n</g>\n<!-- 3 -->\n<g id=\"node4\" class=\"node\">\n<title>3</title>\n<polygon fill=\"#3b9ee5\" stroke=\"black\" points=\"231.5,-157 51.5,-157 51.5,-89 231.5,-89 231.5,-157\"/>\n<text text-anchor=\"middle\" x=\"141.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">smoothness error &lt;= 0.003</text>\n<text text-anchor=\"middle\" x=\"141.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 251</text>\n<text text-anchor=\"middle\" x=\"141.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 248]</text>\n<text text-anchor=\"middle\" x=\"141.5\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 양성</text>\n</g>\n<!-- 2&#45;&gt;3 -->\n<g id=\"edge3\" class=\"edge\">\n<title>2&#45;&gt;3</title>\n<path fill=\"none\" stroke=\"black\" d=\"M246.85,-192.88C232.2,-183.3 216.08,-172.76 200.94,-162.86\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"202.45,-159.67 192.16,-157.12 198.62,-165.53 202.45,-159.67\"/>\n</g>\n<!-- 6 -->\n<g id=\"node7\" class=\"node\">\n<title>6</title>\n<polygon fill=\"#e58139\" stroke=\"black\" points=\"345,-149.5 250,-149.5 250,-96.5 345,-96.5 345,-149.5\"/>\n<text text-anchor=\"middle\" x=\"297.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 1</text>\n<text text-anchor=\"middle\" x=\"297.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 0]</text>\n<text text-anchor=\"middle\" x=\"297.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 악성</text>\n</g>\n<!-- 2&#45;&gt;6 -->\n<g id=\"edge6\" class=\"edge\">\n<title>2&#45;&gt;6</title>\n<path fill=\"none\" stroke=\"black\" d=\"M297.5,-192.88C297.5,-182.33 297.5,-170.6 297.5,-159.85\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"301,-159.52 297.5,-149.52 294,-159.52 301,-159.52\"/>\n</g>\n<!-- 4 -->\n<g id=\"node5\" class=\"node\">\n<title>4</title>\n<polygon fill=\"#7bbeee\" stroke=\"black\" points=\"95,-53 0,-53 0,0 95,0 95,-53\"/>\n<text text-anchor=\"middle\" x=\"47.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 4</text>\n<text text-anchor=\"middle\" x=\"47.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 3]</text>\n<text text-anchor=\"middle\" x=\"47.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 양성</text>\n</g>\n<!-- 3&#45;&gt;4 -->\n<g id=\"edge4\" class=\"edge\">\n<title>3&#45;&gt;4</title>\n<path fill=\"none\" stroke=\"black\" d=\"M108.62,-88.95C99.43,-79.71 89.45,-69.67 80.26,-60.44\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"82.63,-57.86 73.1,-53.24 77.67,-62.79 82.63,-57.86\"/>\n</g>\n<!-- 5 -->\n<g id=\"node6\" class=\"node\">\n<title>5</title>\n<polygon fill=\"#3b9ee5\" stroke=\"black\" points=\"223.5,-53 113.5,-53 113.5,0 223.5,0 223.5,-53\"/>\n<text text-anchor=\"middle\" x=\"168.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 247</text>\n<text text-anchor=\"middle\" x=\"168.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 245]</text>\n<text text-anchor=\"middle\" x=\"168.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 양성</text>\n</g>\n<!-- 3&#45;&gt;5 -->\n<g id=\"edge5\" class=\"edge\">\n<title>3&#45;&gt;5</title>\n<path fill=\"none\" stroke=\"black\" d=\"M150.94,-88.95C153.35,-80.53 155.94,-71.45 158.38,-62.92\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"161.76,-63.81 161.15,-53.24 155.03,-61.89 161.76,-63.81\"/>\n</g>\n<!-- 8 -->\n<g id=\"node9\" class=\"node\">\n<title>8</title>\n<polygon fill=\"#7bbeee\" stroke=\"black\" points=\"547.5,-157 363.5,-157 363.5,-89 547.5,-89 547.5,-157\"/>\n<text text-anchor=\"middle\" x=\"455.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">worst smoothness &lt;= 0.179</text>\n<text text-anchor=\"middle\" x=\"455.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 12</text>\n<text text-anchor=\"middle\" x=\"455.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [3, 9]</text>\n<text text-anchor=\"middle\" x=\"455.5\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 양성</text>\n</g>\n<!-- 7&#45;&gt;8 -->\n<g id=\"edge8\" class=\"edge\">\n<title>7&#45;&gt;8</title>\n<path fill=\"none\" stroke=\"black\" d=\"M470.36,-192.88C468.59,-184.69 466.67,-175.79 464.82,-167.19\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"468.21,-166.34 462.68,-157.3 461.37,-167.81 468.21,-166.34\"/>\n</g>\n<!-- 11 -->\n<g id=\"node12\" class=\"node\">\n<title>11</title>\n<polygon fill=\"#e88f4f\" stroke=\"black\" points=\"735.5,-157 565.5,-157 565.5,-89 735.5,-89 735.5,-157\"/>\n<text text-anchor=\"middle\" x=\"650.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">worst symmetry &lt;= 0.268</text>\n<text text-anchor=\"middle\" x=\"650.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 20</text>\n<text text-anchor=\"middle\" x=\"650.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [18, 2]</text>\n<text text-anchor=\"middle\" x=\"650.5\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 악성</text>\n</g>\n<!-- 7&#45;&gt;11 -->\n<g id=\"edge11\" class=\"edge\">\n<title>7&#45;&gt;11</title>\n<path fill=\"none\" stroke=\"black\" d=\"M533.67,-192.88C550.22,-183.12 568.47,-172.37 585.52,-162.31\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"587.48,-165.22 594.32,-157.12 583.93,-159.19 587.48,-165.22\"/>\n</g>\n<!-- 9 -->\n<g id=\"node10\" class=\"node\">\n<title>9</title>\n<polygon fill=\"#4fa8e8\" stroke=\"black\" points=\"393.5,-53 295.5,-53 295.5,0 393.5,0 393.5,-53\"/>\n<text text-anchor=\"middle\" x=\"344.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 10</text>\n<text text-anchor=\"middle\" x=\"344.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 9]</text>\n<text text-anchor=\"middle\" x=\"344.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 양성</text>\n</g>\n<!-- 8&#45;&gt;9 -->\n<g id=\"edge9\" class=\"edge\">\n<title>8&#45;&gt;9</title>\n<path fill=\"none\" stroke=\"black\" d=\"M416.68,-88.95C405.61,-79.53 393.57,-69.27 382.55,-59.89\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"384.61,-57.05 374.73,-53.24 380.08,-62.38 384.61,-57.05\"/>\n</g>\n<!-- 10 -->\n<g id=\"node11\" class=\"node\">\n<title>10</title>\n<polygon fill=\"#e58139\" stroke=\"black\" points=\"507,-53 412,-53 412,0 507,0 507,-53\"/>\n<text text-anchor=\"middle\" x=\"459.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n<text text-anchor=\"middle\" x=\"459.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n<text text-anchor=\"middle\" x=\"459.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 악성</text>\n</g>\n<!-- 8&#45;&gt;10 -->\n<g id=\"edge10\" class=\"edge\">\n<title>8&#45;&gt;10</title>\n<path fill=\"none\" stroke=\"black\" d=\"M456.9,-88.95C457.25,-80.72 457.62,-71.85 457.98,-63.48\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"461.48,-63.38 458.41,-53.24 454.49,-63.08 461.48,-63.38\"/>\n</g>\n<!-- 12 -->\n<g id=\"node13\" class=\"node\">\n<title>12</title>\n<polygon fill=\"#9ccef2\" stroke=\"black\" points=\"635,-53 540,-53 540,0 635,0 635,-53\"/>\n<text text-anchor=\"middle\" x=\"587.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n<text text-anchor=\"middle\" x=\"587.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [1, 2]</text>\n<text text-anchor=\"middle\" x=\"587.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 양성</text>\n</g>\n<!-- 11&#45;&gt;12 -->\n<g id=\"edge12\" class=\"edge\">\n<title>11&#45;&gt;12</title>\n<path fill=\"none\" stroke=\"black\" d=\"M628.47,-88.95C622.61,-80.17 616.28,-70.66 610.38,-61.82\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"613.12,-59.62 604.66,-53.24 607.29,-63.5 613.12,-59.62\"/>\n</g>\n<!-- 13 -->\n<g id=\"node14\" class=\"node\">\n<title>13</title>\n<polygon fill=\"#e58139\" stroke=\"black\" points=\"755.5,-53 653.5,-53 653.5,0 755.5,0 755.5,-53\"/>\n<text text-anchor=\"middle\" x=\"704.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 17</text>\n<text text-anchor=\"middle\" x=\"704.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [17, 0]</text>\n<text text-anchor=\"middle\" x=\"704.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 악성</text>\n</g>\n<!-- 11&#45;&gt;13 -->\n<g id=\"edge13\" class=\"edge\">\n<title>11&#45;&gt;13</title>\n<path fill=\"none\" stroke=\"black\" d=\"M669.39,-88.95C674.35,-80.26 679.72,-70.86 684.73,-62.09\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"687.87,-63.66 689.79,-53.24 681.79,-60.18 687.87,-63.66\"/>\n</g>\n<!-- 15 -->\n<g id=\"node16\" class=\"node\">\n<title>15</title>\n<polygon fill=\"#399de5\" stroke=\"black\" points=\"725,-253.5 630,-253.5 630,-200.5 725,-200.5 725,-253.5\"/>\n<text text-anchor=\"middle\" x=\"677.5\" y=\"-238.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n<text text-anchor=\"middle\" x=\"677.5\" y=\"-223.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 5]</text>\n<text text-anchor=\"middle\" x=\"677.5\" y=\"-208.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 양성</text>\n</g>\n<!-- 14&#45;&gt;15 -->\n<g id=\"edge15\" class=\"edge\">\n<title>14&#45;&gt;15</title>\n<path fill=\"none\" stroke=\"black\" d=\"M677.5,-296.88C677.5,-286.33 677.5,-274.6 677.5,-263.85\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"681,-263.52 677.5,-253.52 674,-263.52 681,-263.52\"/>\n</g>\n<!-- 16 -->\n<g id=\"node17\" class=\"node\">\n<title>16</title>\n<polygon fill=\"#e6843d\" stroke=\"black\" points=\"917,-261 750,-261 750,-193 917,-193 917,-261\"/>\n<text text-anchor=\"middle\" x=\"833.5\" y=\"-245.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">worst concavity &lt;= 0.191</text>\n<text text-anchor=\"middle\" x=\"833.5\" y=\"-230.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 137</text>\n<text text-anchor=\"middle\" x=\"833.5\" y=\"-215.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [134, 3]</text>\n<text text-anchor=\"middle\" x=\"833.5\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 악성</text>\n</g>\n<!-- 14&#45;&gt;16 -->\n<g id=\"edge16\" class=\"edge\">\n<title>14&#45;&gt;16</title>\n<path fill=\"none\" stroke=\"black\" d=\"M728.15,-296.88C742.8,-287.3 758.92,-276.76 774.06,-266.86\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"776.38,-269.53 782.84,-261.12 772.55,-263.67 776.38,-269.53\"/>\n</g>\n<!-- 17 -->\n<g id=\"node18\" class=\"node\">\n<title>17</title>\n<polygon fill=\"#bddef6\" stroke=\"black\" points=\"913,-157 754,-157 754,-89 913,-89 913,-157\"/>\n<text text-anchor=\"middle\" x=\"833.5\" y=\"-141.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">worst texture &lt;= 30.975</text>\n<text text-anchor=\"middle\" x=\"833.5\" y=\"-126.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 5</text>\n<text text-anchor=\"middle\" x=\"833.5\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 3]</text>\n<text text-anchor=\"middle\" x=\"833.5\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 양성</text>\n</g>\n<!-- 16&#45;&gt;17 -->\n<g id=\"edge17\" class=\"edge\">\n<title>16&#45;&gt;17</title>\n<path fill=\"none\" stroke=\"black\" d=\"M833.5,-192.88C833.5,-184.78 833.5,-175.98 833.5,-167.47\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"837,-167.3 833.5,-157.3 830,-167.3 837,-167.3\"/>\n</g>\n<!-- 20 -->\n<g id=\"node21\" class=\"node\">\n<title>20</title>\n<polygon fill=\"#e58139\" stroke=\"black\" points=\"1041.5,-149.5 931.5,-149.5 931.5,-96.5 1041.5,-96.5 1041.5,-149.5\"/>\n<text text-anchor=\"middle\" x=\"986.5\" y=\"-134.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 132</text>\n<text text-anchor=\"middle\" x=\"986.5\" y=\"-119.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [132, 0]</text>\n<text text-anchor=\"middle\" x=\"986.5\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 악성</text>\n</g>\n<!-- 16&#45;&gt;20 -->\n<g id=\"edge20\" class=\"edge\">\n<title>16&#45;&gt;20</title>\n<path fill=\"none\" stroke=\"black\" d=\"M883.17,-192.88C901.32,-180.79 921.77,-167.15 939.66,-155.22\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"941.84,-157.98 948.22,-149.52 937.96,-152.15 941.84,-157.98\"/>\n</g>\n<!-- 18 -->\n<g id=\"node19\" class=\"node\">\n<title>18</title>\n<polygon fill=\"#399de5\" stroke=\"black\" points=\"877,-53 782,-53 782,0 877,0 877,-53\"/>\n<text text-anchor=\"middle\" x=\"829.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 3</text>\n<text text-anchor=\"middle\" x=\"829.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 3]</text>\n<text text-anchor=\"middle\" x=\"829.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 양성</text>\n</g>\n<!-- 17&#45;&gt;18 -->\n<g id=\"edge18\" class=\"edge\">\n<title>17&#45;&gt;18</title>\n<path fill=\"none\" stroke=\"black\" d=\"M832.1,-88.95C831.75,-80.72 831.38,-71.85 831.02,-63.48\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"834.51,-63.08 830.59,-53.24 827.52,-63.38 834.51,-63.08\"/>\n</g>\n<!-- 19 -->\n<g id=\"node20\" class=\"node\">\n<title>19</title>\n<polygon fill=\"#e58139\" stroke=\"black\" points=\"990,-53 895,-53 895,0 990,0 990,-53\"/>\n<text text-anchor=\"middle\" x=\"942.5\" y=\"-37.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 2</text>\n<text text-anchor=\"middle\" x=\"942.5\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [2, 0]</text>\n<text text-anchor=\"middle\" x=\"942.5\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">class = 악성</text>\n</g>\n<!-- 17&#45;&gt;19 -->\n<g id=\"edge19\" class=\"edge\">\n<title>17&#45;&gt;19</title>\n<path fill=\"none\" stroke=\"black\" d=\"M871.62,-88.95C882.49,-79.53 894.32,-69.27 905.14,-59.89\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"907.55,-62.43 912.81,-53.24 902.97,-57.14 907.55,-62.43\"/>\n</g>\n</g>\n</svg>\n",
            "text/plain": [
              "<graphviz.sources.Source at 0x7a0938301f30>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "import graphviz\n",
        "\n",
        "with open(\"tree.dot\") as f:\n",
        "    dot_graph = f.read()\n",
        "display(graphviz.Source(dot_graph))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9hkP6blVpK2e",
        "outputId": "b5d6206a-c364-45cb-b97e-c774baa32c1e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 499
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.tree import plot_tree\n",
        "plt.figure(figsize=(12,6))\n",
        "plot_tree(tree, class_names=[\"악성\", \"양성\"],\n",
        "          feature_names=cancer.feature_names.tolist(),\n",
        "          impurity=False, filled=True, rounded=True, fontsize=10)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4wVs6-aJpK2e"
      },
      "source": [
        "#### 트리의 특성 중요도"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "uuid": "dc2f68ee-0df0-47ed-b500-7ec99d5a0a5d",
        "id": "cxrmWRJJpK2e",
        "outputId": "53cfa372-5672-4b53-da7e-d1945bc9621d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "특성 중요도:\n",
            " [0.    0.    0.    0.    0.    0.    0.    0.    0.    0.    0.01  0.048\n",
            " 0.    0.    0.002 0.    0.    0.    0.    0.    0.727 0.046 0.    0.\n",
            " 0.014 0.    0.018 0.122 0.012 0.   ]\n"
          ]
        }
      ],
      "source": [
        "print(\"특성 중요도:\\n\", tree.feature_importances_)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "DfpKQVUNpK2e",
        "outputId": "49ca4a74-c6ca-4cbc-e283-30732071d730",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "def plot_feature_importances_cancer(model):\n",
        "    n_features = cancer.data.shape[1]\n",
        "    plt.barh(np.arange(n_features), model.feature_importances_, align='center')\n",
        "    plt.yticks(np.arange(n_features), cancer.feature_names)\n",
        "    plt.xlabel(\"특성 중요도\")\n",
        "    plt.ylabel(\"특성\")\n",
        "    plt.ylim(-1, n_features)\n",
        "\n",
        "plot_feature_importances_cancer(tree)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "hide_input": false,
        "id": "B9Hbn0zspK2e",
        "outputId": "df208704-a34d-4b83-e818-f66a1cc7ef55",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 747
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Feature importances: [0. 1.]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "image/svg+xml": "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Generated by graphviz version 2.43.0 (0)\n -->\n<!-- Title: Tree Pages: 1 -->\n<svg width=\"294pt\" height=\"224pt\"\n viewBox=\"0.00 0.00 294.00 224.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 220)\">\n<title>Tree</title>\n<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-220 290,-220 290,4 -4,4\"/>\n<!-- 0 -->\n<g id=\"node1\" class=\"node\">\n<title>0</title>\n<polygon fill=\"#ffffff\" stroke=\"black\" points=\"168,-216 58,-216 58,-163 168,-163 168,-216\"/>\n<text text-anchor=\"middle\" x=\"113\" y=\"-200.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">x[1] &lt;= &#45;5.814</text>\n<text text-anchor=\"middle\" x=\"113\" y=\"-185.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 100</text>\n<text text-anchor=\"middle\" x=\"113\" y=\"-170.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [50, 50]</text>\n</g>\n<!-- 1 -->\n<g id=\"node2\" class=\"node\">\n<title>1</title>\n<polygon fill=\"#e58139\" stroke=\"black\" points=\"102,-119.5 0,-119.5 0,-81.5 102,-81.5 102,-119.5\"/>\n<text text-anchor=\"middle\" x=\"51\" y=\"-104.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 25</text>\n<text text-anchor=\"middle\" x=\"51\" y=\"-89.3\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [25, 0]</text>\n</g>\n<!-- 0&#45;&gt;1 -->\n<g id=\"edge1\" class=\"edge\">\n<title>0&#45;&gt;1</title>\n<path fill=\"none\" stroke=\"black\" d=\"M94.73,-162.87C86.9,-151.87 77.75,-139.03 69.85,-127.95\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"72.49,-125.62 63.83,-119.51 66.79,-129.68 72.49,-125.62\"/>\n<text text-anchor=\"middle\" x=\"59.7\" y=\"-140.46\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">True</text>\n</g>\n<!-- 2 -->\n<g id=\"node3\" class=\"node\">\n<title>2</title>\n<polygon fill=\"#9ccef2\" stroke=\"black\" points=\"230,-127 120,-127 120,-74 230,-74 230,-127\"/>\n<text text-anchor=\"middle\" x=\"175\" y=\"-111.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">x[1] &lt;= 5.348</text>\n<text text-anchor=\"middle\" x=\"175\" y=\"-96.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 75</text>\n<text text-anchor=\"middle\" x=\"175\" y=\"-81.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [25, 50]</text>\n</g>\n<!-- 0&#45;&gt;2 -->\n<g id=\"edge2\" class=\"edge\">\n<title>0&#45;&gt;2</title>\n<path fill=\"none\" stroke=\"black\" d=\"M131.27,-162.87C137.39,-154.27 144.32,-144.55 150.83,-135.42\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"153.7,-137.42 156.65,-127.25 148,-133.36 153.7,-137.42\"/>\n<text text-anchor=\"middle\" x=\"160.79\" y=\"-148.21\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">False</text>\n</g>\n<!-- 3 -->\n<g id=\"node4\" class=\"node\">\n<title>3</title>\n<polygon fill=\"#399de5\" stroke=\"black\" points=\"166,-38 64,-38 64,0 166,0 166,-38\"/>\n<text text-anchor=\"middle\" x=\"115\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 50</text>\n<text text-anchor=\"middle\" x=\"115\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [0, 50]</text>\n</g>\n<!-- 2&#45;&gt;3 -->\n<g id=\"edge3\" class=\"edge\">\n<title>2&#45;&gt;3</title>\n<path fill=\"none\" stroke=\"black\" d=\"M155.69,-73.91C149.04,-65.1 141.59,-55.23 134.9,-46.36\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"137.58,-44.11 128.77,-38.24 132,-48.33 137.58,-44.11\"/>\n</g>\n<!-- 4 -->\n<g id=\"node5\" class=\"node\">\n<title>4</title>\n<polygon fill=\"#e58139\" stroke=\"black\" points=\"286,-38 184,-38 184,0 286,0 286,-38\"/>\n<text text-anchor=\"middle\" x=\"235\" y=\"-22.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">samples = 25</text>\n<text text-anchor=\"middle\" x=\"235\" y=\"-7.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\">value = [25, 0]</text>\n</g>\n<!-- 2&#45;&gt;4 -->\n<g id=\"edge4\" class=\"edge\">\n<title>2&#45;&gt;4</title>\n<path fill=\"none\" stroke=\"black\" d=\"M194.31,-73.91C200.96,-65.1 208.41,-55.23 215.1,-46.36\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"218,-48.33 221.23,-38.24 212.42,-44.11 218,-48.33\"/>\n</g>\n</g>\n</svg>\n",
            "text/plain": [
              "<graphviz.sources.Source at 0x7a08eef24b80>"
            ]
          },
          "metadata": {},
          "execution_count": 69
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "mglearn.plots.plot_tree_not_monotone()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "q81lXXWCpK2e",
        "outputId": "48d17227-b659-4efe-bec1-64cbaac159a2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 452
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import os\n",
        "ram_prices = pd.read_csv(os.path.join(mglearn.datasets.DATA_PATH, \"ram_price.csv\"))\n",
        "\n",
        "plt.yticks(fontname = \"DejaVu Sans\") # 한글 폰트가 지수에 음수를 표시하지 못하므로 ytick의 폰트를 바꾸어 줍니다.\n",
        "plt.semilogy(ram_prices.date, ram_prices.price)\n",
        "plt.xlabel(\"년\")\n",
        "plt.ylabel(\"가격 ($/Mbyte)\")\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9DZhwJoVpK2f"
      },
      "outputs": [],
      "source": [
        "from sklearn.tree import DecisionTreeRegressor\n",
        "# 2000년 이전을 훈련 데이터로, 2000년 이후를 테스트 데이터로 만듭니다\n",
        "data_train = ram_prices[ram_prices.date < 2000]\n",
        "data_test = ram_prices[ram_prices.date >= 2000]\n",
        "\n",
        "# 가격 예측을 위해 날짜 특성만을 이용합니다\n",
        "X_train = data_train.date.to_numpy()[:, np.newaxis]\n",
        "# 데이터와 타깃 사이의 관계를 간단하게 만들기 위해 로그 스케일로 바꿉니다\n",
        "y_train = np.log(data_train.price)\n",
        "\n",
        "tree = DecisionTreeRegressor().fit(X_train, y_train)\n",
        "linear_reg = LinearRegression().fit(X_train, y_train)\n",
        "\n",
        "# 예측은 전체 기간에 대해서 수행합니다\n",
        "X_all = ram_prices.date.to_numpy()[:, np.newaxis]\n",
        "\n",
        "pred_tree = tree.predict(X_all)\n",
        "pred_lr = linear_reg.predict(X_all)\n",
        "\n",
        "# 예측한 값의 로그 스케일을 되돌립니다\n",
        "price_tree = np.exp(pred_tree)\n",
        "price_lr = np.exp(pred_lr)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Z_m9Rhp7pK2f",
        "outputId": "e3df909b-c917-4984-c61d-270d5a5e9fd4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAi4AAAGdCAYAAAA1/PiZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABy6klEQVR4nO3dd3gUZdfA4d/upndSSIfQOwkkhN57taEoFkDE14YlgoL6iR0rogKioiIKiqAUaUoLvUPonQCB9N6z2d35/ljZENMhySbh3O+1lzszz8yeGfJmT56qUhRFQQghhBCiFlCbOwAhhBBCiPKSxEUIIYQQtYYkLkIIIYSoNSRxEUIIIUStIYmLEEIIIWoNSVyEEEIIUWtI4iKEEEKIWkMSFyGEEELUGhbmDqCyGQwGoqOjcXR0RKVSmTscIYQQQpSDoihkZGTg4+ODWl1yvUqdS1yio6Px9/c3dxhCCCGEuAVRUVH4+fmVeLzOJS6Ojo6A8cadnJzMHI0QQgghyiM9PR1/f3/T93hJ6lzicqN5yMnJSRIXIYQQopYpq5uHdM4VQgghRK0hiYsQQgghag1JXIQQQghRa9S5Pi5CCCFqB71eT35+vrnDENVEo9FgYWFx21OVSOIihBCi2mVmZnLt2jUURTF3KKIa2dnZ4e3tjZWV1S1fQxIXIYQQ1Uqv13Pt2jXs7Ozw8PCQyULvAIqioNVqSUhIIDIykmbNmpU6yVxpJHERQghRrfLz81EUBQ8PD2xtbc0djqgmtra2WFpacuXKFbRaLTY2Nrd0HemcK4QQwiykpuXOc6u1LIWuUQlxCCGEEHeMKVOmoFKpCr1CQkJu6VouLi6Eh4dX6ByVSkVERAQrV64kICCg3OelpqaiUqm4fPlyuc/p06cPs2fPrlB8VU0SFyGEEKIcDh48yMqVK+nSpQu//vprodcrr7zCypUrWb9+van8gw8+WCTBCQoKKtdnhYeHFzl3+fLlZZ63aNEiAgICsLW1ZdSoUcTGxpZYduHChUU+o6KJjTlIHxchhBCiHM6ePcuRI0dKLWNvb8/QoUMBWLJkCb/88ovp2KJFi/jyyy/JysrC2dkZMHZULu1aiYmJpu2yRuJs2rSJp556iiVLltCxY0eee+457rvvPnbt2lXiOe3bt2ffvn2F9llbW5f6OeYmiUsF7N+fTHBwPTQaaZcVQog7zcMPP8zYsWNZsGABy5Yt49KlS+j1ejw9PenTpw9Tp07Fzc3NVP748eNERUUV2gZjQqLT6QBwd3cv9TMr0oF11qxZPPHEE9x9990AfP/99/j6+rJ//35CQ0OLPUelUt1yJ1lzkcSlHDIzdbz66jHmzbvIR9805pUng80dkhBCCDP49NNP+frrr/n5558JDg5GpVJx6dIlXn75ZcaNG8eaNWtMZT///HN++umnQucHBgbe0ufm5eWVOVnf/v37mTRpkmnbw8ODtm3blpq4AKYkCoyJjEaj4ffff8dgMBAfH39L8VYlSVzKISIilW9+OkP7ryLY8fBSelyeSbeAZuYOSwgh6oyQkE3ExuZW++d6edlw8OCAcpfX6/VoNBqsrKxMI2SsrKywtLREq9UWKT9p0iQ+/vhj07ZGoyl3U9HNJk6cyOLFi0stk5qaWqjGB4w1OqmpqSWec/ToUSwtLU3bgYGBRERE8P3336PX64mJiSlXfNVJEpdy6NHDnYeXx5I+5DwAH1yYzUrDl1ioNWaOTAgh6obY2FyuX88xdxhlmjp1KhqNhmeffZZLly6h0+nw8vKib9++vPnmm0XKW1pa4uDggF6vJzs7m9jYWKKioti1axedO3fGxcWlXJ/7yy+/mPrLlDSM3MXFhaSkpEL7EhMTqVevXonXvZGo/Nfff/8NGEcV1TSSuJTTrJ5P8uiVCKwbZmAZGM1r2xbxce8J5g5LCCHqBC8v8/SzqOjnajQapk6dytSpU8tVft68eXz99dfY2tri4OCAm5sbzZo1Y+LEieU6X1EUMjMzSUtL4+rVq7Rp06bEsp07d2bz5s3cc889AMTFxXH8+PFSm4lqI0lcysnN3oGx5yfxR8NZAJzptJa9V3rRpWETM0cmhBC1X0Waa8whNDSUU6dOFdqnKArZ2dnY2dkVqQVZv349CxcuZOHChbf8mVlZWajVaiwsLPDz8yMwMJB58+aVWD4sLIwRI0bQv39/QkJCePrppwkNDaVTp06lfo5Op0NRFDIyMkhNTeXChQscOXKEV1999ZZjr0qSuFTAI0E92bBtO1m9D6Kx0/NeyixW+kuTkRBC1HX79+8HjLUYTk5O2NracvnyZRo1asTZs2fx8/Mr8dzVq1dTv359unTpUuTY1KlTadiwYZH9vXr1IicnB7VaXe4FCfv378+3337LSy+9RFxcHAMHDuTPP/8s9ZwbfVzUajX29vY4OzvTtGnTW+5EXB1kAroKmh38PHlRDgBYBkXz+o5fyjhDCCFEXdG7d29WrVoFYPqyL2sa+2+//ZYNGzYUe+z111+nUaNGRfar1WpsbGwqvIryo48+yuXLl8nJyWH16tV4enqWWHb8+PEoioKiKOj1etLT04mKimLr1q01brbcm0niUkHuDo6MSSwYbnY65C8OXL1kxoiEEEJUp+zsbFJTU3FycjKtcp2amkpqaipZWVnFnqPVasnMzCz2VdxoJFEySVxuwbgOvbDbbpzLRWOv5+2kz9EZyjekTQghRO02ceJE6tWrV+zr4YcfLvacmTNn4ujoWOyruNFIomQqRVEUcwdRmdLT03F2diYtLQ0nJ6cq+5z4jHTGpz2LtV8mSbvcue/MZF6Y2L7KPk8IIeqK3NxcIiMjadSoUa2btVXcntL+7cv7/S01LreovqMTD8Q/wfGXOrKj1wBef+ECkZHFVxEKIYQQonJI4nIbxnfszYCcYWBQk5WlZ+LEAxgMdaoCSwghhKhRJHGpIIPeUGj744/b06CBHQBbtybwzbcXzRGWEEIIcUeQxKUCYk4lsHjiamLPFCwz7uRkyYIFIQC4dktgeeiHHL522UwRCiGEEHVbjUxcPv/8c9q0aUPr1q15/vnnqQn9h/OytGx4bzvJV9JY9tw6Diw5bqp9GTjQk8e+zqXnjo04dUxiRvwsDIqhjCsKIYQQoqJqXOKSkJDAnDlzOHToEMePH+fQoUPs3bvX3GGhzc7H1tnYA9qgV9j93WFWTN1IRoKxQ+7HY0eRH2MPgEXHKN7c8avZYhVCCCHqqhqXuIBx3YTc3Fzy8/PJz8+nfv365g4JRw977v9qKJ0eaQf/Lklx7Ugsiyeu5sL2K3g6OXNPzOOm8kc7rOTItStmilYIIYSomyo9cdm+fTsjR47Ex8cHlUrFypUri5SZO3cuAQEB2NjY0LlzZ9MaEAAeHh5MmTKFBg0a4OPjw4ABA2jSpGYsZKixUNNtYkfumzUYBw9jh9y8DC1rZ4Sz9Yu9PBHSD+vtQQBYOOqYESdNRkIIUdeNHj2aN954gxMnThRZbLEmGD9+PC+++CIALi4uhIeHl/vcu+++m7feeqvc5RcuXEhQUFCF4quoSk9csrKyCAwMZO7cucUeX7p0KWFhYcyYMYPDhw8TGBjI4MGDiY+PByAlJYU1a9Zw+fJlrl+/zu7du9m+fXtlh3lb/IK8eHjBKJr2LlgYy8HD2Ez0eeCLaKON7zXBV3lr529miVEIIUTliY2NRaVSFXrNmTOnwtdxdXU1rXVUEhsbmyKfdePl4OBQ4nkBAQGFyo4YMaLMeC5cuEDfvn2xsbGhZcuWrF27ttTyxcVUkcSmMlR64jJ06FDee+897rnnnmKPz5o1i0mTJjFhwgRat27N/PnzsbOz44cffgBg06ZNNG3aFFdXV2xtbRk+fHipfVzy8vJIT08v9KoONk7WDJvRm/5TutGoqx/BY9oA4O3szF3Xx5vKHQlcScT1q9USkxBCiKp15swZcnJyyMnJ4emnn67QuSkpKaSmpuLt7V1m2W3btpk+5+ZXUlJSqectWbLEVHbFihWlls3Ly2Po0KE0bdqUS5cuMWXKFO677z5OnjxZ6nn79u0rFNMbb7xR5v1Upmrt46LVajl06BADBgwoCECtZsCAAezZswcAf39/du/eTW5uLnq9nvDwcFq0aFHiNWfOnImzs7Pp5e/vX+X3cYNKpaLt8GaMfL8fak3Bo3yy0wCsdhiXBLdwyufNGGkyEkKIusDa2hobGxtsbGzQaDQVOnf58uUoisL3339fZlkrKyvT59z8sra2LvU8S0tLU1lLS8tSy65atYqUlBTmzZuHj48PTzzxBEOGDCmxxaSk2CwsLMq8n8pUrYlLYmIier2+yDLbnp6exMbGAtClSxeGDRtGhw4daN++PU2aNGHUqFElXnP69OmkpaWZXlFRUVV6D8Uprk3z8/YvoI0x9oOhXRRfrtxTzVEJIYSoSomJiYSHh5OQkFBm2aioKF5//XVmz57NunXrWLhwYanle/TogYWFRZHX8OHDyxWbXq83rT6t0+mKLbN//366d+9eKMHp169foX6nJV1bp9OZXgAHDhzgt99+Y9++feWK73ZUb5pUTu+//z7vv/9+ucpaW1uXmYGag49zPUaeG89vUb9xaWIXdkXFMbpTNn5+duYOTQghap4pUyA1tfo/18UFPv203MUbNWpker9u3Tref/99zpw5Q8+ePUs8Z8+ePYwdO5YxY8bwwgsv0LVrV4YMGUJ8fDxTpkxBrS5ah7Bz5066dOlSoVu52datWxk4cKBp+4UXXihSJjU1FTc3t0L73N3dSS3j3yEkJKTQ9pEjR9ixYwfr1q0jJiamzJqe21WtiYu7uzsajYa4uLhC++Pi4vDy8qrOUKrFU50Gsm+8I11sz0HzTF6etJul6weUfaIQQtxpUlOhjP4bNUFkZCQBAQGm7aFDhzJ69Ohiy54/f57nnnuOnTt38v7775tG9oSGhrJlyxYeeughlixZwowZM0rsF3qrBgwYYJq8dfz48cWWcXFx4fz584X2JSYmUq9evVKvfeTIkSIjh4KCgggLC2PhwoXMnj37VsMul2pNXKysrAgODmbz5s3cfffdABgMBjZv3sxzzz1XnaFUmwfbKpy5Yvzhcc++zsZvIhjwZGCNHDInhBBm4+JS5z63YcOGDB48mB9//BEfH59Cx4KCgoiIiODnn38ucgyga9euJV73/PnzNG3atMTjubm5ZGRklFn70blzZ3788Ue0Wi1WVlYAbNy4kdDQ0LJuzawqPXHJzMzkwoULpu3IyEgiIiJwdXWlQYMGhIWFMW7cOEJCQggNDWX27NlkZWUxYcKEyg6lRggZ3YqT26LQZOZgqYZTvx0lOzKRga92x66erbnDE0KImqECzTXmlJWVxfXr10lISODcuXP4+vqWWNbKyoqwsLASj1tbW/PEE08U2Z+bm3vL8d1///2AsYWjZcuWTJ48ucSyo0aN4rXXXuPpp5/m3XffZc2aNfzzzz8cPny41M+40cclNzeX1NRUYmJiOHr0KB07drzluCui0hOXgwcP0rdvX9P2jX+0cePGsXDhQsaMGUNCQgJvvvkmsbGxBAUFsWHDhiIddusKtwAXWk7tyMolq2hz1h2Ay/uus3jiagZO60FAaMk/9EIIIWqWtm3bYmNjg6enJ61atWLq1KnFllMUBb1eX+7rqtXqYvu6VMTZs2cB48iim6+1bt26YstbW1uzYcMGnnjiCRo3bkxAQAB//vknbdq0KfVzbvRxsbGxwcnJCW9vbwIDA4v0fakqlZ649OnTp8xFEZ977rk62zRUnO6dfPimy270Ee60eD8E63QrslNyWfXqJkZ90J9GXf3MHaIQQohSeHl5lfjdNm/evCL71q5dy8iRI8t9/RkzZjBnzpwy52m5oWHDhly+fLnQvlsZqNKkSRO2bt1a7vJlfb9HRERUOIaKqpGjiuoaZ1s7dMfrkxway8EfN3P3e4+RcCQBz5ZuNOhUtG1TCCFE7TZ8+HDy8/PLXV6tVjN9+vQyE4Mb7uR+kpK4VJP6SY1JJZZ81zwSHlDo3SOUhqG+aCxq5DqXQgghboNKparwxGw1cWqPmkillDe9qyXS09NxdnYmLS0NJycnc4dj8tW+9Wzp/C0AzuFdWdjnFTNHJIQQ5pGbm0tkZCSNGjXCxsbG3OGIalTav315v7/lz/1qMrxJQaelBPdLZoxECCGEqL0kcakmjd09yLvoAoBFi3hSsrNKLa/XGTiy/BT6/PL3ShdCCCHqOklcqpFTdEMA1JYK684dKbXs3h8j2D73AL8/t56UqLTqCE8IIYSo8SRxqUatVa1N73enHiuxXGZiNkeWGZcVjz+XxJIn13By3fly9zYXQggh6ipJXKrRIP9g0/so+/MllnNwt+OBOcOo52/snKTL1bHpk92se3sbuRl5VR6nEEIIUVNJ4lKNQhs04sq7Iezs25+dd3VDry+5BqV+czce+mYEbYc3M+27sO0Ki5/4i+tHY6sjXCGEEKLGkcSlGqlVahpF9CUx3JOUGDh5svS+K5a2lvSf0o1hb/XB2tG4AFZmfBZbv9yPYpBmIyGEEHceSVyqWY8e7qb3O3cmluucZr0b8vCCUfgFeaGxVDP4tR6o1HfurIlCCFFXqFSqCk+THxQUxMKFCwkPD8elmNWtMzMzUalUhV6f1pJFLMtDEpdqdnPismtX+dakAHCsb889nw5k9JdD8WjiWhWhCSGEKMOQIUOKJAU3vw4ePGgqO378+CLHKzLh3vr162nQoAGurq589NFH5T7PwcGBnJycQq+XXnqpzgzwkMSlmgUFuVA/JJ1GT5/jyuBVFTpXrVHj1dK97IJCCCGqzLvvvlskMbjxCg4uGITx3XffFTr2999/l/sz0tLSeOihh5g1axZbtmzh/fffZ/v27eh0ulLPu++++7CwsMDBwQEHBwccHR1xc3PDysqKDh063PI91ySyVlE1s7RUE/pNBBYdrwFw9HoUgb7+Zo5KCCFEeVlYWJSr5sTS0hJLS0vTtpWVVbk/Y8OGDXh5eTF69GgA7r//fnr37l3mecuWLcNgMADGZqjk5GSmTZvGgQMH+PPPP8v9+TWZ1LiYgU96U9P7DZcPVeq1D/12gr0/RWDQGyr1ukIIIYxef/11LCwsirwcHBwKldPpdOTm5ppeWq223J9x9uxZmjdvbtpu06YNAwcORFGUQrU6/6VWq8nPz+eff/7hf//7H02bNmXRokU8/PDDdWZFaalxMYNQx3asIRyA47qTwN2Vct3YM4nsXnAYg17h6sEYhrzeEycvh7JPFEKIGmAVq/iLv8os15jGvMZrhfZ9wAdcoux14EYykru465ZjBHj//feZNm1ameWee+45vvnmm0L7yrsCdFZWFvb29qZtOzs7srJKXypm69atTJ48mejoaIKDg3nkkUf44osvOH36ND/++CP9+/cnKyuLf/75h8DAwHLFURNJ4mIGI5oF85dehUqjkOwVWWnXjT+XxI2+VzEn4ln8xGr6hXWlRb9GlfYZQghRVXLIIYmyBy244VZkXxpp5To3h5xbiu1WjRs3joULF1b4PHt7+0KJSnZ2NjY2NiX2cdFqtQQGBrJo0SKaNWtmql1RFIWWLVvy0Ucf8dFHHxETE4O3tzdarbZCTVc1iTQVmYGnkzPa88b/41k1SyImrXLWImo/qgWjvxhiqmXRZuWz4d3t/PPRTrTZ+ZXyGUIIUVVsscWtHP9zxrnIuc44l+tcW2xvO87p06eXOKpowYIFt319gBYtWnDu3DnT9smTJ9myZQuWlpYcOlS0i0FYWBhubm4EBwfj5OSEo6Njsa/mzZvj6OjIBx98UClxmoPUuJiJa1wjslomolLD2vOHeCKkX6Vc16dtfcZ+N5Itn+/l3BZjbc7pDReJPhbP0Dd749mi6F8qQghRE9z17/9uxX+bjqrKhg0bKlRer9eTm5sLQF5eHsnJyURFRXH69GnuvvvuEs8bPHgwTz75JH/++SdNmzZl2bJlbNiwgcGDBxMUFFSk/Jw5c5gzZw45OTno9foSr2tlZVVra1pukBoXM2lvWbDg4v7MkhdcvBXWDlYMeaMng6b3wNLWmJumx2ZKh10hhKhmv/zyC7a2ttjZ2eHj40OfPn14/fXXOXToEBqNpsTzXFxcWLJkCS+88AK9e/dm6tSpDB48uMzP69SpU4m1LY6Ojrz2WvUkeFVJalzMZGijYPbwEwDRzhcr/foqlYpWg5rg3caDv9/fQUAXP7xbe1T65wghxJ1g9OjR/PHHH+UuHxkZyfz585k/f/4tf+bw4cOJioqq0DknTpwo8diDDz54y7HUJJK4mEk7b3/yrjlg7ZeJukUMOflabC0rv/rOxdeJ0V8OpY6MghNCCLP49ddfS22C+a/yjh4SFSeJixnZn2jJlb1xJO/04NAjSfQI8a6Sz9FYSIugEELcjv9OJlcbOTk5FRpiXVtJ4mJG/S8/yNNPHwZgf4OMKktcyiMvU4u1Q+3usCWEELXNrawfdPOijKmpqeU+79tvv63wZ9VE8qe4Gd3KStFVISkyhR8eXM7h30+iGOrGIlxCCCHqJklczKh1aydcXIxVjzt3Jppl5U6dVs/693agzcpnx9cHWfnqRrKSsqs9DiGEEKI8JHExI7VaRbdubqit9OibXSMiMrraY1CpICDUF/7tvHv1YAyLJ67m0u6K9WQXQgghqoMkLmbW4umrDE9bRq9dG1l9fWe1f77GUkOP/wVzzyeDsHc3ziiZk5bHX69vYesXe9Hllb6EuhBCCFGdJHExs07+jdDYGCeG299sFWN2zODN7UsIv3AanaH8Q+9uV4Ngbx5eMIomPfxN+46tPMtvz6xDp62+OIQQQojSyKgiMxveogNLMi2wcNBh5ZWD1usYxznGcZbxaYoVmvO++Gc3Y5jVQPoEBWBnV3X/ZLbONgx/py8n/jrH9nkH0OXpCejkg4VVybM7CiGEENVJEhczc7KxZdC+x9lg+xeaFnForAum5besp4XQSK4Tyf1NrNFejaBDBxe6d3enQ39LQkLq0drLp1LjUalUtBvVAt9ATw4uOUHXiR0q9fpCCCHE7ZCmohpgcuehrG0/j1+UX3jo2Ks03DYUZV9T8hONMy/mxtqQfckBnU7hwIEUZs8+z0cnF/O617MMi3qU0bveYPq2Rfx99hhafeX0SXFt6MKg6T3QWEptixBC3GzTpk3FrjO0cOHCIgsgvvLKK7i4uJher7zySqHjKpWq0LwsZQkPD8fFxaVC8QYEBLBy5cpyl09NTUWlUnH58mXeeuutYheDXLNmTZGVsQ8ePFihuG6V1LjUIE42tjzQvgsP0AUAg2Jg7+UL7DpzBb8n6rF7dxKnTqUD4NbdOO+LtX8mev+TnOEkZ1jBnHRLVOe98c1oSifHdoxo3pH6jk5muychhKhrUlJScHV1LbXM1atXWbJkCa6urkybNq3QsQ8//JCnnnqqxATkxRdf5IsvvjBt9+/fn02bNhVbdv78+Tz99NNF9g8ZMoT169eXcSfwwQcf8NFHH+Hm5sa8efMYMmRImecADBs2jJycnEL7rK2tURQFVRWvMSOJSw2mVqnpFtCcbgHN4d+fpeRkLXv2JLEqN4boiHOom8eisSvoPGvhlA/BV4nlKn+xhdmft0CzqD/durnRvbs73bq70qCBHWrV7Ve2pcVkoMvT4xbgctvXEkKI2uLMmTM0aNDAtJ2WloaiKGRnF8yBZWdnR8uWLQGIi4vj+vXrBAQEmBKe4pYPSEhIYNu2bXTp0oWQkBDTfo1Gw/Lly2nXrl2RcyZNmsT48eML7fv44485fvx4mfcRHh7Op59+yr59+9izZw8PPfQQly9fLnNNJnd390Iz9qrVaiwtLcnOzuaFF15g9uzZZX727ZDEpZZxdbVi+HBvhvM8ADn5efxz6jg7Eo5yyeo8eY2uYuVVkAUn7fQgOiKViIhU5s27iK1/Fn33bcT6sj9NtC3o6R7IwOZtK7zAo15nYMO720m4mEKvZ0JoN6pFlWfZQghREyxbtowTJ06wf/9+QkND8fX1JSsrC4DAwEDA+OU+ePBgxowZw9mzZwkMDGTRokX07duXt99+GwcHhyLXzcrKKnV1Zy8vryL7NBpNkWarrKws6tWrV+Z9LF26lAceeICWLVvSsmVL3nvvvXI1Q8XFxZkmTFWr1Zw6dYonn3wSHx8fZs6cWeb5t0sSl1rO1tKau1qHcBfG7NygGIi4dpW/rxzihP40XqlNiFHlc2NSXtfuCVh5Z6N4n+UCZ7nAahZkaTCc8MY7tTEhDu0Y3qwjfi6lV4MeW3mG2NPG5qqts/dxZX80A17phq2zTZXerxBCmNOff/7J+fPnefbZZ3nsscfYv38/mZmZgLGPy821DXPnzuXq1aucPHkSCwsLsrKyaN68OUOGDDF98VtYFHwNBwQE8NZbb/Hzzz/zySefEB0djb29Pffeey8zZ87ExsaG8PDwMmOMiooy1faU5uzZs4wYMcK03aZNGyZOnMjzzz+Po6NjiedpNBoSEhLYsGEDv/76K1u2bMHV1ZVnn32WnJwcbG1ty/zs2yGJSx2jVqnp6BdAR78A447NkJ6ez969SezencR+92h0GRZYOBZ04tXY69F0uEYi19jAdjYAOUfr4z/3CXp092DoUC/q1y+ckLQb2ZzU6+kcW3kWgEu7o1g8cTWDpvegQXDljnQSQtwZDv9+kiPLTpV43MXfiftmDS71Gn+E/U1qVHqJxzvc35qOD7S5pfguXbrEk08+yRtvvMGrr77KoEGDGDBgAKtXry62NiQhIYHmzZubkhN7e3saNWpEfHw8Ol3xAyn27NnDU089xcaNG+nWrRuxsbGMGDGCd999l/fff7/MGA0GA4cPH6ZHjx5ERETg7u5eYtmsrKxCq0Xb2dmZao5K8vnnn/Pll1+Sk5NDv379eOGFF1i5ciX//PMPixYt4sUXX8TX15c9e/ZUWQIjicsdwMnJkkGDvBg0yAtoQ57uGbaePU147BEuWJwlp2EUVn6Zhc7JTFSx4LvLLPjuMlZWah580J9JL/nQI8gPAAtrC/q+0IWGnXzZ9PEuctLyyErKYcWUjQSPaUPXiR1kRJIQokK02flkJpa8VpqVfdF+If+VnZxT6jW02fm3FFt4eDijR49m0KBBTJ8+HbVazV9//cXEiRMJCQnh7NmzRc4ZP348vXr14rvvviM4OJgtW7Zw8eJFunTpUmwfF4DTp0/TsGFDunXrBhibhwYMGFBsE9KiRYt4/PHHC+3T6/XY2Njw7rvv4uvry1tvvVXiPdnb2xdKVLKzs7G2ti6xj0tOTg733HMPw4cPx8en4A9UrVZLnz596NOnD4qiEB8fj16vR6/XFzv66nZJ4nIHsrawZEiL9gxp0d6070TMNTZEHuJY/imSPC6TtMPTdEyrNbDo58tEv/EVVscc6Z05iMmdhmFraUXjbv48/P0o/vlwJ1cPxgBwaOlJrBysCH2kfZHPFkKIkljZWeLgblficTvXsv+Ct3O1RZtVcnJiZVd28lMcjUbDK6+8wpQpU1CrjYMb7O3t+e233zh58mShmosbWrVqRUREBL/++iu//PILAQEBnDx5EldXV1NT0X/7Bg4ePJgpU6bw4osvMmDAAC5fvsw333zD119/XeT6Y8aMYdiwYabrTJ48GScnJ+bPn1+o3HPPPVfsPbVo0YJz586Ztk+ePMlff/3FjBkzii3fqVMnTp48WdIjKmLr1q306dOn3OXLSxIXAUBbbz/aevsBdwGQNVXHgT7JrF0bw/ffR2LV5TIOzTKBTPbwE9tilhFwthsvtRlNUw9P7v5oIEeWn2LXd4dx9nGkw+jWZr0fIUTt0/GBNrfcjHNDWU1Jt6pnz5707Nmz2GNt2pQcs6+vL2PHjuXDDz9k3rx5TJ8+HUVR8PLyom/fvqxevbpQfxRfX1+OHj3Kjz/+yOjRoxk1ahSrV68u9rOtra2xtrY2bVtZVWyQxf3338/o0aMJCwtj7969xMbGkpSUhFqtLrZz741anxt9ekpia2tbJTUtN8gEdKJY9vYW9OlTn08+CeTatRE8P7k5eecLOuxaeWcT3WcTYU7P8MDO/2Pt2Qg6PtCGMfOGMfTNXljaSE4shKibAgIC2LVrV5H9w4YNY+HChYX2ZWdn06VLF5KSkli2bBnx8fEkJSWZJnB74oknisyH4u/vz5tvvomDgwNjx46lRYsWnD9/nm3btpGbm1tp99GvXz/CwsLo1KkTM2bM4LfffitzfprExEQcHR1LfZVn/pjbIYmLKJOdnQWvDR3GmqbfcW9EGOxriqI3Vm9qrA3k9zjB963eYcTxp/kpbhcuDVzMG7AQQlShxMRE8vOLNkfVr1+/yMy5p0+fJioqilmzZtGuXTvs7e2xtbWldevWfPXVVyQkJHD48GEA7r33XmxsbEyvpKQk7rvvPlq2bMnw4cN56623yuw8W1FvvPEGaWlpREZGMnLkyDLLu7u7oyhKiS9PT88yr3G7JHER5aZWqXk0qCcrOn/CmzGzqBfenfzUgqpJy3axLDm9nYCAtbz33ini4yvvLwMhhKhJcnJyyMzMLPZ1o/8KGJuRGjduzOTJkzl69CjZ2dnk5ORw4sQJnnrqKby9venUqRMAP//8M7GxscTGxhIfH092djZ6vZ7k5GTOnTvH1q1bcXNzM9ct1xiSuIhb0tEvgB/6TGGR1fe03THa1Ix06avmREfn8n//dxJ//7U89uRO1pw+YjpPMShsn3uA1OslD1cUQoiabtiwYSU2lcTFxZnK2djYsHv3blNfF29vbzw9Pbn//vtxcnJi3759ODkZl2Wxt7c3rWnk5ORU5fOhVAU3N7cK97WpKJVyc2pYB6Snp+Ps7ExaWprph0FUPYNiYNnhgyx9X8eqVdcx/LvIdaOnzxE47yDaY970zhhEr8uN2LcgAktbC/q+2IWWAxvLjLtC3GFyc3OJjIykUaNG2NjIpJV3ktL+7cv7/V0ja1wiIyPp27cvrVu3pl27dpXepicqn1qlZkxwKH/+2Y2LF4cxdWoL6rla0HiycaidVfsY9nZexOb1OwHIz9Hxz8ydbHhvB3mZWnOGLoQQohapkYnL+PHjeeeddzh16hTbtm0rNNxL1HwBAfZ8/HF7rkQNo2vCYFMzkmKhcOTbcGKGXDGVPbclksVPrCb6eLy5whVCCFGL1LjE5eTJk1haWprGrLu6uhZay0HUHo521rzba2yh0Ug6az1nXz3Cyf87gM7e2Cs/Iy6LZS+sZ9f3RzDoDWaOWgghRE1W6YnL9u3bGTlyJD4+PqhUKlauXFmkzNy5cwkICMDGxobOnTuzf/9+07Hz58/j4ODAyJEj6dixIx988EFlhyiqWXGjkaI7JnBgwRZS2xkXakSBzT+e4IN3T8hoJCGEECWq9MQlKyuLwMBA5s6dW+zxpUuXEhYWxowZMzh8+DCBgYEMHjyY+HhjU4FOp2PHjh3MmzePPXv2sHHjRjZu3FjZYQozuXk0UrPzw9n/zCmOBMWgM8DC45b839tn8fdfy9i5CwuNRhJC1D11bGyIKIfK+Dev9MRl6NChvPfee9xzzz3FHp81axaTJk1iwoQJtG7dmvnz52NnZ8cPP/wAGKc7DgkJwd/fH2tra4YNG0ZERESJn5eXl0d6enqhl6j5XO0ceLfnw/zV4jvG3juWA/UacSXTOEW03kJL2th1fN/qHYYfe4aPd68kJ1868ApRV9yYDl6rlf9f32mys40LYJa0yGR5VGvnEa1Wy6FDh5g+fbppn1qtZsCAAezZswcwLuIUHx9PSkoKzs7ObN++nf/9738lXnPmzJm8/fbbVR67qBpqlZpBPRswqGcDPrycxbx5F1mj3YBVPWP/F6v2McWujSSEqL0sLCyws7MjISEBS0tL06KFou5SFIXs7Gzi4+NxcXG5rbWMqjVxSUxMRK/XF5kS2NPTkzNnzhgDsrDggw8+oFevXiiKwqBBgxgxYkSJ15w+fTphYWGm7fT0dPz9/avmBkSVujEaaVp2Yz7f4cshry1YN0sGwMorm+j6mwjTbcFmZ2sec7uXEa06mDliIcStUKlUeHt7ExkZyZUrV8o+QdQZLi4ueHl53dY1auRwnaFDhzJ06NBylf3v6pii9rvRjGRQHmJxxC7+zP0L77h8PLf6cfq1Q+T1OMH3nOCr9S0YcuZx7r/fDz8/O3OHLYSoACsrK5o1aybNRXcQS0vLSlk1uloTF3d3dzQaTaHpkAHi4uJuOwMTdc+N0UjDr7Rj8Yy/MGgNhEzsy9kpEST2jubyLmvC3j9KWNhRevRwZ8wYfwbf70Qzz/rmDl0IUQ5qtVpmzhUVVq0Ni1ZWVgQHB7N582bTPoPBwObNm+natWt1hiJqEW1WPnYuxjU7LDOtaPtWKE3f6EL87w1MZXbuTOS1r7cy1f0pRh6ZzOvbf+FSYoK5QhZCCFFFKr3GJTMzkwsXLpi2IyMjiYiIwNXVlQYNGhAWFsa4ceMICQkhNDSU2bNnk5WVxYQJEyo7FFFHeLX24OEFI9ny2R7ObzO2h/vt8uLjDg7EjfJnybpkTp/OwPeBq6g0ChYdrnGKa7yk+xPlkD8dsrswse1gGtRzNfOdCCGEuF2VvshieHg4ffv2LbJ/3LhxLFy4EIA5c+bwySefEBsbS1BQEF9++SWdO3eulM+XRRbrLkVROLXhAtu+3E9+rg4AtYWa3pNDUTf2Yl7kci632451QNEh8YZ8FUQE0CmvKxPbDcLb2bm6wxdCCFGK8n5/y+rQotZJuZbOhve2E382CYC7PxpAw1BfwLhK9Yazx/gjdjMxTSKw9s8scn7M8gZ4/fIADzzgz6hRPjg41Mg+6kIIcUeRxEUSlzpNn69nz48RKAaFnk+FFFvGoBhYfeowKxO2kND8GFY+xlXG99/fg+jlxv4xNjZqht3tQbfnU3k8sD/17Oyr7R6EEEIUkMRFEpc7gqIoqFSqMsvpDHr+PHGAv5LC2TKxBdGROtMx77uj6LxiB7pMC6yONaOXugcTgvriZGNboVi2XTzD19eXkmeVydsNnqe9j8wnJIQQ5SWJiyQuogR6vcLOnYksXRrF8uXXaPjlZvwevFqoTH6qFfWOBjHB9y76NW1d6vU2nTvB14m/oO9yFtW/4/Tcw3vzXZ8Xq+gOhBCi7pHERRIXAaREpeHi51RirYxOZ2Dx0Z2sz9pKZtvTWLrmFSmTf8ybLul9mRw8HGfbgonu1p85yrcpi6Hr+SLnWO0IZGnPtyrtPoQQoq4r7/e39EoUdVZ6bCa/Pb0W77b1GfhKd+xdizb9WFioGRfci3H0Iidfy6ID29mUF05e8Bk0tnoALNvHcIgl9P8qgm7nRzNwoCffrT2IZv6Pha6Vn2aJpbNxjaV8i9yqv0EhhLgDSY2LqJMURWH5CxuIPh4PgG09Gwa92p2Azn7lOv9qSjJzjq3ihM8OrJulALC57TAyTrqYynRdvxXPITFoY21pdbY/T7QcynTPZwHQH2rA6uAvKvemhBCiDpOmIklc7nhX9l/nnw93kp1SUPsRdF8ruj8ZjIVV+dbLMCgG/jixnz/O72bVww3JzTWYjrUYkcndU9S81vkBnGxsydfrCXhgNvnpljR392Lnrw9U+j0JIURdJYmLJC4CyE7JYePHu7m895ppn3vjegx5oydujepV6FopKVoWL75KeHg8gwZ5MW5cQ6ytCydATk4ryMjQ0bKlI6dPD6mUexBCiDuBJC6SuIh/KYrCsZVn2PH1QfT5xhoTjZWGx366Gycvh0r9LD+/NVy/noOPjw3Xr4+s1GsLIURdVt7v72pdZFEIc1CpVATe04oH54/ALcAFgJYDG1d60gLg7GwJQHq6roySQgghboWMKhJ3DPfG9Xhw/nAO/naC4AfaVMlnuHZIpb5/LBZO+Wj1Oqw08n8xIYSoTPJbVdxRLKwt6DIuqMquX+/FPXQLMa5gnZg2ER/nivWjEUIIUTppKhKiElnk25jex2dmmDESIYSomyRxEeI/spJzOLXhArfSb90qv2CSu9jM1EqMSgghBEhTkRCFKAaFf2bu5OrBaCL3XKP/y12xcbIu9/nOBhfi/31/JT2+1LJCCCEqTmpchLhJ1JEYrh6MBuDC9issfmI11yJiy32+u9rV9P56riQuQghR2SRxEeImDYJ9GPFuX1MtS2ZCNn+E/c3uBYfR6wxlnA0+NvVN7xP0yVUWpxBC3KkkcRHiP5r0aMDDC0bi18HLuEOBA4uPs2zyelKvp5d6bkMHT9P7VLUkLkIIUdkkcRGiGA4e9tzzyUC6P9kRtUYFQNyZRPYvOlbqec3cvUzvs23SqjRGIYS4E0niIkQJ1Bo1IQ+14/45w3D2dcShvj29nutU6jmN3Tww6IyJTr5j6bUzQgghKk5GFQlRBq+W7oz9biQZsZnYOJY+wshSo0EXbYfaKY+8DPm7QAghKpskLkKUg5WtZblXk0568BH27UgHVORrDVhaSgIjhBCVRX6jClHJfNydAGNzUUxMrnmDEUKIOkYSFyEqgaIobPpkN2e3ROLjUzDtf3R0jhmjEkKIukeaioSoBCfXXeDkuvOcXHeeRt5uWGsU8vQqrl+XxEUIISqT1LgIUQniziaa3lvEJPH6kDSGzjvEH/UWYVDKnrhOCCFE+UjiIkQl6B/WlcGv9cTKzhIApywrBi1vgUd0Gk9v/crM0QkhRN0hiYsQlaTlwMaM/W4kXq09AFAZ1DT+vjU+q3RMXj3HzNEJIUTdIImLEJXI2ceR+78cQuij7VFUCgB2UQ7E9djJs+FzAUhJ0RIfL6ONhBDiVkjiIkQlU2vUdH28A/fPHorOWeHMK0fId80jus8mXln9O23b/o2X11/s3JlY9sWEEEIUIomLEFXEt70nL/z+KI65HU37TvVeTqpVIooCs2efM2N0QghRO0niIkQVsrDSMKv3E2h2tQbA0jmf9l8eBODIkVQzRiaEELWTJC5CVDG1Ss3cdq+Qd8UJAK+R0TR75RQMPEZ6bg55mVoA4tLTeGXbQp4Jn8Pha5fNGLEQQtRcKkVRFHMHUZnS09NxdnYmLS0NJycnc4cjhMnm8yeZlTsHq3axpn33/zyZtGVxxPv6seDMWUK2rgVAMQAHmjDSYhjjOvTGQq0xU9RCCFE9yvv9LTUuQlST/s3asLbd1zQNHwWAdZwt1366gjZDi8uZS3S9bkvyBm8AVGpQdb7ImuCvGHVlIlO3/Uh0Woo5wxdCiBpBpvwXopoFu7bkAqvR2+qI9c6g4TVnALr76siZ05XrebFcCo3AyjsbAOtGaVxotJqnstZis6U9+ava08SyER980A4rK/nbQwhxZ5HfekJUswGN26IYQOeUT+SirSy7rEH/72rStlkGWsz14q0d0+i9+3F0R/xM52ns9WSHHGfrjjg+++wcv/561Vy3IIQQZiOJixDVzN3BEW2ki3FDBR6Rf9DhnWA8mroCoM83sPvrw7TY7MRfHb5i8oX3sdsWgi7DAksnHR1/2oO1Zw5HTySTrc0z340IIYQZSOIihBlYJboV2u7doxUPzB1Gh/tbm/Y17t4AgH5NW7O49+ssUBbgsmwIqQfc8OgXx9npH3F/0uNcSIir1tiFEMKcpI+LEGbgmuNFChcByI/wQR2kRm0FvZ7pRMNOPlw9FEOLfo0KnePp5Mzc4ROxt1/BoMsrsXLVAlp+2P4PH3g8aoa7EEKI6ic1LkKYwYvNx6BLs0Sfo+El+2cKHWvYyZeeT4UUe56dnQWB8/dj1zDbtC/OkFClsQohRE0iNS5CmEF7H3++z1iAXqvg3cy5Quc2+t+FQtuZmrTKDE0IIWo0SVyEMJP6jrc2QaLVjkCs3a+Q651NvouWbHuZ30UIceeQpiIhapn3/f9H0NTehEzsR72DHlw/asnly1nmDksIIaqFJC5C1DIXl1xAk6XCOtmGwKndaTCzA107b+LateyyTxZCiFquxiYu2dnZNGzYkClTppg7FCFqlB5PhdCwk49pu6+vnof90/j2s5NmjEoIIapHjU1c3n//fbp06WLuMISocexdbbnrwwH0erYTagvj/4X9HRWcDp8iYuVZ6ti6qUIIUUiNTFzOnz/PmTNnGDp0qLlDEaJGUqlVdBjdmge/Hk62xgoASzVs+2IvVw5Emzk6IYSoOpWeuGzfvp2RI0fi4+ODSqVi5cqVRcrMnTuXgIAAbGxs6Ny5M/v37y90fMqUKcycObOyQxOizvFo6krbaSFc7BgLQHy7lELNSEIIUddUeuKSlZVFYGAgc+fOLfb40qVLCQsLY8aMGRw+fJjAwEAGDx5MfHw8AKtWraJ58+Y0b968XJ+Xl5dHenp6oZcQd5Lh/Ztw4bnTHH9/L+fe3c307YvMHZIQQlQZlVKFDeIqlYoVK1Zw9913m/Z17tyZTp06MWfOHAAMBgP+/v5MnjyZadOmMX36dH755Rc0Gg2ZmZnk5+fz8ssv8+abbxb7GW+99RZvv/12kf1paWk4Od3aPBlC1DYzdvzKsZ6/m7ZbbruHmb0fK/f55xNiydJqCfJtUBXhCSFEmdLT03F2di7z+7taExetVoudnR3Lly8vlMyMGzeO1NRUVq1aVej8hQsXcuLECT799NMSPyMvL4+8vIIVctPT0/H395fERdxRDIqB/237ksQ+20z7Wm+/l/d7lb6G0b4rF/ksaiHaridR9CqGH3uGJ0P6V3W4QghRRHkTl2rtnJuYmIher8fT07PQfk9PT2JjY2/pmtbW1jg5ORV6CXGnUavUfNP7edzDe5n2ner1J2/sWGzazsvUEv7lPvIytURcv8qD29/mA5+p5Pc4gUqjoLYysLLeL2j1OnPcghBClEuNHFV0w/jx40utbRFCFDAmLy/gGt7TtO9kz+X8347FKIrClll7OLriDF+MXcxnse+S1ysCtWXhClfrJql8tnfVfy8thBA1RrUmLu7u7mg0GuLi4grtj4uLw8vLqzpDEaJOUqvUfNf7RVzDe5j2RXRcwZP/C+f0tqsAWGeoCX6lOwE/tkSfbIVXeD/67XvSVH6H72rydPnVHrsQQpRHtSYuVlZWBAcHs3nzZtM+g8HA5s2b6dq1a3WGIkSdZUxeXqJeeHcAUg+4seC7RN7dZcWFVOP/5VUGFQGLWnL/aw/zYYvxTO48FN0RPwCy4ixZsPyE2eIXQojSVHrikpmZSUREBBEREQBERkYSERHB1avGv/bCwsL47rvv+Omnnzh9+jRPP/00WVlZTJgwobJDEeKOpVapWdA7DM/wviTvMPYpS81T88NZO9J8vFCpVQAkn01hyaS/OLPpEuNV49kzojfbuwzik2nRaLUGc96CEEIUq9JHFYWHh9O3b98i+8eNG8fChQsBmDNnDp988gmxsbEEBQXx5Zdf0rlz50r5/PL2ShbiTpGZlc/BAynExOTSp48H3t62xJxKYMN720mPyQTAP9ibez4ZyLBhO9mwwdhRft68jjz9dBNzhi6EuIPUiOHQ5iCJixDlk5elJfyLfVzZf52Hvx+FvZsdBw8m06mTsSnXx8eGCxeGYWurMXOkQog7QY0cDi2EqDms7a0Y/FpPxi4wJi0AISGu3HWXccmAvKZXeHfzClP5j3ev5K0dv2FQpAlJCGE+FuYOQAhhXg7udoW2Z7zTgoRnfqH+oFhO5KqZf8CZPH0+e7r9BMC7O1TM6DnGHKEKIYQkLkKIwjq0d8c/zZM8YtHYGFjfdj4KKm40GO31XQdI4iKEMA9pKhJCFPFjl9dQ724JQMu57Wn9VXs0OcbUZWPbIZw7l2HO8IQQdzBJXIQQRdhaWvFr53fx+qYLPmsD8F7fkOAn+xI9rhv6HAt+/vmKuUMUQtyhJHERQhTLSmPB801Go7c0dsa1u+bAmMv16eefz88/X8ZgqFMDEoUQtYQkLkKIErUa0ITHf7wP+0YOAGjUMKpJPsNcUti89pqZoxNC3IkkcRFClMrF14kJ395DyNh2pn0t6hk4+vVGoo7EmDEyIcSdSBIXIUSZNBZquk/qyOCZvch1ywFAhQHFWcNvx/bwePin/Hp0t5mjFELcCWTmXCFEhTyy4R0CdluS0CuaJFtn8jufQm1h/DWS/tZgpnS+iyFDvFCpVGaOVAhRm8jMuUKIKjHUqz8n395P/IBr6LufNCUteQnWbPvYmWHDdtKx4yaWLYtCr69TfxcJIWoASVyEEBUypn0X8q45FN65tynJX3RBn2Oc0zIiIpUHHtjLuPH7zBChEKIuk8RFCFEhFmoNARcLVnO339aJZaEfsvudF/jzz26EhNQDoGmXJK48+QM/HdlmrlCFEHWQ9HERQlRYtjaPV3f/gKeFO691vw+1quBvIEVRmPnlauxWpXD97kuc6RPHirbzsFDLKtNCiJKV9/tbEhchRKXKy9SyaPxKspOMo48yG6dhOcKHV+4ZbebIhBA1mSQukrgIYRaKonBs1VnC5+4HnfHXi95ST/ZAS+r18iDAyYtWHr40dvcwc6RCiJpERhUJIcxCpVIReHdLHvl2JBnexloXTb4Gx3UGYlcd5Sfvmbzs/iTjwz82c6RCiNpIEhchRJVwa1SPkNe7EjXqkmmf+x4vOj7bG1W+iuu+x9m8O8qMEQohaiMLcwcghKi7hrQJJMDdg81uh9D+now6C6IGxHL201acebsdsc1OcfiwL5aW8jeUEKJ8pI+LEKJaZCXncHLdeTo+2JYuXbZw6FAKAJ99FkhYWHMzRyeEMDfp4yKEqFHsXW0JfaQ9FhZq5s3ryI0VAWbMOMn16znmDU4IUWtI4iKEqHahoa48+WRj44ZPMs9v+xqDYjBvUEKIWkH6uAghzOKDD9qx12sDDV87jMHKwOPhOj6oPw59rgH/jt7mDk8IUUNJ4iKEMAtXVyseG9ye7RYHAcgMOcAvj7pjnaYh5KG2dJnQAY2FVAoLIQqT3wpCCLMJ6zqSwF0PAOC7uhHWqRpQ4OCSEyybvI7U6+lmjlAIUdNI4iKEMKu3ez5Eq+33cvXB81z83wkMauNAx7gzSSx54i9ObbhAHRv8KIS4DZK4CCHM7r2eD5OfYk3UgxfYP3M3Ln6OAOTn6tj40S7Wv7OdvEytmaMUQtQEkrgIIcxOrVKjiTR2yM0NTaDlm+1pM6yZ6fj58Muc/ueiucITQtQg0jlXCFEjeGUGEM9lAHYknGTK1LtoGOrD5k/34NHMlcC7W97W9VedOsQvySvQWRStubHLc+bdNk/Kwo9C1AKSuAghaoRAu5ZsJByAk9pzADTrHYBXKw9UahUqteq2rv+N5museyQVeywb+L/tCot7vXFbnyGEqHrSVCSEqBEGNgoEQJ+rJjYl07Tfsb49Du52t319jU9aqcdTGp+VSfCEqAWkxkUIUSM08/Di1KB7OL/VGnsbK/SpChrN7dWy3KAz6LFw1AGQd9qdWa5vm469tOsbLh8zkLDZi0sLs2jaxLFSPlMIUTWkxkUIUWO0dWyKolOTmanj7NmMcp2Tn6tj1fTNxJxKKLFMZlY+R54M5cTLHTCs7khLTx/Tq+eZBznzdnuSdtZn86b4yroVIUQVkcRFCFFjdOrkanp/4EByuc7Z8fVBLu+9xrLJ69n/81EM+qLNPdkZCle+a8qFWa2w2xdY6NiAAZ6m95s3S+IiRE0niYsQosYIDb2RuChsCL+KVq8zvYrrf6LT6km8aExwFIPCnh8i+CPsb9LjMguVS0/PN713dCzcQh4cXA9nZ0sAdu5MrMS7EUJUBenjIoSoMXr0cKfpwzG4jz1D7rAYxvC56Zg23pax0c/wcFAP0z4LKw2jvxjCvkXHOPDLMRSDQvSxeJY88Rf9wrrSvG8AABkZOtM5/01cNBoVzbuoOJ+UhOKVS75Bh6VafjUKUVNJjYsQosawslIT8mQqXsNiih6rn8MfOWuK7Fdr1HSdEMR9swfj6GkPQF6mlvXvbGPjR7vIz9WRlJ2BQ4s0bLyzsa9X9HO93tlGnwN/0+WvbVxLSan0+xJCVB5JXIQQNco7rZ5Evbsl+ce8Ta8b8hxTSzzPt50nDy8YRfN+AaZ9yVdSUVuoOW9zigFn1jIkeiVZ/fcVOddG62B6fzm15E6+Qgjzk/pQIUSN0szDiz88ZhbaNzzhIaw8csE1s4SzjKwdrBjyRi8CQv3Y9d0hBr/eE42FmgxdtqmMncq2yHkOOidu1LNcyyh+kjohRM0giYsQosZTEh3AIxeL+tll9kFRqVS0GtyEZn0DsLDSAJCpL0hcHDRFJ7NzxtmUuMTmlG80kxDCPCRxEULUeJYZTkAiKLD1wFX8HN1JsozDwdaKQF9/1Kqird4WVhriM9KZHDELba+jpv2OxSQubhYu/66SBNF5MiRaiJpMEhchRI1Xf8Vwfh51jbx4G1YrhwDof2oNjn7pqPa04LfQ97DSFP119tKRLwslLQBuNs4A6PP1GPQKljYWeNm4mY5f7rOO/9tuz7u9xlbhHQkhbpV0zhVC1HgdGzQkL84WlJuWAPj3rdL1LPeeeME0z0tSViaRiYks3HiY7F6HCl0n/4gf97ftDMCeHyP49X9rSLiQzH2tO6ONLej7csj/n6q9ISHELZMaFyFEjTdhQgDp6fmcO1ewDECUoeDvLsvAaO7bOw37PGfSgiPQ1NNzdlcbWg40Hq8f3pfZ3Z/CtoOV8dzDMRz67QQosPSZtXSb1JFpHWYwi2nG6/lmGNc3Umuq7yaFEOUiiYsQosazsdHw6qstC+3TGRZw3/5XUIdeMu7ocp4sCn6puXQydrLVZVjwWvux2Fpamc61d7fDo6krCeeT0ecb2DHvIA1CfLAc3Jz8AedQFDgfF08rb2+EEDVLjWsqioqKok+fPrRu3Zr27duzbNkyc4ckhKiBLNQa/gj5GNWeFsUej17WgAuft+Cxyy/T0NW90DHXBs48MGcYHR9obdp39WA0nT9uS2Szu/nLdgzJlyyrNH4hxK1RKYqimDuIm8XExBAXF0dQUBCxsbEEBwdz7tw57O3ty3V+eno6zs7OpKWl4eTkVMXRCiHMzaAYWHM6gqhM48Rxb4ZdIHm3BygqNm3qRf/+nqWef+VgNP/M3El2co5p36qLlox/rxuPPRZQlaELIW5S3u/vGpe4/FdgYCBr1qzB39+/XOUlcRHizrZkyVUeeWQf7ds7c+DAACwty65Yzk7NZdMnu4jcfY18A3x2yAb3Ri5s2dIHDw/raohaCFHe7+9Kbyravn07I0eOxMfHB5VKxcqVK4uUmTt3LgEBAdjY2NC5c2f2799f7LUOHTqEXq8vd9IihBBjxzYgLm4UBw+WL2kBsHOxYeR7/eg1OZSdaY7EZqm5oo/ikQMziM9Ir+KIhRAVUemJS1ZWFoGBgcydO7fY40uXLiUsLIwZM2Zw+PBhAgMDGTx4MPHxhSd9Sk5O5rHHHuPbb78t9fPy8vJIT08v9BJC3Nk8PKyxsKjYrzeVSkWHe1sxbX5vmj8WQ+8DG7AbdpbHDU9w1/6X+enI9iqKVghREVXaVKRSqVixYgV33323aV/nzp3p1KkTc+bMAcBgMODv78/kyZOZNs04FDEvL4+BAwcyadIkHn300VI/46233uLtt98usl+aioQQt2rt6Qjm+36AhVO+aV9+qhVf6ubQ2N3DjJEJUXeZramoNFqtlkOHDjFgwICCANRqBgwYwJ49ewBQFIXx48fTr1+/MpMWgOnTp5OWlmZ6RUVFVVn8Qog7w/BWQbyeMpP8oz6mfZYuWl6+8DGRB6+h0+rNGJ0Qd7ZqTVwSExPR6/V4ehbu5e/p6UlsbCwAu3btYunSpaxcuZKgoCCCgoI4fvx4ide0trbGycmp0EsIIW5Xl4ZNWBM4l2lXPkWfa/xV6eiUxKpXNvH7s+tIvpJq3gCFuEPVuAnoevTogcFgMHcYQggBQOeGTWi//V5O9lhOy487oFJUJFxI5tf/raHXM51oO7I5KpWq7AsJISpFtda4uLu7o9FoiIuLK7Q/Li4OLy+v6gxFCCHK7b1eD2O1K5BTbxwkq6FxAIAuT8+Wz/ey9s2t5KTlmjlCIe4c1Zq4WFlZERwczObNm037DAYDmzdvpmvXrtUZihBCVMhk37FkNU3n0PxtXOucZNp/cWcUi59YTdThGDNGJ8Sdo9ITl8zMTCIiIoiIiAAgMjKSiIgIrl69CkBYWBjfffcdP/30E6dPn+bpp58mKyuLCRMmVHYoQghRabo1asrlNzuzpVd/vpnfkKFv9cHGyTg5XVZiDqumbSIzIcvMUQpR91V6H5eDBw/St29f03ZYWBgA48aNY+HChYwZM4aEhATefPNNYmNjCQoKYsOGDUU67AohRE2iVqlpfbEvEQeuAgaidDY8/P0o/pm5k6jDMYQ+FoiDR/mWJhFC3LoaP+V/RcmU/0KIqrJsWRQPPLAXgIkTG7FgQQiKQeHs5kia9wsgMz8PB2tr1Koat36tEDVeeb+/a9yoIiGEqKmGDfPGwcGCzEwdi1acIf7R5eCQg7WtI/kHc1B1vkTeRRde5VV6N2lp7nCFqJMkcRFCiHKyt7fgf882YHnyPzR75RSappkA6IAbA6Ktm6Qy88JMehoWolZXbJh0ni6ftJwc6jtKbbEQJZH6TCGEqICw6Y1p81wUDv8mLcXJjLKhY8816PXGlvjEyBT2/BiBXlfyHFWZebnce+oFnrQbz/s7l5OdrWP9+hg++OA0Dz+8jx07Eir9XoSojaTGRQghKsDHuR5/tZvDzkvnAPB3duOL4yu4GLIRCwcdAMl73Dm9OxcLi+W8OLkJHTOiSL6cytWD0Qx5vSfOPo5Frvvx/j+x6mkcUn2wx2IcbXQY8jSm48cCV/Oa03AeCuxWDXcpRM0lnXOFEKISpGRnYVAUJv35HftWGYj+owEAQUFpPFbPArVibDaytLXgjLUHqgYezJoVhEZj3D/82DNYtS+YC2alauy/7xQaTLhExx/2AWC9PQhfgx/eVu4MbRSCn0s9Zu5fxuGEi/itG8lXX3XA3l7+JhW1T3m/vyVxEUKISvbhh2f46afLXEpMYFjCnzieqkfr90OwjS4YLn0wTsOgqV1Jb3OBQ9nHSeq+G7Wl8ddxfooVe5qOJSjIhd593NjU+0vcepXeVJS004MdPQcC8OuvnXnwwQZVd4NCVAFJXCRxEUKY2ZD9z2IbGg2AJtuCZl+2x+vvgoQizULHxdm7SG+TYtpnvy2EX3q/Xug6lxITmHruMwzdzpb4WVkXHdjZtz85Ucbk6M03W/P2220q83aEqFIyHFoIIcxsoH4wO/kRAL2djjPTDpMcGkfzWUFYZFnirLPAfZe3KXEx6FTc7zGkyHUau3vwh/uH7Lx0jmOJkSRp0zhjOEe6YxyKRo/imUrGbm9cFTeuY1w3adYv+xnwsBU9mzervhsWohpIjYsQQlShiOtXcbVz4KmUl7FunAqATawdTad2If+6Hef+Xkteoi1j456mg1djWnv53NbnTX/nEGvsl9PouXPorrqwsvE3WGnkb1RR80mNixBC1ABBvsamobcz/o93D32BoXEsuVmWJIc2INDFD69Dnjzarg9u3g6V8nmvTGnJ0eRraKwNaJols/bEEe5p26lSri1ETSCJixBCVINODRqzusEXxo16wOSq+Zx6dvY03d+dKL+/ATiXfg2QxEXUHTIBnRBC1FAGfckT1pWmkbWf6f1VbUwpJYWofSRxEUKIGkivM/DHS39z8NfjKIaKdUVsUa8gcUnUxFd2aEKYlTQVCSFEDbTvpwiij8cTfTyeKweiGTy9Bw4e9mWfCHTwbmR6n+UsiYuoW6TGRQghaiCVSmVaufHakVgWP/EXF3ZcKde53s7O5F01Litg0SaWU7HRVRWmENVOEhchhKiBuj7egftmDcbBww6A3PQ81r4ZzubP9pCfk1/m+f6XggFQaRQWnv27SmMVojpJ4iKEEDWUX5AXDy8YRdNeDU37Tqw5x69PrSUtOqPUc0d69jK9v6yJrLIYhahukrgIIUQNZuNkzbC3etN/SjcsbIzdElUqsHO1LfW8ngEtUAxg0KpJy86pjlCFqBbSOVcIIWo4lUpF2+HN8G1Xn40f76Lvi12wtCn917ezrR0XBj3Aqa1qrC0s0GcqppWohajNpMZFCCFqiXoNnLn/q6F4NHUtV/mWTg1RdGpycw2cPVt605IQtYUkLkIIUYuoVOWvNenUqSDB2bcvqSrCEaLaSeIihBB1iGJQSIlKA6BzZ2PiotIYWJ+8w5xhCVFpJHERQog65NDSkyyeuJqIP08THFwPZz8dXdeHk//yCt7Z+bu5wxPitknnXCGEqCMSLiSz5/vDGPQK277az5X913lxnoajA2MB2N/qT7T6e7HSyK9+UXtJjYsQQtQR9Ro40/6elqbty/uu4/ujgvOSNgBYuuVxIUGWABC1myQuQghRR1hYaej9bCh3fdgf23o2AGSn5NLhu2Y0mdsWlVbN2cTrZo5SiNsjiYsQQtQxAZ39eHjBKBp29jXt81/elNbvhhCZEWvGyIS4fZK4CCFEHWTvastdM/vT+7lQFA0oagNRYy5wNk+m/xe1m/TQEkKIOkqlUhF0XyuO2cWwV7ea9LbJpLOVw9dG0dEvwNzhCXFLpMZFCCHquN6d2xMz8oppe86F5WaMRojbI4mLEELUcQ1d3em1Z6JpO65ZhOl9UlYmaTnZZohKiFsjTUVCCHEHeKnrCP6efYkT+/JIO+xKzLYc5p9fyZGOf2DI1fDsujC6hLaknr+zuUMVolRS4yKEEHeIdtd7c/23ADLPOfH12r0c6/k7Gns9zmnWnJl/iiVPruHkuvMoimLuUIUokSQuQghxh+jYsZ7p/VrL1ab3AQtbotap0eXq2PTJbta9vY3cjDxzhChEmSRxEUKIO0TXrm7GN2oDPvdeM+0/8+phoodfNm1f2HaFxU/8xfWjMueLqHkkcRFCiDtEQIA9rTpa02TyOSwcdADkR/iStLoZSyJs+T0/F5W1setjZnwWf4T9w54fjqDXGcwZthCFSOIihBB3kNDPztJu9mHTdqu0YB7NfZxrixuxe5crup7t8QvyAkAxKOz/+RixpxPMFa4QRUjiIoQQd5B3AidivT0I/cGGOGwL5f86P0irZgV9Xy7F5HPPpwPp9kRH1BoVHe5vjW87z1KvqdMZpEOvqDYyHFoIIe4gDeq58luvGYX2NW6sMr2PjMxCrVHT6eF2NAz1wbWhS5nXnD//Ei+/fBQvLxvmzetIg+GJfMzH5YrnJ35CfdPf0EtYwnrWl3leG9owjWmF9k1nOte4VsIZBR7iIYYxzLSdTDIv8EK54v2AD/DH37S9jW0sYEGZ57ngwld8VWjfHOawj31lntuTnjzJk4X2PcmT5JBT5rnP8Axd6WravsAF3ubtMs8DmM987LE3ba9gBX/yJ8/xHJ3pXK5rVAVJXIQQ4g7n6WmNW7ss7ILiUM39ncPX/OnoF0D9Zm7lOj8mJget1sDVq9lYWqrQoyeTzFuKRYu2XOfmkltkXzbZ5TpXi7bIvvLGa6Bwfx8dunKda4llkX155JXr3DyKjvDKIotsyp44UIeu0LYBw23/2+jR39L5lUUSFyGEuMOpVCpC127G2t/4hTbn0HJ+8JtS7vOjkzIABVDh5WWDJdb44HNLsTjhVK5z3SiaVNWnfpEv6uI44FBoW4263PFa/Odr0w67cp3rTNGJ/epRr1znuuBSZJ833uWqcbHFttC2JZblvlcVqkLbjjjigw822JTr/KqiUupYw2R6ejrOzs6kpaXh5ORk7nCEEKJWeD78G6L6bADAcmdbfu/xbpnnpMVkEP7FPhb3+4e8PhfJjbXhW7uvaOjuWtXhijqovN/f0jlXCCEEz7QaaXqvtSjaDPNfBr2Bv9/fweV91wmd3QKvnd7YeOfg6ypLBoiqJYmLEEIIPBwK/sLVW5eduGTEZ5GVZGyqsMyxoPW7nQj6IAjDrgNVFqMQIImLEEIIoJ6dHQadsU+Dwbr46f5XnDjAo9tmsuXCKZy9HRn73Uia9QswHXcNb8iStw8TG36yOkIWd6gambisWbOGFi1a0KxZMxYsKHuYmRBCiNujVqnRZxhHvii2RUfdGBQDi9p+QGbv/Xym/QIAawcrmvyvBadfO4jOLh+ANL09y945yIHFx2VuF1ElalziotPpCAsLY8uWLRw5coRPPvmEpKQkc4clhBB1niHLCgDrRmlM37aImLQ007Fz8QXrFlm1jufp8DkAnE2MJm7gNQ5+txV8ko3XUSA9JgOVqvCoFCEqQ41LXPbv30+bNm3w9fXFwcGBoUOH8s8//5g7LCGEqPuyrUxvz/RewcSkFzkbH8vIw88z1ebFQkVj+2zmYFQkh5POAZDrk43PgL2EWp/F1TKLXs92Mha8fh3WrIGLF6vrLkQdV+mJy/bt2xk5ciQ+Pj6oVCpWrlxZpMzcuXMJCAjAxsaGzp07s3//ftOx6OhofH19Tdu+vr5cv369ssMUQgjxH+pc60Lb1o1TmVb/aSw6RmHhnF+kfERcJBcNkaZt34z6dLU9zUN2m7HMz4EjR+CFF+D772H6dIiPr/J7EHVfpScuWVlZBAYGMnfu3GKPL126lLCwMGbMmMHhw4cJDAxk8ODBxN/iD3ReXh7p6emFXkIIIW7BilCu/dqw3MUjs6+TUi/KtN3ctgUAFioDXLkCS5aA/t9ZVvPz4eDBSg1X3JkqPXEZOnQo7733Hvfcc0+xx2fNmsWkSZOYMGECrVu3Zv78+djZ2fHDDz8A4OPjU6iG5fr16/j4lDzL38yZM3F2dja9/P39SywrhBCiZMr+Jhwc252//e8qV/kruusQYFw5Ou+yE+6NWhYcfPNNuHCh8AknThjLZmlRDNJxV9yaau3jotVqOXToEAMGDCgIQK1mwIAB7NmzB4DQ0FBOnDjB9evXyczMZP369QwePLjEa06fPp20tDTTKyoqqsSyQgghSta4sXEq/Jxr9sSs8i2jNBw9msp6z3vZNaAfnhsGQcMyamtOnEDR6Vn3VjgrX91IVlLZa+0I8V/VulZRYmIier0eT8/CS6R7enpy5swZY0AWFnz22Wf07dsXg8HAK6+8gptbyQt9WVtbY21tXeJxIYQQ5TNpUiP+/juWtm2dWdhvFjHxyTRx98Cl0WK0mWqGJ/1BwhZPPPrFEfVzACde7giKioTNXox+qQc0cAWVCkoaBp2RwZHvd3P1YAwAiyeuZsAr3WncTWrKRfnVyEUWR40axahRo8wdhhBC3FHat3fh3Lmhpm0nRy8APnutOy9PO0xurA2n32jPGQuFpJ0eoBiHOz/2WEOGDfMyJi316kFycuELjx4Ny5cD4K5LxN7NlqykHHLS8vjr9S20v7sFPZ8KwcK6Rn4liRqmWpuK3N3d0Wg0xMXFFdofFxeHl5dXdYYihBCinP73vyakJt7HX/V/IXHX0yRuf5ZFP3WmWTMHnn22Cd9/H1IwZ0uDBoVPfvZZ6NTJtNnAIp6Hvx9F4+4FtSzHVp7lt6fWknDxPwmPEMWo1sTFysqK4OBgNm/ebNpnMBjYvHkzXbt2rc5QhBBCVICFRo2FWmNKUB59tCHnzg1lzpyOWFjc9FXyyCOg/nf7nXdgwABwvWm16JQUbJ1tGPFuX/q+1AULaw0ASZdTWfr0Wi7vl+kvROkqvV4uMzOTCzf1JI+MjCQiIgJXV1caNGhAWFgY48aNIyQkhNDQUGbPnk1WVhYTJkyo7FCEEEJUtyZN4PPPjcOgGzUy7nNxKej78m8zkkqlov2oFvgFerL+3e0kXkzBztUWr1bu5otd1AqVnrgcPHiQvn37mrbDwsIAGDduHAsXLmTMmDEkJCTw5ptvEhsbS1BQEBs2bCjSYVcIIUQt9d/mIgsLcHKCtDRISSl0yLWhC2PmDWf3d4dp0rMBNo4y2EKUTqXUsVWw0tPTcXZ2Ji0tDScnp7JPEEIIUfXCwiDy31l2//ijoDlJiH+V9/tbfnKEEEJUvXr1Ct7Pn2++OEStJ4mLEEKIqnfz5HS7dhUsBVBOiqJwed816lgjgbgFkrgIIYSoejcvA5OdXeFal5Nrz7Nq2mbW/N9WctJyKzk4UZtI4iKEEKLqOTrCpEkF25s2GRdhNBjKPDU7NZdtcw8AcGlXFIsnrubqoZiqilTUcJK4CCGEqB69exfeXrbMtPCiSX4+zJsHc+YY3wN2LjYM/b9e2DobRxxlJeWwYuo/7Jx/EH1+xZqcRO0niYsQQojqYW8P06YV3nfqVOHtrVth40bYvBlWrDDtbtzNn4e/H0WDEG/jDgUOLT3J78+tJ+VqWhUHLmoSSVyEEEJUnxYtCm//dw6vffsK3q9fX+iQvZsdd380kJ5Ph6D+d7be+HNJrJq+CYO+7CYnUTdI4iKEEKL6uLiA9U2TzN1Y4+gGR8eC9+npRU5XqVV0fKANY+YNo56/ca6PPi90Qa2Rr7M7hfxLCyGEqF43d9LNyip8LC+v4L3BYFwmoBj1m7nx0DcjGDajNwGhvlUQpKipJHERQghRvW5uHoqNLXzsP0sCkJBQ4mUsbS1p1ieg8uIStUKlr1UkhBBClMrLq+D9jcRl2zbYsgXOni1c9soVqF+//Nc+fdo4UmnwYOP6SKLOkcRFCCFE9XJ1BSsr0Grh4EG4dg1++KHYPi188AF07Qp9+kDHjsYFG0uSmwvvvWec4O7qVXj5Zc5vPI8uKYWWLSxRZWZCq1bg/u8K1AYDHD9uTIy8vavkVkXlk8RFCCFE9VKrjYnClSvG7QULik9abtizx/hycoJ774W77ip8PDzc2MTUpIkxaQHYuZP0/afYFN8VLZZctoyin91RrN2d4auvwNYW/vkHvvkG7Oxg7lxjx2FR40kfFyGEENVv9OiC90ePFj7WqhWEhICvrzGpuCE9HRYuhORk43Z+PnzyCXzxBSxaZPzvTc6nu6LFEoBz+f4syehLdJxinCcG4Oefjf/NzoZ16yrx5kRVkhoXIYQQ1a9HD2NzzrJlhfc3bmxsHrpBr4eICPjlF7h82bgvJcXY3DR/PuzeXVD2RkLzr+CATBwNMWy+5IlWpybdYM/yzJ6ELowgdNBg1FptQeFz5yr19kTVkcRFCCGEeXh4lF1Go4HgYDh5siBxycoyNi9t2VL8OfXqGZuALC1pDnjFZvL3BzuIPh6Pgop9KQ25+vDPDLFzxynz387Bp08bh2LfPMeMqJGkqUgIIYR5tG5t7KRbHjc3Gc2YAWvXFmzfPErJ1RWmTAFLS9MuJy8H7vt8MF3uaoAK4wy7McmWxCXf9BWo1Ro76ooaT2pchBBCmIevL3z2mbEZ6MZU//9dAuCGmxOXmw0fDk88YWzquX4dOnUCB4cixdQaNZ1f7Iu/7zb+nn8KP4sEmllFFy508KCxb42o0SRxEUIIYT5+fsaFF8+fN87h0qtX8eVKSlweesj43+bNja8y+Nzfm7HuGlRffQn/nZT34EHjTL3/XYZA1CiSuAghhDC/Zs2Mr5LY2hbd99tvt9QnxbpvD7BSwaxZxrlcbkhKguhoY02Qohjnl3F1Na5qLWoMSVyEEELUfP9NHt588/Y60nbvbpz3JSPDOBx78WLj/rNnwdcXw/oNqL/71ljTM3Ei9Ot3658lKpV0zhVCCFHz/bepqHXr27+ml5exlqdly4J9Z86QFZ/OL7MjOa/1Mc7x8tVXxmUERI0giYsQQoia779NRZU5bLlpU+NsvoDyz0Y2PjyflHx71mWHsik7iHxFYxwuLWoESVyEEELUfFXZz8TGBho0AECHBkuVznTopDaAJRl9iF+5wzhTrzA7SVyEEELUfDc3FRUz3Pm2/dtcZKnSM8zuAANsD2OBMYFJNTiyNLoDh77cgmL471AkUd0kcRFCCFHzWVhAWBh06QLvvFP51+/d2zQMWqWCNtZXGdstifq+xiYpA2p2rollxSsbyc+RmhdzklFFQgghaoeePY2vqtCyJcybZ5xxt149iIyknr8/D2h17BnzIYeyGwMqrO0tsbCRr05zkhoXIYQQAoyjjNzcjB11mzQBKys0Dnb0CNVwj/0uvDTJ9H+wISqZoM6sJHERQgghShMURAPLRB5w2I7NxVPmjuaOJ4mLEEIIUZrAQODfLjAREWYNRUjiIoQQQpSuYUNwcTG+P37cuDRAMfIytWQl51RfXHcoSVyEEEKI0qhUxlFHAFot/PprkSKKorD5sz0sfmI1l/ddq+YA7yySuAghhBBluffegrlktmyBHTsKHT6z8RLnwy+Tk5LLqmmb2TZnPzqt3gyB1n2SuAghhBBlcXKCBx4wvlcU+Pxz2LfPdLhhJx8COvuatiP+OM3Sp9eSFJlS3ZHWeZK4CCGEEOUxYgQMGmR8ryjw/femZQDs6tkyamZ/ek8ORWNp/GpNvJTCr0+t5diqMyiKzLhbWSRxEUIIIcpDo4GnnoK2bY3bCQlw4YLpsEqlIujeVjw4fwRuAS4A6LV6ts7ex4Ffjpkh4LpJEhchhBCivFQq6Nq1YPvq1SJF3BvX48H5wwm8x7j+ka2LDW2GN6+uCOs8mbdYCCGEqIiGDQveL14MAwcaZ9u9iYW1BX2e70yDTj6oNWrsXW1Lvl5eHpw5Ay1aGFeqFqWSxEUIIYSoCH//gvcZGfDNN8ZRRw4OYG9fqGjjrv6U6YsvYM8eCAiAGTMK5owRxZKmIiGEEKIinJygdeuC7X/+MfZ9efRRmDvXmMyURa+Ha9cgMtKYtABcvgwTJsDPP1dJ2HWFJC5CCCFERf3f/8HIkYX3KQps2gSfflr6udnZMH06TJ4MYWEcz2tIrsGy4Pjq1ZCaWukh1xWSuAghhBAVZWMDjz8Or74KvXpBjx5g+28/lmPHID6++PP0evj4Yzh/HoDzWh+25HRgcUZfruncjGV0Oti6tRpuonaSxEUIIYS4VV26wEsvwcsvwz33FOw/eLD48keOwNGjABgUFbtyjU1OmYodf2T1ZHdOK/SKytj8ZDBUdfS1kiQuQgghRGUICSl4f/hw8WVu2q/u0Y3RzzfHr82/NS0KHMhrwbLMnqRezzDVyojCalziEhUVRZ8+fWjdujXt27dn2bJl5g5JCCGEKFtAALi6Gt8fP24c5vxfR44Y/6vRwLPP4nDXQO75Yhjdn+yIWqMCIE7vypKMPpxask9m3C1GjUtcLCwsmD17NqdOneKff/7hxRdfJCsry9xhCSGEEKVTqaBjR+N7rRYiIgofj4mB2Fjj+5YtTX1i1Bo1IQ+14/45w3D2Ng6nzseSbTt15KTmVlPwtUeNS1y8vb0JCgoCwMvLC3d3d5KTk80blBBCCFEeXboUvN+9u/CxmxOZDh2KnOrV0p2x399Fa3fjwoz9bA5jl1+OodV3mAonLtu3b2fkyJH4+PigUqlYuXJlkTJz584lICAAGxsbOnfuzP79+28puEOHDqHX6/H3L8cEPkIIIYS5tW9vnIgOYP/+guaiffvg228LyhWTuABY2Voy8AFfHnDYRgur63DoUBUHXPtUOHHJysoiMDCQuXPnFnt86dKlhIWFMWPGDA4fPkxgYCCDBw8m/qahYUFBQbRt27bIKzo62lQmOTmZxx57jG9v/ocWQgghajJLS+jc2fg+NxcefBAeegg+/LCgjLs7NGpU8jU6dMDbwljrwrffGhdy/HcVagEq5TZ6/qhUKlasWMHdd99t2te5c2c6derEnDlzADAYDPj7+zN58mSmTZtWruvm5eUxcOBAJk2axKOPPlpm2bybOkClp6fj7+9PWloaTk5OFb8pIYQQ4nYcPQpvvVXy8TFjjAlNSfR6eOQRY+Jzg50dvPYatGlTOTEmJhr73LRta+ybUwOkp6fj7Oxc5vd3pfZx0Wq1HDp0iAEDBhR8gFrNgAED2HNjSuMyKIrC+PHj6devX5lJC8DMmTNxdnY2vaRZSQghhFm1bw8NGhTd37Yt/O9/cN99pZ+v0RjL3iw7G/7807R55cB1/vlwJ9rsW6iJSU42zjvz5pvGWXprmUpdZDExMRG9Xo+np2eh/Z6enpw5c6Zc19i1axdLly6lffv2pv4zP//8M+3atSu2/PTp0wkLCzNt36hxEUIIIcxCpYInnjBO/Z+fb5xht2vXIgswlmrcOOOoI43G2Kk3NdU4I29mJtn5Gv6ZuZPslFyij8cz5I2eeLXyKPuaOTmwYAFs2VKwb9Ei40io+fPh4kXjvkaN4JlnCi8mWYPUuNWhe/TogaECswVaW1tjbW1dhREJIYQQFdSuHfz0062f7+cHN/4o/+EH+Osv41IA+/eTVK8Vujw9AGnRGSybvJ7O44MIeagtak0pDSnLlhVOWsA4O+/zzxfed+YMTJsGr79eeDHJGqJSm4rc3d3RaDTExcUV2h8XF4eXl1dlfpQQQghxZ+jWreD97t34d/Bm7Hcj8WptrGUx6BX2fH+EP1/+h4z4EuY9W7wYVqwo/XPq1TO+wNg09emn5VvpuppVauJiZWVFcHAwmzdvNu0zGAxs3ryZrl27VuZHCSGEEHeG5s3B7d9lAY4ehawsnH0cuf/LIYQ+2h6V2ti59vrROBY/sZoL268UnLt5s3ENpeXLC1+zRw+wsirY7tMHvv4a5s0r6F+TkmKspalhKpy4ZGZmEhERQcS/E+lERkYSERHB1atXAQgLC+O7777jp59+4vTp0zz99NNkZWUxYcKESg1cCCGEuCOo1QUT2+l0cOCAcbdGTdfHO3Df54NxqG/sP5OXoS2YbffcOWMi8l+dOhk7577+OgQHw+TJxuYia2vjqtcvvFCQ1KxbB9evV/UdVkiF+7gcPHiQvn37mrZvdIwdN24cCxcuZMyYMSQkJPDmm28SGxtLUFAQGzZsKNJhVwghhBDl1K0brF1rfL97t7GG5F++7T15eMFItszai0Gnp+3I5sah1LNnF7/C9PDhxv+2b298/Ze7u7GWZulS49DsRYtg+vRKv6VbdVvzuNRE5R0HLoQQQtQaBoNxpFJKirEG5u23jXO65OYaRy45OaEoCvp8AxZWGli4EFatKjjfxsZYs9K0KdSvX/bn5ebCs88ah04DvPQS9OpVJbd2Q3m/v2vcqCIhhBBC/IdaXVDrYjDA//2fcVK6nBxQFPD1ReXjg0WvXsb+K7t2Gc+ztITPPwdf34p9no2NcUj2558bt7/+Gpo0qfh1qkCNW2RRCCGEEMW4/364udtFdrYxaQFjP5QDB4yJxpkzxplxAVq0KJRs5GVqy/95PXvCja4hubnGuV50utu8idsniYsQQghRGzg7w2efGSe0Cw42Nvk0bmxMTCz+bUAxGIzNRDc0a2Z6m5epZcmkv9jy+R7yc8uRgKhUxpl+Pf6d3O7ECZg61TgZnhlJHxchhBCitouKKjqRHBjXN+rUCUVR2PDeDs5tiQTAtaEzQ97ohUdT17KvffgwzJxZUNsSEgKvvlqQLFUSs6xVJIQQQggz8PODhg0L72vb1lgz8y//Dl5YWGsASL6SxtJn1nJk+SkUQxn1Fx07GjsD33DwIDz3nLF/jRlI4iKEEELUdiqVsRnHx8e4bWtrHEWkVv97WEXbEc156NuRploWfb6B7XMPsGr6ZrKSy0hCWrc2jmq6oXFj42eYgTQVCSGEEHVFdrZxnpcWLUpcJFGn1bN7wWGOLDtl2mdbz4YHvhqKi28Z35tnzsDvv8Njj0FAQCUGXv7vb0lchBBCiDvQlQPXTatM+3Xw4t5PB5mWDzAH6eMihBBCiBI17OTLw9+PouXAxgye3sOsSUtFyAR0QgghxB3Krp4tg1/rae4wKkRqXIQQQghRa0jiIoQQQogS5efquBYRa+4wTCRxEUIIIUSJts87wB8v/c2Orw+g0+rNHY4kLkIIIYQo3vVjcZz46xwAh38/xe/PrSPlappZY5LERQghhBDF8mlbn17PdkJjaUwXEs4ns+KVjeh1BrPFJImLEEIIIYqlUqvoMLo1Y+YNp14DZwB6PxeKxsJ86YMMhxZCCCFEqTyauvLQNyO4uPMqTXo0MGssUuMihBBCiDJZ2ljQckBjc4chiYsQQgghag9JXIQQQghRa0jiIoQQQohaQxIXIYQQQtQakrgIIYQQotaQxEUIIYQQtYYkLkIIIYSoNSRxEUIIIUStIYmLEEIIIWoNSVyEEEIIUWtI4iKEEEKIWkMSFyGEEELUGpK4CCGEEKLWsDB3AJVNURQA0tPTzRyJEEIIIcrrxvf2je/xktS5xCUjIwMAf39/M0cihBBCiIrKyMjA2dm5xOMqpazUppYxGAxER0fj6OiISqUydzjlkp6ejr+/P1FRUTg5OZk7nFpBnlnFyPOqOHlmFSPPq+LkmRWmKAoZGRn4+PigVpfck6XO1bio1Wr8/PzMHcYtcXJykh/eCpJnVjHyvCpOnlnFyPOqOHlmBUqrablBOucKIYQQotaQxEUIIYQQtYYkLjWAtbU1M2bMwNra2tyh1BryzCpGnlfFyTOrGHleFSfP7NbUuc65QgghhKi7pMZFCCGEELWGJC5CCCGEqDUkcRFCCCFErSGJSxWIiooiNDQUlUqFTqcz7Y+Li+Oxxx7Dz88PDw8PRowYQVRUVKFz4+PjGT9+PL6+vnh4eNChQwcSExNNx7/88ksaNWpE/fr16d69OxEREdV1W1XmVp7XmjVr8PLyKvKysrJi4cKFpmvUxecFt/4zdu7cOUaPHk2DBg3w9vYmNDSUZcuWFbq2PLPCz6ys4waDgTfeeAM/Pz/q16/P0KFDuXz5cnXeWqXbv38/w4YNo379+nh7e9OvXz/Tz0F57resn6GlS5fSsmVLPD09CQoKYsuWLdVzY1Xodp9ZTk4Ojz/+OCqVik2bNhW5fl18ZrdMEZVq7969ip+fnzJp0iQFUPLz8xVFURSDwaB06dJFGTNmjJKRkaHodDpl9uzZSmBgoKLX6xVFUZS0tDSlZcuWyttvv63k5OQoiqIohw4dUtLT0xVFUZQlS5Yonp6eytmzZxVFUZTZs2cr9evXV1JTU81wp5Xjdp7Xf6WmpipOTk7K0aNHFUWpm89LUW79mRkMBqVJkybKhAkTlMzMTEVRFGX58uWKpaWlsmvXLkVR5JkV98zK+jn84IMPlFatWikxMTGKTqdTwsLClNatW5s+ozbq3bu3snr1akWn0yl6vV6ZNm2a0qBBA0VRyr7fsn6GduzYodjb2yt79uxRFEVR/vjjD8XOzk65ePGiGe608tzOM8vKylIaNWqkhIWFKYCycePGQteuq8/sVkniUskSExOVjIwMZevWrYV+QZ47d04BlKioqELl27Vrp2zbtk1RFEV54403lGeeeabEa3fq1El5//33C+1r2rSpMm/evEq+i+pzO8/rv2bOnKkMGjTItF0Xn5ei3Pozi42NVQAlIiKi0PHWrVsrn332maIo8sxuuPHMyjpuMBgUT09PZfHixaZj2dnZioODg7Ju3bqqv7Eq8t+k6+TJkwqgxMbGlnm/Zf0M3X///cqkSZMKHe/fv7/yyiuvVMWtVJvbeWY6nc70M1Zc4lJXn9mtkqaiSubm5oaDg0OR/Tk5OQBYWVkV2p+Xl8epU6cA+PXXX+nTpw8DBw7E09OTkJAQdu7cCYBWq+XIkSN079690PndunVj7969VXEr1eJ2ntd/93/55ZdMmTIFqLvPC279mXl6etK/f38+/vhjkpOT0ev1/PLLL8TGxjJixAh5Zje58czKOh4ZGUlcXFyhZ2Zra0vHjh1r9TOzsCi8GsyePXvw9PQkMzOz1Pstz8/Q3r17ixzv3r17rX5ecOvPDECj0ZS6VE1dfWa3ShKXatKqVSuaNm3K9OnTycjIICcnh3feeYf4+HiSk5PJz88nMjKSr776is8//5yoqCgmTJjAwIEDuXLlCklJSeh0Ojw9PQtd19PTk7i4ODPdVdUp63n9188//0z9+vUZOHAgwB33vKB8z2z16tWkpaXh5uaGvb09U6dOZcOGDTRv3lyeWTHPrKzjN55LXX5mFy5cYMqUKXz66afEx8cDJd9veX6G4uLi6vTzgoo9s/K4E55ZRUjiUk0sLS1Zt26d6Zdhhw4dcHR0NP03ISEBg8HA5MmTadu2LVZWVjz77LO0bNmSX375BYPBAFBkxWu1Wm06VpeU9bxupigKn376qam2BbjjnheU/cwUReGee+7B1taW2NhY0tPTmTlzJsOHD+fEiRPyzIp5ZmUdr+vPLCUlhVGjRjFhwgQeeeSRMu+3PM/DYDDU2ecFFX9m5VHXn1lFSeJSjZo1a8aKFSu4du0aZ86c4fnnn+fUqVMEBgaaVgYNDg4udE6TJk2IiorC1dUVlUpVpLYhOTkZd3f3aruH6lTa87rZqlWryM7O5sEHHzTtuxOfF5T+zLZv387WrVv56aef8PT0xMrKivHjxzN48GA+/vhjeWYl/JyVdtzNzQ2gTj6zzMxMhg4dSnBwMJ999hlAmfdbnp8hNze3Ovm84NaeWXnU5Wd2KyRxMaPly5djYWFB9+7dcXBwoHnz5pw/f75QmbNnz9KgQQNsbW1p3bo1hw4dKnR8//79dOzYsTrDNpubn9fNPvnkE1544YVCbczyvIxufmYpKSlYWFgU6a9hZ2dHamqqPLN/lfRzVtzxpk2b4uzsXOiZ6XQ6jhw5UqufWU5ODiNGjMDHx4cff/zR9Nd+Wfdbnp+hkJCQOvkzdqvPrDzq6jO7ZebuHVxX/Xf0gqIoyr59+xStVqsoiqJs2rRJqV+/vvLnn3+ajn/88cdK+/btlaioKCU/P1/57LPPFFdXVyU+Pl5RFEWZN2+e4ufnp5w5c0bR6/XKnDlzFCcnJyUmJqZ6b64K3MrzUhTjMEFnZ2fTkPGb1eXnpSgVf2YJCQmKm5ub8tRTT5mGQ69Zs0axtbVVfvzxR0VR5JkV93NW1vFXXnlFad++vRIdHa1otVrl1VdfVRo2bKhkZ2dX011Vrry8PGXw4MHKoEGDlLy8vCLHy7rfsn6G1q1bpzg7Oyu7d+9WDAaD8ueffyo2NjamaQxqo9t9ZjejmFFFdfGZ3Q5JXKpIcb8gX3rpJcXDw0OpX7++EhoaWmS4pF6vV/7v//5P8fb2VpydnZWePXsW+cF85513FB8fH8XZ2VkJDQ01jeuv7W7leSmKoowaNUqZOnVqidetq89LUW7tmUVERCjDhw9XvL29FRcXF6Vly5bKN998U6iMPLPCz6ys41qtVnn++ecVDw8PxcXFRenXr59y5syZarmfqhAeHq4Aiqurq+Lp6VnotXHjxnLdb1k/Q998843SqFEjxcnJSWnTpo3y119/VectVrrKeGY3FJe4KErde2a3Q1aHFkIIIUStIX1chBBCCFFrSOIihBBCiFpDEhchhBBC1BqSuAghhBCi1pDERQghhBC1hiQuQgghhKg1JHERQgghRK0hiYsQQgghag1JXIQQQghRa0jiIoQQQohaQxIXIYQQQtQakrgIIYQQotaQxEUIIYQQtcb/A3a0Mw4+ye4fAAAAAElFTkSuQmCC\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.yticks(fontname = \"DejaVu Sans\") # 한글 폰트가 지수에 음수를 표시하지 못하므로 ytick의 폰트를 바꾸어 줍니다.\n",
        "plt.semilogy(data_train.date, data_train.price, label=\"훈련 데이터\")\n",
        "plt.semilogy(data_test.date, data_test.price, label=\"테스트 데이터\")\n",
        "plt.semilogy(ram_prices.date, price_tree, label=\"트리 예측\")\n",
        "plt.semilogy(ram_prices.date, price_lr, label=\"선형회귀 예측\")\n",
        "plt.legend()\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "71SBxuNjpK2f"
      },
      "source": [
        "#### 장단점과 매개변수"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lh_NARJApK2f"
      },
      "source": [
        "#### 판다스 데이터 프레임 연동"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "scrolled": true,
        "id": "UYOt1xbapK2f",
        "outputId": "0d157dce-98cf-46a2-f19c-51d79404ab1d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "특성 개수: 1\n",
            "특성 이름: ['date']\n"
          ]
        }
      ],
      "source": [
        "tree.fit(data_train[['date']], y_train)\n",
        "\n",
        "print('특성 개수:', tree.n_features_in_)\n",
        "print('특성 이름:', tree.feature_names_in_)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VM-Cejt5pK2g"
      },
      "source": [
        "### 2.3.6 결정 트리의 앙상블\n",
        "#### 랜덤 포레스트\n",
        "##### 랜덤 포레스트 구축\n",
        "##### 랜덤 포레스트 분석"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "uuid": "b84dcdfe-994f-4a3d-842e-830153eefc59",
        "id": "ar6BLgbmpK2g",
        "outputId": "1733c05a-44e2-4d5f-f29a-84c6c233e76b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "RandomForestClassifier(n_estimators=5, random_state=2)"
            ],
            "text/html": [
              "<style>#sk-container-id-3 {color: black;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestClassifier(n_estimators=5, random_state=2)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">RandomForestClassifier</label><div class=\"sk-toggleable__content\"><pre>RandomForestClassifier(n_estimators=5, random_state=2)</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 74
        }
      ],
      "source": [
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.datasets import make_moons\n",
        "\n",
        "X, y = make_moons(n_samples=100, noise=0.25, random_state=3)\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, stratify=y, random_state=42)\n",
        "\n",
        "forest = RandomForestClassifier(n_estimators=5, random_state=2)\n",
        "forest.fit(X_train, y_train)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "uuid": "76ce4154-b441-475e-97e3-1b507964eb29",
        "id": "3udAAAuGpK2g",
        "outputId": "d47f38b6-d00f-4916-b4a9-6498764ad5c2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 549
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x1000 with 6 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "fig, axes = plt.subplots(2, 3, figsize=(20, 10))\n",
        "for i, (ax, tree) in enumerate(zip(axes.ravel(), forest.estimators_)):\n",
        "    ax.set_title(\"트리 {}\".format(i))\n",
        "    mglearn.plots.plot_tree_partition(X, y, tree, ax=ax)\n",
        "\n",
        "mglearn.plots.plot_2d_separator(forest, X, fill=True, ax=axes[-1, -1], alpha=.4)\n",
        "axes[-1, -1].set_title(\"랜덤 포레스트\")\n",
        "mglearn.discrete_scatter(X[:, 0], X[:, 1], y)\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "f-5VogGHpK2g",
        "outputId": "e2af015e-a98e-4411-db37-7806f5d94d57",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 정확도: 1.000\n",
            "테스트 세트 정확도: 0.972\n"
          ]
        }
      ],
      "source": [
        "X_train, X_test, y_train, y_test = train_test_split(\n",
        "    cancer.data, cancer.target, random_state=0)\n",
        "forest = RandomForestClassifier(n_estimators=100, random_state=0)\n",
        "forest.fit(X_train, y_train)\n",
        "\n",
        "print(\"훈련 세트 정확도: {:.3f}\".format(forest.score(X_train, y_train)))\n",
        "print(\"테스트 세트 정확도: {:.3f}\".format(forest.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "_aXmFoQCpK2g",
        "outputId": "26a8ab9f-8572-4cad-8857-ce2c7762bf80",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+CmVuZG9iago4IDAgb2JqCjw8IC9Gb250IDMgMCBSIC9YT2JqZWN0IDcgMCBSIC9FeHRHU3RhdGUgNCAwIFIgL1BhdHRlcm4gNSAwIFIKL1NoYWRpbmcgNiAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0gPj4KZW5kb2JqCjExIDAgb2JqCjw8IC9UeXBlIC9QYWdlIC9QYXJlbnQgMiAwIFIgL1Jlc291cmNlcyA4IDAgUgovTWVkaWFCb3ggWyAwIDAgNDk5Ljk0MTg3NSAzMTIuNjY4MjUgXSAvQ29udGVudHMgOSAwIFIgL0Fubm90cyAxMCAwIFIgPj4KZW5kb2JqCjkgMCBvYmoKPDwgL0xlbmd0aCAxMiAwIFIgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicxZtPcxu5EcXv8ynmaB8MN9AAuvu4ziau2kOqnHVVDqkcVDLt1dZI8kryOvvt8zCkNBhoOCbjZOIqWeKTiPkRg/7zAPL1j7vfry53f3v7pv/Tz93r6dHlfef7X/H1qaf+V3x97X3/Fl+fOsKj6y6aOYteJeHhUD9kH1zOGhJkmj36pes+dq9/wCD3eNLbrvOcXA77Z5njlPFnZejgJM7VYaZScvEwZj1EJY+X+q1fugAncT70IWfn8f1u1/+9v+nLqyKQHv5Jf1deOXWNNmOO0SXKSgXaqzkiYs+VPNRy8o4lBu/n1LU8Ur/r/9fciR2Zp8yFO6tTksChkoeZjDubNGZruCt5I+7sXZbEwYM7RHOZfcbETvIwk9WlGCTInLuWN+IWciFZEivcrE5URLWSh5lcLptNm9Vdy1txYw1EVpayTrBOLQaiWh5qWZMTXDDGOXctb8St4mJQsjEuU0I0psC1PNSyRRcsJQpz7lreiNuyIw+kEpcB0egF6aOWh1r2FJyKSZ5z1/JG3J6Q8SxnXwKTU3RM2WNZV/ow071Hoo7ktUGv9a3YPSZUSXMJTo/skRCGzLU+zPRAjqKGZ9Ne61uxB+8kJx/GAI2+6BRzrQ9zXZEcsYRiy17pW7EzOY7GOgapics+l+md5GEmiws+izVBOtM3I1dnzBkZrcw6yok38zN9mOkxoZR6avJ5LW9FHgVQYshppfBHjKfEWuvDTC8hq4mpjdNa34o9YQjCvS65kdRhbkvynuRhJufgLFvKbZTW+lbkmNCsGa3ruF7YBYlILLU+zHTxLiXW0EZprW/FLgWLsuSRPToxJOlY68NMV3KIA9I2Tmt9K3b1ThNyyT5Ok8MXRan1Ya6jBQvhWXKs5K3IjVxk8xaealJkFNFKH+a6lNKarI3TWt+MHYYHs5UOk86WDNE5yUMtB1g2NdLUxOlM34g8EKoNiZAe8roFo1zLQy376KIk75u0PtO3IvcYAssilyhFgnCGxa2+1oeZHuD0krFww17rW7EHJA/J+DbWJLi3iA5dan2Y6Yx2JjI8XsNe61uxMzvOpesruxYCo8NoV3ytDzM9wvEFeLzGSs/0rdhjMW5RyrQjkyNPjElwkoe5DM+HtjJKS17pW5EncimomR66mEg5kNX6MNeRBQ3Lp43UWt+M3TAEWu2xnmbMb4hSInLSh5mekzOlnNtIrfWt2DMSoSG1ldQOyanGsl9R6cNMF7i/HC20kVrrW7FLdkG9CI8ZEh1utJLRK32Y6crlRy9tpNb6VuzA0pyJ/dOawfRqrQ8z3eD+mCO3sVrrW7EbO3RXiMpxKyY7IpXoa32odSa8DC/Znm3tVvoT++sfwn4r+VPvyya10/5r2VguypG95VpFi3HYW+7edL7/2v2G/6l/RRjNh7FHYXxHknMJJR8/XV53b953r/+C31P//uO4Ff7+Q/eP/gXMP73s/9m//6n78/vuXTeydF7U4Ym44IyhUlcZEFiKOpLUkI9PpAjPKUJAYiQ4U60panWNIngUJynb2XHsHU7DiAsYxXvFWGxCjVGpqxgpOPGSYKpDOBkjP8copwSIdM2ze1KrqxgGv5A0mKJ0hFMxdAEDnluR70lmGJW6hsEMx25GuCVCp2L4hRXKsBSIc06zm1KrqxiwdcQG88cx8qkYC0s0Mu4uyeyWTNoaQgzBwTYnRrnUkxEWlmfp09DHoHbNICp1FQP9BioacnKwcDLGbHnOVhk5WGtEHvmFMXzJC2YZ65D4abx+Guy3vjzzkLEPP1xe9xjh1V8vbr5cv7m4+3Lz9vbhl6vLV5dXH9gjCfx427979kS4HTg3LHePVbY6BryDLY9RNkbFDIs6YRbXB5GYjwwCEvxjRcOm3xgkoStaHARBU15OOJxarozhkxxAnlJ5deyHYdA17n0iFqlv5aUFIgFufTwypFTqGDqgtcVxvbt42RefXO7/i5v+7mUvpdPGg4sPV1/uF2pNdTSX0QhHGe1gBTjJS4AoNjJeDYk2R4/al4OdQfjwsvdujI8XO/zC5XLJF/96+AL0YIeHu1VuNLWejPZWcOKe5CXuhKePkZY9TBRGglnkc6b28+7u6npX49+tUgqj3eUwmr6KcpKXKJEoo41zACurZTceHTPK6emYF7N5vFhFhNUPIqmZxyd1MYFhknl/5scWBa0kJvMMvPvrW0TPze5+uvfrixQpTstpUBNFk7xIiWncv5bsTNQ0qco5s3iJ21wQ8OD2+vPF5cM5xOZiRBZrwmqSF5enYNLHwEXnkNCgZ7Xkz5nZGvnm8uL3q4c/VjE9ob1k2II056z0xVqOBFX2fvbHeah5aM+p7Fr856RTztr1n2+vbh7W5xeR67KPaTRpNfikL85wLG8wGf+uvENEWJGD6ay1+8c1EsDdN6YVjsCb6t6GVXSTvtw+O9nf/3Iqh0pLXvFawhl4H+vkf1klqouh/4DUdXN/dXuzzs7sRJn2Nqxin/TFmoUVuyc3Z0RwAYFMVsjbKtXv7uqsdbueWH0MjrOgB24oJ32Rkh7vPytawZg4oo9Ym+DTStWZ8IlcCWxqo27SFxdveTcKH87mCFdC98i6NscL5epcUnOJk+Y2zCZ9sYLBsfMetZTcNO4MEq/Nc1OyzsTMCjL0v228TfpihUCSOxy6BRYs7ZhlbTqX6taZoJLhUzAzbXBN+iIoH0yGR2uowaeMOYV1OI76jdp1JrUmF1CNuA22SV/sEmEM/R5bvYvBx2gJjc2J2If6dSaqsVMJam1oTfpiQUuPLVd5Ex7MMik8rT91hpcL2HnkgWBOk/jUhFqlH+kZ9i0t6opLWpyehLQ2x48V7Ew87x1FH30TYpW+WNKik/0aKGdjPmky5C1am9iTSti58FbuVM7Wwj/pR3xY1jGNYR2jXQjw9Jri2uR+fdlnFw5Ej6/ifvrx4Tx3FuBlUUctNJFX6Uf8mcZxVZSjMQ7iy0a0xWPgp5GfUAq70bV1x18PI8+V9/424VnpR3zb4yrCc8zDfYy7at91I871cqG0WaIxNlap0o+4uX2AluMyJMDM6Jn16K04Cf0cf1feBWg5CDUetNKPeLwQ8+MZGsFkKeZ91eV/m/ts41d2fBP8b2OjJvmI8UthvCQSIfo9ZCfxIt835d9jBhF/MMyFvXkZk34ktfPjYVrI6J8IS+j7bsC5/jCIlciL0t6AST/iD/dtdoAtUC7bw+W9Jf9V9EXDuJJ5FBnTTLiN3kk/YhgPlqwcoUUOWHa8uotwQhScYiGDZadl57YN20k/YiH18TCNyHskVU5HJ/403iMFuWs9ZTftTheUVwXKRySZfQ+YYQpQ+eWR5v+99/yuC/1PPT0dBjafaPnmkWD1CZLu58UPolwf+yAK/v6cj7M0f/400Nr477p/AzMjtMYKZW5kc3RyZWFtCmVuZG9iagoxMiAwIG9iagoyNTQ1CmVuZG9iagoxMCAwIG9iagpbIF0KZW5kb2JqCjE3IDAgb2JqCjw8IC9MZW5ndGggMTggL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMzIyUTCAwxRDrjQAHaUDTgplbmRzdHJlYW0KZW5kb2JqCjE4IDAgb2JqCjw8IC9MZW5ndGggMTI0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nC1OOQ4EIQzr8wp/AAmTIYT3zGi1zf6/3SRMgyN8jr3QYQNtdnA7XPFQqD2vn3DWQTMsA9eGXbiFm5gsg84CWn072kCyjV7ypkwi/O2KnIirJj0YDM+1tQTO12FeEbls5Fv5gVEXVHSHsqaEMZfx7Dy7b/nK5w9DlChACmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggODEKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTc67DcAwCATQnikYwXwMzkJRCrJ/m2ArMRVP4jgBZIrshjekvBEGuFQZ2yvuVCR9blWKsiVADyuaGE4bkg3/WME2Ntbt91XABecDHeQfygplbmRzdHJlYW0KZW5kb2JqCjIwIDAgb2JqCjw8IC9MZW5ndGggMjIxIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDWQuW0FMQxEc1XBBhbQ8JJUzxqGE/efekj5B8IMKB6PjG0yxVMeXxK2ZVnIF4Yebfs7bKGdGyNTxZdLWso7AimxZpf5v9r9oVPmVgZmdI07P9wgD4PG9JpYY0rfoXGdYsljR7CpWjUI0jFgk4/tzm21yRqyVICQpKQ1EzugFtI8JReIpghzNXD1uCuA+bWU4q77WfsdP32CzDoBdraDmUR4q1mz0SkpwQEgFshzqhyHN2G/OgS6LeUdxhwa216/TtLOdltd7oWvV++AcjXS2K8QPlAF+P0HyrJSrQplbmRzdHJlYW0KZW5kb2JqCjIxIDAgb2JqCjw8IC9MZW5ndGggMTM2IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2OOwpDMQwEe51iLxCwZH3s8ziEFC/3b7N+wZBKIwl2NkZHg5rh0QM9CkV+quxThONzU2riEvWJtAGtQLpBJ/dsWGLWkTVgnsjJmb+gJSfyumlLLrHSP9qJm9ohL/oazBwxHdYUMZRZSkMk/RHsVtDOjuzEj/FC993aB077JW95fQEwZisiCmVuZHN0cmVhbQplbmRvYmoKMjIgMCBvYmoKPDwgL0xlbmd0aCAyNzIgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicLVE7bsUwDNtzCl7gAdbfPk+KokN7/7WUkiEgY8qURMc2LETgY4FQRRG/5DqCqMLfRT3yYLOoZGAL7oskI/F7ydrI2hAjnoQUPURZoitQWlD3cdV9Bu/LUoa5JGs3PBy5W/Gj9FWECHI9GOZUhvW3Ck6nWAvOwZ477nTZRPbrU1/ZCic0+rovWBpVhXmP78th7GzboceoKjSLigRPoxdr4iQxt17yGe3Na4gdom4WLyEzobP1F+NqYdOFW9eaufrPlXiIbu80nlSZm1dOLn5WK8rAW1U+g5wHbXZrNrVMjG9gfLE0eftkd7VCJnNvJTtdjfOcsHtGQbh5us7WVJidaNAt8D7/ff1c3/+VU2aUCmVuZHN0cmVhbQplbmRvYmoKMjMgMCBvYmoKPDwgL0xlbmd0aCAxMDggL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTY1BDoAwCATvfcV+wKRAAfsfYzzo/69CG2MvZLKbWXQXVDBhE4VahzPjoBIJieNJ4IjuIiqjvEtTW4irB6X6U6qz/SkfxIrTQrPlD64izaFd4m8crhbhgCnoQtppkMFaup+ZK+cLIaUpXAplbmRzdHJlYW0KZW5kb2JqCjI0IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvTGVuZ3RoIDU3NAovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFlEGu5ToIROdZBRuwZMDG8Xqu1OrB/fuf/lNOXr+RiYGiXECurGlrLvvvOlYsyxpW++Z0q9XtcyX+GmE5w8rLcpTN7fKsYTNvG33Z2GEDz5gDz7inDWJnpuWdNu9N/sQzsyz2sC8xVHGyxwRTKHzf4+B2ssnIDZ6iQOiBJ27duAWcRgdJUbXw+O2WcZvnAn/azXEc3GWonvuwXGG+qJVhEf0HtcImngCjQI5VR5XP9aPP9/p7TVf8Rqtj8cLvVVT6tdbdsRYov1agwOP9tYTy/Ycn7CV9CmgZrvywphMlGnmfSywaCi70bittoUkj+HMVT23eJ9RLSXQLVZtHSW6INE9qppwDYe/XoEs/d7njiUq692amv2jB+w5+VH9LRo5DIhwXKdEhk5LSt+p1cxrpcY582sNY8Y0bOMV7P90BwWObEJ0hUA2vcfqGB/bi4TsOtehn7PgKaoi+8vUine9wuVrST4SEeHKkjVAkllAl31NHgqqyBBYTSf5wUxNudXUDZG+LPnSr9tstGZMyzHMl2IyNIooJY7iL4fGOe4DsErzAd8auumrdh6enWMwJHzoxwznTtEA6adLYzw2teHrlb45WVSjJcgpVY/7USVZDlWOniEjKQyzWEtFY2qdz5HPNHZriJf30+6wF2U1LA1qLefBbSmdVbFpbGDR+C+LUWFTYwrJxK9aN/dM72tlDvUyWXqqIM5knR2oIReoIVXo9daSgKktQMZHCh5oUV3/RH+JvP9SaP/8DZqTmbwplbmRzdHJlYW0KZW5kb2JqCjI1IDAgb2JqCjw8IC9MZW5ndGggNTc5IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDWTS24kMQxD930KXaAB6+PfeXowmEVy/+08qpJFQS7bkiiSnidt2Ex7V9qssJ3L/vir7rEV175fta+tGlZT8VrltjWXfV7l09YKy+vEZcmn+Hlljl7FJWdui+1d4/MK2qxIC+dkDHNuTE4/L6ePAPgqm+OaA6qeE3Yr0xxoebmR03KqmoNFqy/uJP2LLPDs01V0V3Wn1Vjm51j5sRhlFUdYgqmSHapUgZKpiq6cKId547KjCclTZLJZz87RDT4HZSmnyqnGR+dyPph9EMwhTLDsoC2mCyI3OKFznOq5Y/oTXQw2E3uhDMipPIPZYIUTRyQACxpq7IJdtWdw4LB+uyQhhlrkYiXiIE0aS5J3Aw5G7h3IeafaFbm/hDvaCO8xErbGOM4mCkNuiwijU3iQma7wFhwR8oEpPZhZpLsx/cPfASWUOdJPCPaYNq/uOzKuZIcbi34RxNsyLfJDdU+7UzIrMtt9/FoA3SkhdFM5EkE5dZZtCJ2DG2O3GNiXu1/PSv0xxIKrX8t/Xv/aTkG/7145UnohBAPJlp7q0X/Udoa78lfZaVOqjhwuH2MuKrfzmxqTtWgqGUL0ZfR/1tFpLvGlbdyKoiVsz4BHahb4fMho4o5Ys9WQ/sizZMp6rE6MVrNXqROn0+2cOH1ClRywpM7wreeRPZsejKyeV5iwwZaFdz8AxjjsYHXxn2P92Dx4wFrpGelGSKvOkaVVJVA9G5/ydz9OqvEMfYkcsYubdrNbtyu50MqdP4pInb//AZdw4CQKZW5kc3RyZWFtCmVuZG9iagoyNiAwIG9iago8PCAvTGVuZ3RoIDY3MyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw9VFtuHDEM+59T6AIBrKft82xR9CO5/29JaVogG2tnLIkiqc3jssS3fEVIRsr2lF/62FWxlJ/H1Rk4HtsRT4Qpn8d3Spj4dUmTWFeKj8NC9pbwErwJ1FNVPk8XtSuRRzTXnDv6DaJbwhumu3MM6XiD/5ZsE2J7mtjhG3b1RdhAo2tQ6eEbgHMrIWr3JRyD5+ex2vMkqm9Y32KOreoqek5X1e1vH83dnZWY0EPB02BTcEG0CmxE32fP0xEm5A1OzJzhgFUAnEVBEbs0ZWwLCokChDYsPiZONgFs0P/K8Xn+tDKxjNKAEEaOe7EwOFKiW3kFIgx8QDXVu/gOICB14W7go8gtkMrcfV+644LuUEmNOUcIRlldIVv3K3mt5VYpVgR9ZaAcVNT445hUAAHwF3I94JCylgg5BaqBtEAu5+GJkfeaJzk3zP3NMc2uovd2VT359tGt3VlrkChsNNhIN9Hqi17/z6PvhLzBiTXj5UDJCD6UkixRm+HNljWTpqeZpQ2Ga2M22B+Lzjw8/2nFxfqBnKcjQ86X0/xXvuw0Giyf0iy8K0oH0ki44OAQ4/TfaARoK7iuChZ5VMsNPPQC9gNOAnY7rHxZARX9Nv3KrUE9tOwo5RsOZxk0p1lw/44jPk9xIyE3ZuOK47eh6WYAfrCziRbQqJSTokJx5YGX64xntZtpTnC5ECWb6mCttt5WFJHd1po/OWRqj3N8IgLkDYdCk0P+d/v3dtWo+/aJc7tzLm8gifUfZAlvZG/YGeQ8ZxQ6n7PBWxw17npnD2wPyQgfchzVvcbVtyn8xk54kxrHmuRc+2U93VoG/phSFZ4jU0dOF96WMTFdy5p6WuXeZZTUcUDUoiPCow1CU41lHItCEzkWpE312oyW+/0Xj/EVOwplbmRzdHJlYW0KZW5kb2JqCjI3IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvTGVuZ3RoIDQzMAovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNUkuyIzEI2/sUHMF8bZ8nVVOzyLv/9km4M5lFFySAkITHiiM5XX4Gs6gtK1TCS5YtibnkNZa6+FpSx8TTpKrEXVGpmOLzSM0tdlxyqdhmJd3FCoiYsXKJqI6vEXN25rm7w+0zY9sbxVIb1SyfPXpOb9a1m4lWPNw0Z7PV8GbPSD2oMHP0oiOxhzMJHFSAUoZe/Kr03lMryQCb64ApmLRqcFvGCtkupyMTDl09jNADhat3eXfQgztDV4hCl4hK3+4eOsnNXQUTen250X2y7bsA7XOf1/g7qvS5VWdknSUZuAy+LPpRviU3/mF1Bj7kSuTcUOvRfRWcA6skmyQL3mjztru1MUKbzs6cjvXN9Jlxi0bxaY1qO549RpXYbNBHJhbxcDPPZmt+2Xdsbcxi412gI/L0THijASWAS9SY2nt8Fxlgsy+8PzDhdcjNgzNk61BH9o63QT2M0AOFzKiYHfTgzpAhUegSUenb3UMnuZnOkgm9vtzoPtnyGmT/uQ9vtfEK8Kh/biLvYd+gjHa+ieGJvodr/pd1MaH2X3JrBXLfrIvPrjfW/vkFaxG3vgplbmRzdHJlYW0KZW5kb2JqCjI4IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvTGVuZ3RoIDYzNwovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNVEuOWzEM279T6AIGrK/t8wQousjcf1tSTjDdxJwnm6IoaZ5MlVwpP08eoHQpD0lPqT0lbcrrWVaSM2QtkzgmG19jOyO4E5ryflaWBL4vxx1bsib+BsvrIU8EeDMk0qRsS5QxMnEXnLlwdyNrkr8QSTDk3J01Oxs1BSLhs786tawjrojmQcQCvH5E94KCEIXqULLtBIFBpIYiwRQ9DhIVCyRXijQWb6BzlBoJeggolhgKGRvvIL8mpRRKUIpEpMgQiOBuFiKbbAmRBYPi0EYILe0TbCiMyGFjn1mfiOa9+2600Ih3F/tBKJcoNe6JdzyR6+xGBYv73AdnG39WozXv2zWBY7FtExF40ScqXmyuz24W2OBMFXQu1IVbBWMRgU9lqBYVMud3cF7P3yemw1PDEBHZ6Sr0FziceT97/49ukOP0i7RRYmDYxIJWrSOF3qizxQsDpZP1QaX1YdRGQM9UBhq+fMvwrtNSRt5hHOuO9DjsHYdx6LytHNo9dgDjMzZ0KHLFOQDB+f2A1+NwtaFjWvuWa3xfGpI0m4VfftP1San4pQhd2qI0vzK18xWKZBn87aoIUKXW7KINTbo2cNJpjKMlinH82s9WVCVf/zTA7cLo5ezluzsXbD2WPAU7VZB6olcRHoMmsVKKlWJ3Ve8qghx9D8yVwk9awROzjOkh8nVvOPbmvnEUTRY72ay2PmkMapDWwLGi169FGdRApDkXo482gAB8He3Lo1e1e4HP4BrYcZIPr15iuM/lpecYeAoa/b+BEgcMoeRR+/azmINlEbFM3mDh9w2tIAutISu9unloHjPTSyrpYeqNo9lC5/n1doJN+fMPOLICPQplbmRzdHJlYW0KZW5kb2JqCjI5IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvTGVuZ3RoIDExMwovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNzksOgDAIBNA9p+gFTORX6oWMC7z/VqjRsmleMh0AUHtj43ZDylSbg9FR1AeGSKhID5spVtH40l8inGm8S7nN4dvrcMGIubxj3JAiyolYkJn/v7LRxdqGrFFJvhNlX0CZZzEXzYKvbg46H/pxMcsKZW5kc3RyZWFtCmVuZG9iagozMCAwIG9iago8PCAvTGVuZ3RoIDQyOSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1kk2y3DAIhPc+BRdwlfiRJZ1nUqksXu6/zdd4spgBAYam6fkMGxbH7tpWK21m2C+/8rj5fuxvezG3/VxRj0UNeWNbZJkvbIT5nBYj7HN56jsiMYjWa30pg7eXeQ57iM9hTCS8hjHSz6I3zY7M5wryepMNZhyKVJ3OZ4sPls1jWWFL1TmXbd7PMR+PJbA8HiVYwWtar/N87Vbmz3UoPMmGJ2h+usHewqjX59pFHszZZW06nCAISHB3KwocFHNMyACUq3eQmSGyVvMZtJIFT5328qh2WbFIbdFTrNA/blDjtZkaKO/OyUTB+XrsUNnO/DrrEVPJks6eM6yJocPNnjHtVnjwjBTEo6ZcFtB3wj06uMuVod0NZcECNwuEj7acamd7jhru4oZJRZ/FvbrbYUy4LaYo/LCK6ZAQBR5vQPa49AYl/DvNBYbjcNhqEWmRFI0ODRKAdBRSIeTm6C7cKcH383pfSvAkChjJJevQPFVNx+IkkkexfWrWew6pEFzJFtW6Ko7g/4UmVcOTzhKr2oqfeCM6/5ScsnuAd+oWo6VXMPIVmLT2+x8w96IECmVuZHN0cmVhbQplbmRvYmoKMzEgMCBvYmoKPDwgL0xlbmd0aCAzNTEgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicJZI7bgQxDEP7OYUusID18e88GwQpkvu3edQWA9mSTFLU1B02LLe96lrtZTPSvvypNY3b31M77GSXTnQg8X661X6fmmUvL6sc9opjNcJeuejITaXKslaDp3/i+4muXItUJi36jVPxdUC75qloDnAof9BWtofttLnNh2B46cLnfqZCZDavxd4Iasa5LKcEg5zn2KHiB2QHsUSZ02pBuRiCBr/H5tCLyLAJRGxvVxI1ilAA3hlVkJv3EiW0AsqBXXNYYa3cq51tGKdRsoxTXm6SdNGx+MboiZjT9Um/ukAqVXLJgW1iruk9miIqT/Up8KVqYoKWIcZw+LHPxTGWOSvLs9pmVr7IaC1toxB3u8E66PdgPSs/MdsnnfBFHc4C9cbrqAKKBxXmwAjH/CPNjnpS4UjGRfbS/0Uoxx13EJfY2CtOzcAdkTHb0abVAIVXcpyRP3/l+/l5vv8BOCqBMwplbmRzdHJlYW0KZW5kb2JqCjMyIDAgb2JqCjw8IC9MZW5ndGggMzU0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEWSuW3FQAxEc1XBBgQsrz3q+Ybh4Lv/1I+UDQcCR7xnuLm3DLEjd4Skhqy15EOvsCk2TL4fRNa7keuQMBN3rKZ4DnldMZb4GuIHu+sLCapfV3lD8SQexrhPCd8V0S0Ri9nYNLE1274uswcpU8OxszoHEeXPM0WptXMeSzYRkE5yXfFi88jqwKYZDNnZXGzOMsw4WsAVH9s5cNVS6RKwnEdo4NtlZbnhRUHR1HGaeA2CuNUoalhCi8CvbK/ri5jSvxUcBRBwDMGHwjfrlnS3tRR0ub0oad/BcrZlTX2Q7spgOjLe1lJY0oV+Q2XJLip4ZwrypJYjWE1LAshpnDqy7ixjli0BcnBBSgfZGD+4Ed4hPWfTLfW85w3QRNw6PN3rKHGqQM9gYnbX/NU4W2Rnt0LO2ZJVHE3zeRYsEnXewYfYwREiZiu6G70b1Wt8X3/v8kG3Z0f/kT7yfl2fPygGhYYKZW5kc3RyZWFtCmVuZG9iagozMyAwIG9iago8PCAvTGVuZ3RoIDM0NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNksltAzEMRe9TBRsYQNy01OMgyMHu/5pH2gFy4h9KQ/5FmUeG+JI7lqQPSXP50kuBdoa8rvDT6PlB8UEeW8Km+KaOIaFTHpevkIjglE5u7s+uj8tWvjtZNcRYGlH/mB4J52QYE7doTdTgRJf3bJ3KHhNN6rQ6CVDQcXbx/5tv1smH+fP6uezsFvSClzaq+TlUYrIzF/dzgNRbvMfparN4NbJkktr5j1D67D2aMMA4HQ5rFZaUHCiVzvoHclkFZ3ClvpGEa4FWL7rhkIEXCjEnjske1T5H9oSqy44uqykVqAAw84Z0WX0bRqrJ3fN8HbJ0pHhn6uNd4TXfyKzShjx23VbRKJbe8CwzEaRaDB/X5kUMwShG5qQfzRfFp16M7i72WSu2dilxXXXb02nP3e8DJaEEW1ZHB+vWEejkmXBB0Z2jbDJDLgaXfRXYX4QP4vz+BW64f5UKZW5kc3RyZWFtCmVuZG9iagozNCAwIG9iago8PCAvTGVuZ3RoIDIxNyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNkUuOwzAMQ/c+hS4wgH6WrPNkUMyic/9tKbtFuuKLqDgmY87EJJN+bJJNplxFvzIM8xSm/2GmICVThzqZBDToGsYLlKRV0AXlrdfQuc4EhyYXqRRFWTtsFJkkFRQeR1nhNE188TlM84vcJ6jdm/qyIJEvervzhnNGezeFfPYDa4KnSCVR3Kq8b2Gy04kbpTmaQTbvTJLIH9gt9IF3VLCR1Zmwl2vSTo36dPlWOHUmJl3sQoetuztrQpvd8+JTfc52mtDq8xDaM/SUnPT5J9f4G48XfAFTJgplbmRzdHJlYW0KZW5kb2JqCjM1IDAgb2JqCjw8IC9MZW5ndGggMTk4IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2QMW7FMAxDd5+CFyhgUZLlnCdF0eH3/mtpIR/tEPDBjARSeRETlfjwRLJQVfi0cZC78NN0zNeI4D/ivh7ySIQ7fC+Elb7APWIaIgxe0kw4d+s9fK4mbs3lBJc0phz2Jr2wehONiHkcu5b2O2wHfEkV2XvGNO3615aBatO6sh178j79Gk7BV3t/FMwmvqkuJVvgDMRWHlfiq07CtZHq55M6lzr7bj19q+nMpdxQ0tDGe+RpQfZ5T/b3be/xPb5+AWPwSFgKZW5kc3RyZWFtCmVuZG9iagozNiAwIG9iago8PCAvTGVuZ3RoIDE1MSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFTksKAzEI3ecUXqCgjtHkPFPKLDL339ZnhhYCPvK+akZMzvQ6OskwCgt6SxPv1IXpLgRytRh/AG79VKtdLTM8/TdAsFJSIUGRTyedbczMFhLeHaJa92xyzP3TbSvcH4tkETJqV0bioiMZoNRB4V3L48ZgMsV1EFJdj+rBTYat0JglyGHbkUMRgf1I4afiap8v8V41tAplbmRzdHJlYW0KZW5kb2JqCjM3IDAgb2JqCjw8IC9MZW5ndGggNTQgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMzIxUTBQMDdV0DU2VTA0M1QwNzdXSDHkgjFzwSyQZA4XVBWYAZLLgavK4crgSgMAF6kOiAplbmRzdHJlYW0KZW5kb2JqCjM4IDAgb2JqCjw8IC9MZW5ndGggMzY3IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2SO24DMQxE+z0FLxBA/InSeRwYKZz7t5mh1ogrzYofPc5ybZMhlfLlKctN0ky+9YqlEmPIL5S1el05oGIgZUmUSuaW2CqPK9eWVJVp3g0mIjwf10ScqpQZUyrwPSYiNR3VuFlD+FrtkJjstgb6I29pSaBmoauvYsS2eFaDukWfttiNiiO8ror6UAayozxSylGP/LJE5yAFqPnWXLjJlIlMniC3o+bAlImpt/b0mLZA7rhJ8pVkeDuECPkWPMCtY75ErZ8axJ3zYGKD531OvhM7b95Q+1CHnIrkMaLJfY+b3PHTSO6xm9M5SZPbPsrKmtwybnLz2eSGv0FyG3mTK2pIrrWbXEtvcp3W5Jqryftscqrb6fwXqdwV5QYchfrAxlD5WxW9RC/+e5AqHZn8w4Y5AwxGr+CAOTJ3R+BCgtfy7Jr1W+95ExP5qN41v7cQHs2zh3Qv9XDEZiQSX/QHGXTxve+P6+d6/gE/vJP0CmVuZHN0cmVhbQplbmRvYmoKMzkgMCBvYmoKPDwgL0xlbmd0aCAyMTkgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTVE7bkMxDNt9Cl0ggP6Wz/OCokN7/7WU+hJkMEiYlkTRcZSYdtDDgkILx+gpq6nWpt9hLf4sd/1gWudm5kFuTlZJLoXjdC1nJXch28AIMj2D1zLew7TfB5Mm0BmKOpjhRrvLJhXUcityEv2NpDAngRs4NZJgeCuJOmwzmDEK337v/YaEMIikvFm7l2H5Yuju2KqneaD3geM87RA1Xu0QygHCg59qBRsFJ+nuzp0PwpScfTtaRgI68Zqdwc7oP/CeEZ1XwUsqlBDczvuafV//ca3v9fUH7ZVR4AplbmRzdHJlYW0KZW5kb2JqCjQwIDAgb2JqCjw8IC9MZW5ndGggMjk4IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDVROW7EMAzs/Qp+wIB5ynrPBkGa/L/NzNipRPGYg+y17LIsO6usK6wj7cuPuG+lfo+opxjX2JljvvCPsM/haD+XuSOZtttyI4vytPVmorZ5MImKT5InLtGFehmszbn0ZY1KE3gQ3MvWWCG9b6sSn2+rAWEBGXVfnHFU4trW3hY1MkD1fMGQl6KcUUcC7ZkpVIhSPUKt9c9Te4tY/ejomFdYw7+Uoo/C9cqJIljrXHLasV7rTQst0qHu61lTYUPYWmVyh4Xqs9ScrTVnxrP29xCf40dHCd4kyxnk7QbegnuIpyVeo2DJIWLpjZfNIRyt6OAqOFKX+IjBLCCrW3x8sdQsRb5LHa45HSJvoXi0UPk+PIzIzA4q4YykCYTLKgp/jdDT9x84zncsCmVuZHN0cmVhbQplbmRvYmoKNDEgMCBvYmoKPDwgL0xlbmd0aCAzMzIgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPZFLbsRACET3fQouYAko6M95HEVZOPffpsCaLEbUGBqKR+4tKivl8q2S0yUd8mXDpkmayi9VSCDkGbZTgiWuR2JDHFPiHLmH10NL8RPdAHgb3SN0t4r51qayWxozGS6h6KHA6ujplekZfJdLbDIGIzrDujO74Uz24qQaX2aMM1h/LQln8CrHoaJJcJkrQuDakYZ3tPIEK5a4b77JyqjLZS62CYDjuebi5+JB8bRoWM/4YGtVsJ5/bM/4GZZHfDZCKlun8qV6LU6gM1sqZrsGrC2m/MeL0FzZYI5+jPtOsiYtBqLDbuJHoASuZQs03DYxW4RaVYcf2bVUkbG6wvI2UvFlXQocEbmJiRF8qZ0h3UB9ZT86AJFW5OwzW/kq5toQow/hoCLKMh28SG2BUw5qLSy64A/5Lo6+aaEAr924uPkH202E3383Pn0cCmVuZHN0cmVhbQplbmRvYmoKNDIgMCBvYmoKPDwgL0xlbmd0aCAyMDEgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPVAxbgMxDNv9Cn6ggCVKtu89VwQd0v+voZS0EwlTskjyEBM78cUE90Y68W2DKxE0/A5msQXGQsQEWei4B71YgBZCTUxrvIfr12K+asLgcekPlkJHeMJtI4zwqf3rSLHLwOOwI1wB29TN2jF5oRts6SfNNm5vxdr4c3wSNEmbIrb8n63OInYmYk1dFcqju1xcV/lKalq+dL0qoDYLK2W8X5Q73buH9FlKitmR2927XZ+1IladPd9MPVFpKvdfr/f4GY8X3MtHNwplbmRzdHJlYW0KZW5kb2JqCjQzIDAgb2JqCjw8IC9MZW5ndGggNDA3IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nC2TS44cMQxD93UKXaAA6+PfeToYzKJz/20e7SwaUtkWRVLqmt2aVbO3thWxR9off3qz1ezvs8pGM/dh1c1rWnb7PD6nRbdo+lmkK3yeGPt872XBS19WyXHmsr4sa9nyE9xd58pCF3TgZcYw70M3HuYC225OTYwy38KKlha+7ft4J6vLLUbaDou1eDJApB6grDphBcckFWUzUEJfqBfi0CJ2Ds7qR3zUOJFe82bZgKFnJqiXOZ50mCQNC44lf6bQTtYcfsry3PFuy2Ms2Ufd3KciUVBgJmZViWNSWR0hhyUe141w8Zv5orbjil6UuHhHSbYznJJvGtIx4mSDk15YQZwNDRqUtKaDLw3wCoyJvdUHpsG7LzOQ76ogds1tHz5ST4V4L9wK4ubb21EPD6ZfIT+LiNNDXCo12zgr5lk3utCULUzjcNQZUV0joQRvWEmP23usY9Av4In0FymJjW+u/8RfdlSroF2OvBGxQCjz0Ykskm5SaN6ogSKb9tIOIqdzs5kaYNO6spcIuX+Hz/P7/PwDnIWXCAplbmRzdHJlYW0KZW5kb2JqCjQ0IDAgb2JqCjw8IC9MZW5ndGggMjAzIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE1QO67DMAzbfQpeIID1sWWfJ8XDG9r7r6WUIu0S0qJDi7QR6DAcHjCfmD7wkGY2wMmrmSuGljR6gQvOluSQjSdvKg7dMOHEJnQHzTrvaCwyh85OpEKrxLPJviYyrP4RE7qV0jcce4EO/O58K0/cik/dOKQTKdxkliLLf9glms4f5rf6ZdL9w9ZGQgSBXURutALsKFd2qpu9WEVg5ID2CRagXN4qsw4oxykxMfNpxtKpdY5LZSyrFnuWTgOeaXd1frb/9vcGXnBMCAplbmRzdHJlYW0KZW5kb2JqCjQ1IDAgb2JqCjw8IC9MZW5ndGggMjE2IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE1RS25EIQzbcwpfAIl8gfNQjbpo77+tw5uRukC2QogdE1sxkIHuEyGbZ+BLGiuyJn6LVOmnScg/Jis+TDckB9aCzIUUnCY7YQbVhA7oHAWnKcVITAjOBq2m0ywUTp5UD9hyzBpie4MWXKgxkh3jap3mpUhlN6dkXtThdUP2ePys8rBu5dap9mac4HbJehP2Cj2tRJ+wIOj1xhW6bej2G5Fy00Iuo09osgvpkaa73e29XpdbInOs0cE6R1B9GWKDthnYacnUZNYHSNx/qNRP+26vPxehTCkKZW5kc3RyZWFtCmVuZG9iago0NiAwIG9iago8PCAvTGVuZ3RoIDczIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDWMywnAMAxD75pCCxT8iZOFSunB3f9a09QHwUO/cKFQjYcHQ1dJeCqGbXzQZsJlfLWEWfxUyx2qNNkcnKugPxI3rhcLJxP6CmVuZHN0cmVhbQplbmRvYmoKNDcgMCBvYmoKPDwgL0xlbmd0aCA5NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1zbkNgDAMBdDeU3gBJN9O9kGIIuzfEoLTPX0fP1tDQlE81DHD0JnwZIjsiw/scEAIr7UBblTSrmjUp8RaZRxb8+9/yiwlYcP8oJ4VmUbJZ+sa7voBN1wvAwcfegplbmRzdHJlYW0KZW5kb2JqCjQ4IDAgb2JqCjw8IC9MZW5ndGggMTA0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD2OQQ6AMAgE77yCD5gAhYr/McZD/f9VaNEDyYRllzVxJOSOWzM0lhjCk6FxQ1HCB3KZ4gBlLZKuyN4mSRGHY6mVFmIYMuQjSfGYL/J+L8oMObxyF2lVGWDkRauT/JS7G64XCcclJwplbmRzdHJlYW0KZW5kb2JqCjQ5IDAgb2JqCjw8IC9MZW5ndGggMjA3IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDWQS47DMAxD9z6FLhDA1Meyz5OimEXn/ttSdroI9CIaAsmwLl1SLp0ugeTX5YVm4CpT/g9R+DwEMefsS3z/d7mbzyKViJomQ2s6lbEO5agZMu3Mu6HHQWice3ACVpY4CifF2QnDBIs3YUpR6fmySUeHnHSMf3jVHtLRZVlBmvgq4L29cf09/yUukSWs/ay8QofoNhEQDbpGVh6t0FgUdWcmoMJuY7W/lGUgK/aAIAqyOoJtZEzEqXvOM9mSHfJqdrLhp/27/bX3F3R+TeIKZW5kc3RyZWFtCmVuZG9iagoxNSAwIG9iago8PCAvVHlwZSAvRm9udCAvQmFzZUZvbnQgL0ZMUkJQTytOYW51bUJhcnVuR290aGljIC9GaXJzdENoYXIgMAovTGFzdENoYXIgMjU1IC9Gb250RGVzY3JpcHRvciAxNCAwIFIgL1N1YnR5cGUgL1R5cGUzCi9OYW1lIC9GTFJCUE8rTmFudW1CYXJ1bkdvdGhpYyAvRm9udEJCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdCi9Gb250TWF0cml4IFsgMC4wMDEgMCAwIDAuMDAxIDAgMCBdIC9DaGFyUHJvY3MgMTYgMCBSCi9FbmNvZGluZyA8PCAvVHlwZSAvRW5jb2RpbmcKL0RpZmZlcmVuY2VzIFsgMzIgL2NpZDEgNDYgL2NpZDE1IDQ4IC9jaWQxNyAvY2lkMTggL2NpZDE5IDUyIC9jaWQyMSA1NCAvY2lkMjMgNTYgL2NpZDI1Cjk3IC9jaWQ2NiA5OSAvY2lkNjggL2NpZDY5IC9jaWQ3MCAvY2lkNzEgMTA0IC9jaWQ3MyAvY2lkNzQgMTA4IC9jaWQ3NwovY2lkNzggL2NpZDc5IC9jaWQ4MCAvY2lkODEgMTE0IC9jaWQ4MyAvY2lkODQgL2NpZDg1IC9jaWQ4NiAvY2lkODcgL2NpZDg4Ci9jaWQ4OSAvY2lkOTAgXQo+PgovV2lkdGhzIDEzIDAgUiA+PgplbmRvYmoKMTQgMCBvYmoKPDwgL1R5cGUgL0ZvbnREZXNjcmlwdG9yIC9Gb250TmFtZSAvRkxSQlBPK05hbnVtQmFydW5Hb3RoaWMgL0ZsYWdzIDMyCi9Gb250QkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0FzY2VudCA4NTAgL0Rlc2NlbnQgLTI5OSAvQ2FwSGVpZ2h0IDAKL1hIZWlnaHQgMCAvSXRhbGljQW5nbGUgMCAvU3RlbVYgMCAvTWF4V2lkdGggMTA1MiA+PgplbmRvYmoKMTMgMCBvYmoKWyA4OTIgMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgODkyIDIyNCAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNAoyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA0NDYgMjk3IDU4MyA1ODMKODkyIDg5MiAyOTcgNDQ2IDQ0NiA0NDYgNTgzIDI5NyA1ODMgMjk3IDQ0NiA1ODMgNTgzIDU4MyA1ODMgNTgzIDU4MyA1ODMgNTgzCjU4MyA1ODMgMjk3IDI5NyA0NDYgNTgzIDQ0NiA2NjkgMTA1MiA2NDQgNjI3IDYzOSA3MjEgNTk2IDU1NCA3MTAgNzE4IDI0Nwo0MTAgNjI2IDUyOSA4ODQgNzEwIDc1MiA1ODYgNzUyIDYxMCA1OTIgNjIxIDY5NiA2MzUgOTYxIDYxNyA2MTEgNTk0IDQ0NiA5NjEKNDQ2IDQzNCA0NDYgMjk3IDU2MCA1ODggNDkwIDU4OCA1NTkgMzQwIDU4OCA1OTIgMjQ0IDMwMSA1MzAgMjQ0IDg5MiA1OTIgNTc3CjU4OCA1ODggMzgzIDQ3NSAzNTcgNTkyIDUzMCA3ODggNTI4IDUzMCA0NzMgNDQ2IDQ0NiA0NDYgNjY5IDIyNCA4OTIgMjI0IDIyNAoyMjQgMjI0IDg5MiA4OTIgODkyIDIyNCA4OTIgMjI0IDg5MiA4OTIgMjI0IDIyNCAyMjQgMjI0IDMwMyAzMDMgNDQ2IDQ0NiA4OTIKODkyIDg5MiA4OTIgODkyIDIyNCA4OTIgODkyIDIyNCAyMjQgMjI0IDI5NyA4OTIgODkyIDg5MiA4OTIgODkyIDIyNCA0NDYgODkyCjg5MiA4OTIgODkyIDg5MiA4OTIgODkyIDIyNCA0NDYgODkyIDQ0NiA0NDYgODkyIDIyNCA4OTIgNDQ2IDQ0NiA0NDYgODkyIDg5Mgo4OTIgODkyIDg5MiA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQKMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDg5MiAyMjQgMjI0CjIyNCAyMjQgMjI0IDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNAoyMjQgMjI0IDg5MiA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgMjI0IF0KZW5kb2JqCjE2IDAgb2JqCjw8IC9jaWQxIDE3IDAgUiAvY2lkMTUgMTggMCBSIC9jaWQxNyAyMCAwIFIgL2NpZDE4IDIxIDAgUiAvY2lkMTkgMjIgMCBSCi9jaWQyMSAyMyAwIFIgL2NpZDIzIDI1IDAgUiAvY2lkMjUgMjYgMCBSIC9jaWQ2NiAzMCAwIFIgL2NpZDY4IDMxIDAgUgovY2lkNjkgMzIgMCBSIC9jaWQ3MCAzMyAwIFIgL2NpZDcxIDM0IDAgUiAvY2lkNzMgMzUgMCBSIC9jaWQ3NCAzNiAwIFIKL2NpZDc3IDM3IDAgUiAvY2lkNzggMzggMCBSIC9jaWQ3OSAzOSAwIFIgL2NpZDgwIDQwIDAgUiAvY2lkODEgNDEgMCBSCi9jaWQ4MyA0MiAwIFIgL2NpZDg0IDQzIDAgUiAvY2lkODUgNDQgMCBSIC9jaWQ4NiA0NSAwIFIgL2NpZDg3IDQ2IDAgUgovY2lkODggNDcgMCBSIC9jaWQ4OSA0OCAwIFIgL2NpZDkwIDQ5IDAgUiA+PgplbmRvYmoKMyAwIG9iago8PCAvRjEgMTUgMCBSID4+CmVuZG9iago0IDAgb2JqCjw8IC9BMSA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwIC9jYSAxID4+Ci9BMiA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAxIC9jYSAxID4+ID4+CmVuZG9iago1IDAgb2JqCjw8ID4+CmVuZG9iago2IDAgb2JqCjw8ID4+CmVuZG9iago3IDAgb2JqCjw8IC9GMS1OYW51bUJhcnVuR290aGljLWNpZDE1NzYgMTkgMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDIyMzkgMjQgMCBSCi9GMS1OYW51bUJhcnVuR290aGljLWNpZDI1NjMgMjcgMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDI3NDYgMjggMCBSCi9GMS1OYW51bUJhcnVuR290aGljLWNpZDMxNjggMjkgMCBSID4+CmVuZG9iagoyIDAgb2JqCjw8IC9UeXBlIC9QYWdlcyAvS2lkcyBbIDExIDAgUiBdIC9Db3VudCAxID4+CmVuZG9iago1MCAwIG9iago8PCAvQ3JlYXRvciAoTWF0cGxvdGxpYiB2My43LjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcpCi9Qcm9kdWNlciAoTWF0cGxvdGxpYiBwZGYgYmFja2VuZCB2My43LjEpIC9DcmVhdGlvbkRhdGUgKEQ6MjAyMzA5MDExNTQxMThaKQo+PgplbmRvYmoKeHJlZgowIDUxCjAwMDAwMDAwMDAgNjU1MzUgZiAKMDAwMDAwMDAxNiAwMDAwMCBuIAowMDAwMDE3MDcyIDAwMDAwIG4gCjAwMDAwMTY2OTggMDAwMDAgbiAKMDAwMDAxNjczMCAwMDAwMCBuIAowMDAwMDE2ODI5IDAwMDAwIG4gCjAwMDAwMTY4NTAgMDAwMDAgbiAKMDAwMDAxNjg3MSAwMDAwMCBuIAowMDAwMDAwMDY1IDAwMDAwIG4gCjAwMDAwMDAzNDMgMDAwMDAgbiAKMDAwMDAwMjk4NCAwMDAwMCBuIAowMDAwMDAwMjA4IDAwMDAwIG4gCjAwMDAwMDI5NjMgMDAwMDAgbiAKMDAwMDAxNTI0MCAwMDAwMCBuIAowMDAwMDE1MDMwIDAwMDAwIG4gCjAwMDAwMTQ0ODMgMDAwMDAgbiAKMDAwMDAxNjI4NSAwMDAwMCBuIAowMDAwMDAzMDA0IDAwMDAwIG4gCjAwMDAwMDMwOTQgMDAwMDAgbiAKMDAwMDAwMzI5MSAwMDAwMCBuIAowMDAwMDAzNTAyIDAwMDAwIG4gCjAwMDAwMDM3OTYgMDAwMDAgbiAKMDAwMDAwNDAwNSAwMDAwMCBuIAowMDAwMDA0MzUwIDAwMDAwIG4gCjAwMDAwMDQ1MzEgMDAwMDAgbiAKMDAwMDAwNTIzNiAwMDAwMCBuIAowMDAwMDA1ODg4IDAwMDAwIG4gCjAwMDAwMDY2MzQgMDAwMDAgbiAKMDAwMDAwNzE5NSAwMDAwMCBuIAowMDAwMDA3OTYzIDAwMDAwIG4gCjAwMDAwMDgyMDcgMDAwMDAgbiAKMDAwMDAwODcwOSAwMDAwMCBuIAowMDAwMDA5MTMzIDAwMDAwIG4gCjAwMDAwMDk1NjAgMDAwMDAgbiAKMDAwMDAwOTk3NyAwMDAwMCBuIAowMDAwMDEwMjY3IDAwMDAwIG4gCjAwMDAwMTA1MzggMDAwMDAgbiAKMDAwMDAxMDc2MiAwMDAwMCBuIAowMDAwMDEwODg4IDAwMDAwIG4gCjAwMDAwMTEzMjggMDAwMDAgbiAKMDAwMDAxMTYyMCAwMDAwMCBuIAowMDAwMDExOTkxIDAwMDAwIG4gCjAwMDAwMTIzOTYgMDAwMDAgbiAKMDAwMDAxMjY3MCAwMDAwMCBuIAowMDAwMDEzMTUwIDAwMDAwIG4gCjAwMDAwMTM0MjYgMDAwMDAgbiAKMDAwMDAxMzcxNSAwMDAwMCBuIAowMDAwMDEzODYwIDAwMDAwIG4gCjAwMDAwMTQwMjYgMDAwMDAgbiAKMDAwMDAxNDIwMyAwMDAwMCBuIAowMDAwMDE3MTMyIDAwMDAwIG4gCnRyYWlsZXIKPDwgL1NpemUgNTEgL1Jvb3QgMSAwIFIgL0luZm8gNTAgMCBSID4+CnN0YXJ0eHJlZgoxNzI4MwolJUVPRgo=\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plot_feature_importances_cancer(forest)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qVDvIAy2pK2h"
      },
      "source": [
        "##### 장단점과 매개변수"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "s7uZ6SIlpK2h"
      },
      "source": [
        "#### 그래디언트 부스팅 회귀 트리"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "v7f2FBi9pK2h",
        "outputId": "84cdda6b-0684-4c5f-a113-1f178123c7bb",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 정확도: 1.000\n",
            "테스트 세트 정확도: 0.965\n"
          ]
        }
      ],
      "source": [
        "from sklearn.ensemble import GradientBoostingClassifier\n",
        "\n",
        "X_train, X_test, y_train, y_test = train_test_split(\n",
        "    cancer.data, cancer.target, random_state=0)\n",
        "\n",
        "gbrt = GradientBoostingClassifier(random_state=0)\n",
        "gbrt.fit(X_train, y_train)\n",
        "\n",
        "print(\"훈련 세트 정확도: {:.3f}\".format(gbrt.score(X_train, y_train)))\n",
        "print(\"테스트 세트 정확도: {:.3f}\".format(gbrt.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "nlP3zNxDpK2h",
        "outputId": "99f8a0d2-a8b4-482d-bcb3-d4c04c3de135",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 정확도: 0.991\n",
            "테스트 세트 정확도: 0.972\n"
          ]
        }
      ],
      "source": [
        "gbrt = GradientBoostingClassifier(random_state=0, max_depth=1)\n",
        "gbrt.fit(X_train, y_train)\n",
        "\n",
        "print(\"훈련 세트 정확도: {:.3f}\".format(gbrt.score(X_train, y_train)))\n",
        "print(\"테스트 세트 정확도: {:.3f}\".format(gbrt.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "i3fV6XgTpK2h",
        "outputId": "2d88d6ad-073a-442f-a7b9-53350876f812",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 정확도: 0.988\n",
            "테스트 세트 정확도: 0.965\n"
          ]
        }
      ],
      "source": [
        "gbrt = GradientBoostingClassifier(random_state=0, learning_rate=0.01)\n",
        "gbrt.fit(X_train, y_train)\n",
        "\n",
        "print(\"훈련 세트 정확도: {:.3f}\".format(gbrt.score(X_train, y_train)))\n",
        "print(\"테스트 세트 정확도: {:.3f}\".format(gbrt.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "zu10PyhUpK2i",
        "outputId": "74f09dc3-93fd-4d03-82ef-8997da21ca5f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "gbrt = GradientBoostingClassifier(random_state=0, max_depth=1)\n",
        "gbrt.fit(X_train, y_train)\n",
        "\n",
        "plot_feature_importances_cancer(gbrt)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dOnhN2GLpK2i"
      },
      "source": [
        "##### 장단점과 매개변수"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TYl6JMsbpK2i"
      },
      "source": [
        "### 2.3.8 커널 서포트 벡터 머신\n",
        "#### 선형 모델과 비선형 특성"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "w60zBQJxpK2i",
        "outputId": "c147ca8b-ac24-4857-b2e1-5e1968cbcec5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "X, y = make_blobs(centers=4, random_state=8)\n",
        "y = y % 2\n",
        "\n",
        "mglearn.discrete_scatter(X[:, 0], X[:, 1], y)\n",
        "plt.xlabel(\"특성 0\")\n",
        "plt.ylabel(\"특성 1\")\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "cU9GpourpK2i",
        "outputId": "203b34da-1c2a-40a1-d116-b05823f4aaea",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 481
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/svm/_classes.py:32: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+CmVuZG9iago4IDAgb2JqCjw8IC9Gb250IDMgMCBSIC9YT2JqZWN0IDcgMCBSIC9FeHRHU3RhdGUgNCAwIFIgL1BhdHRlcm4gNSAwIFIKL1NoYWRpbmcgNiAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0gPj4KZW5kb2JqCjExIDAgb2JqCjw8IC9UeXBlIC9QYWdlIC9QYXJlbnQgMiAwIFIgL1Jlc291cmNlcyA4IDAgUgovTWVkaWFCb3ggWyAwIDAgMzg2LjA5ODEyNSAyOTUuMDkwMTI1IF0gL0NvbnRlbnRzIDkgMCBSIC9Bbm5vdHMgMTAgMCBSID4+CmVuZG9iago5IDAgb2JqCjw8IC9MZW5ndGggMTIgMCBSIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nM2YS28dxxGF9/MrZpksbqu7Hv1YRnEiwEACJCaQRZCFQcuyBFGG5Tj6+/mqSVuiVFeIdrFA+A7Z011ddc6pU/fJV8//8/L2+d+fPT3/+M3x5P3T7c9HO1/x8+Ks5yt+3p3tfMbPi+NSebw7dPZS12ziPL7+8FGW87HGx9ex+tHzD8fx/fHkD2z0M+89Ow5pZYz79377xO5jlrk++vXrR7+eg48Pu36wyYe/fjhM7g97Qfiv+HkXB8fz8RMXrCchtrPxnk4/Wy375du74+nN8eTP/KWeN98fjW11re5TqvLSzXfHP8/fnfX357/Om6+PP90cP53x6hnZ+e3D7d3JFpe/fvvml7un37795c2zH//9w8vby+3L77T1eX714/m3T16cZbW1pqxW5fN7iOi634NdjrjGJfZpVgi0c4tmrczZ/tfbtP+f25wZLtRHaXJK76Xx/7fPz3+cbx6O6r/+N863L45avLbV65imu9ifLrkv/q691tKWRpS193NIGSRtiKmNHfBfKnG9X87xXdWMS2k/m6/Sm0ibdQxL1l/aqsU6GRqrazxPCa4Mr6M3z05Yq8w6bVWdLR57cXHyWH1JfgJ5maps2I1HIT+uq0aRs/UCAJq2sQa3UF5w5c69S5dhWURqRZdqc+kU6VJB1ahdrGsWT1tSxM2qtGaTDAGCOl3dnMdk/ShkYkl1j/C9rFFBVA/IZNFzvAvpF+I+tRhFtrmWZ9W6qJSlAtTrbHoKT3EMlx8tWc7erc7uMrqsfZRak1arWXpTL30sk7F0tJ149+FeRfNg2lTOr1a56OCxW7HaKLO6p0hwFrSmQysfgR4odlJl1tM6UcleRDvoqnVOng10+hhUizOuoJn1ZASAIYOtrMnmQ6hGesAwrqzgyyMinsGqTY4A4llxZZQ6FJ0ZJv28cFpbUess+xdhM+1upHvFYQ3Sjq49mHkFaMFEkAsciN6AMdJgVPwKFelFKjJ9ust9PTSIvtzS9EBr+smCiWAikDq4/TAlKrCXghOw06PW4K0VJQbOotOkolvZHeicbEb+6UFKPRQuw3u1/MqK2iA1hEzASBXvV8IaV6iygrjgjS2D6FQbqHqjbJpmqJa1xLkeGniCZ+2AqRFgjgaoSGXr8NU3nonH16CvaBb8Tk6XptCrsj1YmgtgkqCWClVbSAMBTW7ZI/7hRDTp8HNaiiDyQzRE0VecAFhFwIRbqpzIPoCrYIgEBt2AgznkWUuz7S2UGwBRJY6XMDahaqhzCgbA4yGCPtTnRncQy2tvefIDbSSzA37TzV5cCbnBksyexR/1hSwTxqBagIeCyRKu4C0rwEULDmlG99nsAskGnkcq47TFAVBwEr2HipchTstoV7gVTWXRs5CPOja3givkhq4xcvRYAQsVvg/dB/BQl5HhtO/SNgdSRYKA3O673syBT8pcsDILHXFVo1Fs7G8s9bVQ9Kxc5B4LCJrDMsFaH6DYUp2NwjgolBAmhGfgfuEr2Zq5sLWBG+INIrYalR0Ab1byw78snTYLhkijgZqdVrhnEzpiyvN9PlwZC9sTmk5qzAXi5Jp8CR2THn+n10U47iQzsqVr5romYJfWqfwDRqOYV5pcD9P8fjne7fwS78b29AMFWABHHj0cb+9nj88s+cjGYTPoc+isL4MLBpc71UR57UFc2qOkQUcmhU6v9rpDBYi0Vko1k+U0d8QEn2ETVqxNH/MVSUBg0hdwZVM6AUBgMkgRCVqiYaXxROuOmiFK1EAXfMOsoqzW0+0pwiBaIp5+Hw9STyOL9p284AVdU43bzq3cNCSIIN2SxVHtJhsR5wU0ETVlrJ6tbWGqLFxNo9udRolokV7hQ7ZctxkmJ5OWjdmjZJEkT/feEkhvj+bogVSLrHu05F8N2UdJhIghf6hihzZ0FmKvXdO4KegcrFwYiJMnDgHiSG+Wv51wqQPNCe8cJCrYHj6CyAwAIIqxGFFQLButBp8EWAYKlkbOzdqitdF8IS1OkmRqDb1Ng8GoEUokT2S3PYjMpECJM3CxgGho/2A1oglnC0MM5QVwaSJRTyaUCTfo5RQVWmh40ZrvH1NRB4tE0UMhsDHkksa3erp/WDscISjwKEXhM0QZXTxdPcNoL+Yz3O+Jp0feHDc3s1SSi7WgU5+7DZXI0oIoKRzJ5CpMMo3Og40kM9HG0AzIMbOyIsMxQ1jYZHLNciAmgxkhRcEuzcAwMI8x7WGAwViYNr9CPCA1DLMcfh92wGgcQ+vZRWFPxU3QG4yWeZFZwjYCAqs5aCqTJEaTNjr7fWjYkclAlEsMCsndaOfb4AAZiwGTBNR8OaAlcv4On+OmuHLMQzNJ6bdocdGeOw0/9BpyIafInaV5tGhRmJfwU/3E98T8x9zYM8Cg1ghF29oeVvPi8AXL0Gp6062lGB1Erof2MkALkqaRyivSrnV7xjZjTAxrRGLmyJfHGMnZGKEY85Be77VKSGaax5j3uRqTEGpxT3Uhkm459didQR6gYF922tEN6oSZzHUmhCgcN7fbadcYzbAPOa9bTAQG9XFxezifGGamw+YZrXevmPj7ZWPuxCA3YU5XWiWdOOgVXw55cAOS4y7DZbY0dKZThxgSDhyaU2GNwRtRzTHAuMzwEsOgBiDVMT3do++NFJEaw/LCY2IhRuwPzUE/EpntD6+jFSiznu2GKmi4xVcquQ7UGM1DKVZ8DXJhelD2R+xrmkq8XonRBELQ+EQBDWXVsNMpPcgkIk/gfe2vMcELYmntw9Af/Nn59bZWDG/nu/Px177597FXvmA9vsm/qb27+k0tb3zRN76P17/f6bMnfJkHlU9yEFsDYObqx0duDcHwjkch5r+NMI7/At9rxHgKZW5kc3RyZWFtCmVuZG9iagoxMiAwIG9iagoyMTM5CmVuZG9iagoxMCAwIG9iagpbIF0KZW5kb2JqCjE5IDAgb2JqCjw8IC9MZW5ndGggMTggL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMzIyUTCAwxRDrjQAHaUDTgplbmRzdHJlYW0KZW5kb2JqCjIwIDAgb2JqCjw8IC9MZW5ndGggMjIxIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDWQuW0FMQxEc1XBBhbQ8JJUzxqGE/efekj5B8IMKB6PjG0yxVMeXxK2ZVnIF4Yebfs7bKGdGyNTxZdLWso7AimxZpf5v9r9oVPmVgZmdI07P9wgD4PG9JpYY0rfoXGdYsljR7CpWjUI0jFgk4/tzm21yRqyVICQpKQ1EzugFtI8JReIpghzNXD1uCuA+bWU4q77WfsdP32CzDoBdraDmUR4q1mz0SkpwQEgFshzqhyHN2G/OgS6LeUdxhwa216/TtLOdltd7oWvV++AcjXS2K8QPlAF+P0HyrJSrQplbmRzdHJlYW0KZW5kb2JqCjIxIDAgb2JqCjw8IC9MZW5ndGggMTM2IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2OOwpDMQwEe51iLxCwZH3s8ziEFC/3b7N+wZBKIwl2NkZHg5rh0QM9CkV+quxThONzU2riEvWJtAGtQLpBJ/dsWGLWkTVgnsjJmb+gJSfyumlLLrHSP9qJm9ohL/oazBwxHdYUMZRZSkMk/RHsVtDOjuzEj/FC993aB077JW95fQEwZisiCmVuZHN0cmVhbQplbmRvYmoKMjIgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggNTc0Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEWUQa7lOghE51kFG7BkwMbxeq7U6sH9+5/+U05ev5GJgaJcQK6saWsu++86VizLGlb75nSr1e1zJf4aYTnDystylM3t8qxhM28bfdnYYQPPmAPPuKcNYmem5Z02703+xDOzLPawLzFUcbLHBFMofN/j4HayycgNnqJA6IEnbt24BZxGB0lRtfD47ZZxm+cCf9rNcRzcZaie+7BcYb6olWER/Qe1wiaeAKNAjlVHlc/1o8/3+ntNV/xGq2Pxwu9VVPq11t2xFii/VqDA4/21hPL9hyfsJX0KaBmu/LCmEyUaeZ9LLBoKLvRuK22hSSP4cxVPbd4n1EtJdAtVm0dJbog0T2qmnANh79egSz93ueOJSrr3Zqa/aMH7Dn5Uf0tGjkMiHBcp0SGTktK36nVzGulxjnzaw1jxjRs4xXs/3QHBY5sQnSFQDa9x+oYH9uLhOw616Gfs+ApqiL7y9SKd73C5WtJPhIR4cqSNUCSWUCXfU0eCqrIEFhNJ/nBTE251dQNkb4s+dKv22y0ZkzLMcyXYjI0iigljuIvh8Y57gOwSvMB3xq66at2Hp6dYzAkfOjHDOdO0QDpp0tjPDa14euVvjlZVKMlyClVj/tRJVkOVY6eISMpDLNYS0Vjap3Pkc80dmuIl/fT7rAXZTUsDWot58FtKZ1VsWlsYNH4L4tRYVNjCsnEr1o390zva2UO9TJZeqogzmSdHaghF6ghVej11pKAqS1AxkcKHmhRXf9Ef4m8/1Jo//wNmpOZvCmVuZHN0cmVhbQplbmRvYmoKMjMgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggMTEzCi9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE3OSw6AMAgE0D2n6AVM5FfqhYwLvP9WqNGyaV4yHQBQe2PjdkPKVJuD0VHUB4ZIqEgPmylW0fjSXyKcabxLuc3h2+twwYi5vGPckCLKiViQmf+/stHF2oasUUm+E2VfQJlnMRfNgq9uDjof+nExywplbmRzdHJlYW0KZW5kb2JqCjE3IDAgb2JqCjw8IC9UeXBlIC9Gb250IC9CYXNlRm9udCAvRkxSQlBPK05hbnVtQmFydW5Hb3RoaWMgL0ZpcnN0Q2hhciAwCi9MYXN0Q2hhciAyNTUgL0ZvbnREZXNjcmlwdG9yIDE2IDAgUiAvU3VidHlwZSAvVHlwZTMKL05hbWUgL0ZMUkJQTytOYW51bUJhcnVuR290aGljIC9Gb250QkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0KL0ZvbnRNYXRyaXggWyAwLjAwMSAwIDAgMC4wMDEgMCAwIF0gL0NoYXJQcm9jcyAxOCAwIFIKL0VuY29kaW5nIDw8IC9UeXBlIC9FbmNvZGluZyAvRGlmZmVyZW5jZXMgWyAzMiAvY2lkMSA0OCAvY2lkMTcgL2NpZDE4IF0gPj4KL1dpZHRocyAxNSAwIFIgPj4KZW5kb2JqCjE2IDAgb2JqCjw8IC9UeXBlIC9Gb250RGVzY3JpcHRvciAvRm9udE5hbWUgL0ZMUkJQTytOYW51bUJhcnVuR290aGljIC9GbGFncyAzMgovRm9udEJCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9Bc2NlbnQgODUwIC9EZXNjZW50IC0yOTkgL0NhcEhlaWdodCAwCi9YSGVpZ2h0IDAgL0l0YWxpY0FuZ2xlIDAgL1N0ZW1WIDAgL01heFdpZHRoIDEwNTIgPj4KZW5kb2JqCjE1IDAgb2JqClsgODkyIDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDg5MiAyMjQgMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQKMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgNDQ2IDI5NyA1ODMgNTgzCjg5MiA4OTIgMjk3IDQ0NiA0NDYgNDQ2IDU4MyAyOTcgNTgzIDI5NyA0NDYgNTgzIDU4MyA1ODMgNTgzIDU4MyA1ODMgNTgzIDU4Mwo1ODMgNTgzIDI5NyAyOTcgNDQ2IDU4MyA0NDYgNjY5IDEwNTIgNjQ0IDYyNyA2MzkgNzIxIDU5NiA1NTQgNzEwIDcxOCAyNDcKNDEwIDYyNiA1MjkgODg0IDcxMCA3NTIgNTg2IDc1MiA2MTAgNTkyIDYyMSA2OTYgNjM1IDk2MSA2MTcgNjExIDU5NCA0NDYgOTYxCjQ0NiA0MzQgNDQ2IDI5NyA1NjAgNTg4IDQ5MCA1ODggNTU5IDM0MCA1ODggNTkyIDI0NCAzMDEgNTMwIDI0NCA4OTIgNTkyIDU3Nwo1ODggNTg4IDM4MyA0NzUgMzU3IDU5MiA1MzAgNzg4IDUyOCA1MzAgNDczIDQ0NiA0NDYgNDQ2IDY2OSAyMjQgODkyIDIyNCAyMjQKMjI0IDIyNCA4OTIgODkyIDg5MiAyMjQgODkyIDIyNCA4OTIgODkyIDIyNCAyMjQgMjI0IDIyNCAzMDMgMzAzIDQ0NiA0NDYgODkyCjg5MiA4OTIgODkyIDg5MiAyMjQgODkyIDg5MiAyMjQgMjI0IDIyNCAyOTcgODkyIDg5MiA4OTIgODkyIDg5MiAyMjQgNDQ2IDg5Mgo4OTIgODkyIDg5MiA4OTIgODkyIDg5MiAyMjQgNDQ2IDg5MiA0NDYgNDQ2IDg5MiAyMjQgODkyIDQ0NiA0NDYgNDQ2IDg5MiA4OTIKODkyIDg5MiA4OTIgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0CjIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiA4OTIgMjI0IDIyNAoyMjQgMjI0IDIyNCAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQKMjI0IDIyNCA4OTIgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDIyNCBdCmVuZG9iagoxOCAwIG9iago8PCAvY2lkMSAxOSAwIFIgL2NpZDE3IDIwIDAgUiAvY2lkMTggMjEgMCBSID4+CmVuZG9iagozIDAgb2JqCjw8IC9GMSAxNyAwIFIgPj4KZW5kb2JqCjQgMCBvYmoKPDwgL0ExIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAgL2NhIDEgPj4KL0EyIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDEgL2NhIDEgPj4gPj4KZW5kb2JqCjUgMCBvYmoKPDwgPj4KZW5kb2JqCjYgMCBvYmoKPDwgPj4KZW5kb2JqCjcgMCBvYmoKPDwgL00wIDEzIDAgUiAvTTEgMTQgMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDIyMzkgMjIgMCBSCi9GMS1OYW51bUJhcnVuR290aGljLWNpZDMxNjggMjMgMCBSID4+CmVuZG9iagoxMyAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC0xMCAtMTAgMTAgMTAgXSAvTGVuZ3RoIDEzMgovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxtkDsOAyEMRHufYi4wCNaYXdqUuUaaKFLu34ZVpBGrpUFgP54/BR/LeNo4GPhaSb61XNr52lL0/egdrKnuXtoBT+ERXkHdXqYs9SNAmQJ5QAEFxAuXbLIqKfxijIHMNXjnudLyXp1Tb/x3y3kALgbkchNcrIxXN8/G32YP+wFZyUfPCmVuZHN0cmVhbQplbmRvYmoKMTQgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtMTAgLTEwIDEwIDEwIF0gL0xlbmd0aCAzMwovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzUMjiMlDwAmJThVwuXVMFIMrhglIZXFxOXABsVwYUCmVuZHN0cmVhbQplbmRvYmoKMiAwIG9iago8PCAvVHlwZSAvUGFnZXMgL0tpZHMgWyAxMSAwIFIgXSAvQ291bnQgMSA+PgplbmRvYmoKMjQgMCBvYmoKPDwgL0NyZWF0b3IgKE1hdHBsb3RsaWIgdjMuNy4xLCBodHRwczovL21hdHBsb3RsaWIub3JnKQovUHJvZHVjZXIgKE1hdHBsb3RsaWIgcGRmIGJhY2tlbmQgdjMuNy4xKSAvQ3JlYXRpb25EYXRlIChEOjIwMjMwOTAxMTU0MTIyWikKPj4KZW5kb2JqCnhyZWYKMCAyNQowMDAwMDAwMDAwIDY1NTM1IGYgCjAwMDAwMDAwMTYgMDAwMDAgbiAKMDAwMDAwNjUwNyAwMDAwMCBuIAowMDAwMDA1ODAxIDAwMDAwIG4gCjAwMDAwMDU4MzMgMDAwMDAgbiAKMDAwMDAwNTkzMiAwMDAwMCBuIAowMDAwMDA1OTUzIDAwMDAwIG4gCjAwMDAwMDU5NzQgMDAwMDAgbiAKMDAwMDAwMDA2NSAwMDAwMCBuIAowMDAwMDAwMzQ0IDAwMDAwIG4gCjAwMDAwMDI1NzkgMDAwMDAgbiAKMDAwMDAwMDIwOCAwMDAwMCBuIAowMDAwMDAyNTU4IDAwMDAwIG4gCjAwMDAwMDYwODkgMDAwMDAgbiAKMDAwMDAwNjM0OCAwMDAwMCBuIAowMDAwMDA0NjkzIDAwMDAwIG4gCjAwMDAwMDQ0ODMgMDAwMDAgbiAKMDAwMDAwNDE0MSAwMDAwMCBuIAowMDAwMDA1NzM4IDAwMDAwIG4gCjAwMDAwMDI1OTkgMDAwMDAgbiAKMDAwMDAwMjY4OSAwMDAwMCBuIAowMDAwMDAyOTgzIDAwMDAwIG4gCjAwMDAwMDMxOTIgMDAwMDAgbiAKMDAwMDAwMzg5NyAwMDAwMCBuIAowMDAwMDA2NTY3IDAwMDAwIG4gCnRyYWlsZXIKPDwgL1NpemUgMjUgL1Jvb3QgMSAwIFIgL0luZm8gMjQgMCBSID4+CnN0YXJ0eHJlZgo2NzE4CiUlRU9GCg==\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.svm import LinearSVC\n",
        "linear_svm = LinearSVC(max_iter=5000, tol=1e-3).fit(X, y)\n",
        "\n",
        "mglearn.plots.plot_2d_separator(linear_svm, X)\n",
        "mglearn.discrete_scatter(X[:, 0], X[:, 1], y)\n",
        "plt.xlabel(\"특성 0\")\n",
        "plt.ylabel(\"특성 1\")\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "DcvbrQiipK2i",
        "outputId": "b8f21bbf-f155-4f48-ed46-c455fee6d44d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 516
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# 두 번째 특성을 제곱하여 추가합니다\n",
        "X_new = np.hstack([X, X[:, 1:] ** 2])\n",
        "\n",
        "from mpl_toolkits.mplot3d import Axes3D, axes3d\n",
        "figure = plt.figure()\n",
        "# 3차원 그래프\n",
        "if matplotlib.__version__ >= '3.4':\n",
        "    # Axes3D가 자동으로 그림에 추가되는 방식은 matplotlib 3.4 버전에서 deprecated 되었습니다.\n",
        "    # 이와 관련된 경고를 피하려면 auto_add_to_figure=False로 지정하고 figure.add_axes(ax)로 직접 추가하세요.\n",
        "    ax = Axes3D(figure, elev=-152, azim=-26, auto_add_to_figure=False)\n",
        "    figure.add_axes(ax)\n",
        "else:\n",
        "    ax = Axes3D(figure, elev=-152, azim=-26)\n",
        "# y == 0 인 포인트를 먼저 그리고 그 다음 y == 1 인 포인트를 그립니다\n",
        "mask = y == 0\n",
        "ax.scatter(X_new[mask, 0], X_new[mask, 1], X_new[mask, 2], c='b',\n",
        "           s=60, edgecolor='k')\n",
        "ax.scatter(X_new[~mask, 0], X_new[~mask, 1], X_new[~mask, 2], c='r', marker='^',\n",
        "           s=60, edgecolor='k')\n",
        "ax.set_xlabel(\"특성0\")\n",
        "ax.set_ylabel(\"특성1\")\n",
        "ax.set_zlabel(\"특성1 ** 2\")\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "BE9BI1NepK2j",
        "outputId": "925081fc-454a-4bb6-d474-5f8fb69c6e83",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 571
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/svm/_classes.py:32: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+CmVuZG9iago4IDAgb2JqCjw8IC9Gb250IDMgMCBSIC9YT2JqZWN0IDcgMCBSIC9FeHRHU3RhdGUgNCAwIFIgL1BhdHRlcm4gNSAwIFIKL1NoYWRpbmcgNiAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0gPj4KZW5kb2JqCjExIDAgb2JqCjw8IC9UeXBlIC9QYWdlIC9QYXJlbnQgMiAwIFIgL1Jlc291cmNlcyA4IDAgUgovTWVkaWFCb3ggWyAwIDAgMzY2Ljg4NjMyNjMzNDUgMzYwIF0gL0NvbnRlbnRzIDkgMCBSIC9Bbm5vdHMgMTAgMCBSID4+CmVuZG9iago5IDAgb2JqCjw8IC9MZW5ndGggMTIgMCBSIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nNW9S68uS3IdNj+/4hvaArg7348hadkNcGCgrQY0MDwQrkiKwtkUSFnm3/daK7KqonZXfuecy5EaaPa9wW9nRUZGxivj8Yd//3f/3z/+9nf/1x//5vW//Ydvf7j+7bf//i2+/iv++w+v8Pqv+O+/vuLrj/jvP3wL+LfPb7m1jzFaTg3/+t3/a24EhPW//+Xbt7//9oe/xh/+d/zwj99i+Qj2u/6RuE6dH+0CfPeAXNPHAOj6mwOyVk1a9WNWoBmBov7xjwvyDX+XPnqraZRXTvEjt1nC4DfzJDzM/kojfYTUSm/8dM4fI8VQXjEDmZhz6Pp8+Wh5lpFeccSPWOcoROLb33zDl0gh/F99lR/N9WPkFnN8pdw+Gn6Nf/zc4LJfHD/PozSgOLDKiCmdX0zVvpnWXpM2+/AHn9vVNztNpX6UGGLNL/ygjxHHtM/+4a8zaZ1efwtCgx9wCv/K83zdeeZx3c/tuv8BbPK3WGadHrbxz2C58PqrAAD+FBRrcWBbfbzq+Kg5p9nCSP312+e3v/nztz/8H/EVw+vPf/8tdlB9zlZHChkr/Pk/f/u/X/9L+F9f/8/rz3/77X//87d/Bs6Ba4frH377fGGFv/o//9M//Y/Pv/lP//I//umP/+3//S//+Ntf/faP/znHNl7//r+9/vQXfzg+ZpxzpBlDer9GSnnaGn/6tgj20WaI2EIHG3ylXarho9Y0O4g0P0YombxaxkcOM4OhZ8L51dyycUeooEt6pRI/aimxJyNoahP/njKOoOFHcdSSsUwPOI3Qw3zFCEaZMdaIP2gVPym1tVfCteslx7IOJo1OHGrHjjM4K5Egn98mWDeGBpYDh/PGF+zk+zf8OIAoub5Sx7mD39KwdXKo+OvQC/4i5I+JTwyyRIzxA9ch5/6K2DgZVluIARuuow/cn4l7z0XLWioB8zB6xyYS2KjUCbJgKWCSOv4lv4DkB1Zq3FtMgzdxpvkCyh9inb42J677I/gSP6m9YZMFBCq4mbyrqRLRXkN95cH71UP6IbumWj/izKAbvvmKE6gHsnzA979yazg59K+i49E/GWJilS+80XAaPY05eaqlhBILEe0Qh6PM0F4Nt7uLI36IaIeoLqHOCiaoL/JPyzEF4B3fYVp/ClEIn9hCLmIb3PRQhCj4JszWcEQQuLXx2z9GdEIAdPBgbOC/V8vYYS0QCAE3Y4/oTxE0gxd7C2QgSKsPyK3ZePTgr4+Wch9N7Bp5VeuPRVXE2YeZcgXTTO589kq5Sxm/x/SnKJpT+OjgZew5pvIBuV4mSZpT/agBH8AOcDHmTD8lVHkpiBcECXDj3gOWGDOP8Q7Vn2PTRx30u4Q/WBN3OkCc47zBClCeEIyZ65SfFP7xfybhD7n7ATET43jxwCE5SpQCr7jXA6Iep9wndXkqNFXw82wicxSIsFFKNpryVxlw/CrTbmrgctkfnToFR82FyC4R7Io/AXhCfkBIUSyAjO2QkWF+lAnTAeITlwL4DAnuhH/pExcH1IfRB7FXdEMo0EOZA5ZU4y9SGktuJ8jWMGudQCnED9hDkPtcCcI1TggIrATtUxIlt0wiiYhAFQaVCOVx6KQOYoCdGmVD/ei59KiFIB0npELgQvhb/MHkt2Mv0KgDd/0FMEgyQju0En42cUWhsAY+XWhWSE4Bpd47LIxItgWu2hykI8zEkUHvQh7udVEJLPlRYaJoofwRqEJ1OUmCiJ1ATw4eVdcBgSlI7pgTTNmPFAJsxLtKgi7E6WG5UXGDID5J89KJbYDphm/ECX0/fnzTYYlhI5lKltohpRR7bDimt+rop2TSABCaH3SFtu/Qj5F6uI8PHGlq6dWpChsZ70dYNpAPumzi7Ot8Qe+C8aHnQwcn/Ju1JlkSvF3BqrCKWmlFygiSGgIfjAtlimPFrTjY4g2iYIzaU8AfgbNfMKtHa71AKkOl/VuVZgRPlQCNUXhQBc6I0MS1wZWbME5g+44Ck+7HaMLixp2HhkgNEgoOSIUEGDAHIU3+jSoTyvcDihH8w2NKrWWJFciSCDqUFzgX/xtS/jGSMDtjhNMVgGfGxcHdig37b/Xdqf+cAYKbOmCEQYzR98GNl17HyUHAZNxJGjwTRK0/vkIRBmjPVDszg/aw6ahuZy/lLZ4/adLheGndQF7gmGBTj9mXUCypksxZdncdP0Y0JblKOOmK/QOhjwZuh+lNJniD6E9R9FGpP3q5GzQh/QvcFthxHeiC+JD5OGwYSl/+xf2s8+K2PmH/R8lxMBa04PhLum+U/+vf/btX+p/JAgAZYd5QcSVYdgGOETSpxQ0mtWeTFwNnxfwhxjAy7vaEPU9pHMY83CTKtAQd86KqDlSwcrgKb23ozRwrrB5C1kKweGkMwpeskMaJAvNcCWI50Gmk3we1KnXLleDYx0JfYuImA+GulXBqHf/f/iIXQwfi9NZKg2Ke3+BZNorNtlaq2ChOPMG8r9Sjca0ElwT/DxADmptMt2wAbBuiDWtD1UPfQKG1uFaCiq1QRHTq4GPWtRK4EzuFLYGNUX6FGc+VJlwqOqYUCeCvWNZKdP5A8JRB+5RpudpKICr8JlADJwmB1ZazhZuMq0eVFXF0HUIi5BV8gWobEJRQvbR8IR+1EgUpDIsmasCUynUJTSBCFPEXVFJ0+KRZuVKG/ofMSrBcOk1oxcoyBVSD2yoLquJ81+YYIKB47a+ZqasPZqK6nbkxHMQrFqlqbB1IIHz6JaShQOLdLGE0p9PuEXdCzgQhhr8rrXYcJrgdvNMhLn8orRjnS7BN44DHDQXy3iKpP+fPgdPhJIFzyfTDjpImFiXT0NlDvc4fu3JYB9Kk9wp3CgfdYcjMVCe843dIpp9z5YaYo4HjJs9nZOlQoDnhgQE6GJfEzS4/Vk04eHA15BD0E/4wgG/wH5gk7S+DY7/qG0PPtcQrQ5UPPWJY4iJN8A6+1k2SjJ/Q9AkXBV5NL/gv9D4uaawNFJh/6cVdWP4cNXHrwL4KtoD3gS4tpU9yKhT9pANfgXIu48ccGWF/JViHcBHwZ6UrVgbBGPM7Yv4cZ8qKg79NMZN4aFF6nr4PqUxHA4cXoPd+6tThGsRQA24asJbgh5cM8+Qde/afo2eEAK4MCcG4g5iAs2B4Dsi6GVf0oZDffuLYIbEh+yZFA9wgyODMyB80zFvD6WejDNA7nQtDIQIhSSL5z5XsKa1XGb37CTwhYOFgdjhuNPEp1QcjYW/Npp/kTywO/Qz1NKnyoKk/yQzw7mCPM5oLAvX2E1YoLg3sY6hgyv8BHorwPSKsr3eBxXjnzn9+nY8oEPZVMhj/+9HW//2Xv3v9x9c/vf7w18Ueavjhf/kHRfiPf/kG7xioQH/wTBmibjU385ohjUaK2JaDy0VvHa5u1Lb52TQbnWqaewTC+uswkn77xlBfinPMIWXc6b10BQAbj3ra3aGlUe5QIJRHrmmtccILH1sKrSO/MhCiP9TueOAfe5tQhFzjwhl/BzsDmtlvD1C40HL3HTEuKJcApqkPyiX/a+wKMqZ/WTlCbTXs4CsaINiE4VVvSEM9DLPs/AY91JPDwx3x3MqO0A6P27E4rK8zvDboT/uJN37jSx1fj+o7tqJfwXgpvlJhchYoGHIVLBQwfqfBdYLTGLpLtJ1o/8G8gmerGA52SVsOUMgGKJ1Fx1hMKvB9I9AkJ7AWCDX8uPHlodfR71DsGqcUj6M44dh4iYN2r1uYSg02OK0Mh0aDZcT3qq6juJCm60uhwHjRtT9AgUTTg+RFjAvKNXBNy6BUu/1aojUzlOtXhgmbOzTNVzyyabY70ulj8Al03DbooZ4cHn4R71r4IrND4nYmDmV/gtf23GE/MMbJUu0tS8FFKYGPXBFODfRvq4pF4+O5kXs9nB/HpYHRD2jl8xUYXV+HkUMLmdCJW5jsYjWQAJgmWRjYYY5Rp5nwT7kIV9o4YdyhsP4gtU1IeDgf3gKdCb8yiNthd9Z5w4PhoYp7PBZHHFjj4CKM8mwccewQ0EpVYYdx0OOC2nECi5DK/deRMWS+s95WxnkzjD++4MHIMuzlekO604jsdKP9Bj3Uk8PDL+JdC3s6X1jcT+XC2Z/htT9/3k/ccTJWf8dYHZ4svcAkM5gPZ6YCO59d4U9NDyeywD938/TgWShOHD/gazaeZ5cYb3msHcDxgDdodjcj9JagkGHlZcbtqSJ6TOUO7XwHworHeR5wPphH+nS3lekmwmW74zH4+glGsyt+IY1/nLD9qKrcBknqriC1J8cF5YHCCh91ku7+14xHBkXX/crQcL2UPL/gAXgoI9Yb0gwflBDIKW6DHurJ4eEX8dzCF50dFrdTcThfR+i25077kTdOtho/kFcVLifVMl988JkxlryCe51T8nDefHizVaI1yu03xQG1NCRXEyPxuc4lanBsgYq50iQtrXQJJhJJgpABjzlKuUMLZfbsaa1xwht9rTDn67Zy+4CNlRgI8Hh0+nt1lCWuTqTHR4GekYh3G2SUe85qCuwkxwk19gZrhiU/zl+DBiBMj/eVYZTHXEf6ikeAIdwTswUc1nxc6xNG3m2HHurp4eGOem5lR2mHx+1cHNbXIboNuvN+4o6TseZbeVUhQ0eluwj2hHsDI03yClsP8JiKh5Ovx2Tigt0uKPfcxNctdh4cHxfhi6RDaMOpK93ubcBRRpMTHV5k08UPdFNusISrFxglsgUOMF8tOiMjt1ULs1yCFMeJwmDscp5S5kCX3BX45v7yWwN0QkKk+PKEuKAmIhguqvcfM2jWaKLfFs4fkaHm8gWLBKsvN8lLhzF2yueict+dg95I4eAX2dzCjsAXFvfjuHD2Z3duzx/zE1Oc/ARX8h1DQY6GwmdEnAc+05na82kSHxKPevmC89wKbFDpIyihUYdk7YT1zGdOvUVDKMfYDkuCIXIToCUzbqILhNXDNH1ZUubD4g0KKV4houe63idcIp9x1tvK/UNvI/mOB4PGk3krv327Yc2Af2UI12+Qb+y502715DihprygQefI918X5l4pu8QtDF0BX26Or1hAhuSZ6KN6nBO1XpQ+cvtzUE8ND79o51e+6OzxuJ2KQ9qdodugO+8n7rg4K/5AVMHIG1FOy4A5OOaSVAyEM1HsgvM04JHIgG5MFamJjwU8OHyfB9ooxWM1WcuDbvhLy1mgdVzMvqwdkoa/5nI5lHqHKmAbT5l/whmnBYVNQxwrd1i/sMdnu+EBMpTO27YE1oE1SJxg61NTuR12Bkwzg3COHBdwmTS9tJHvP8bZjVl0Rm5haqHMgOMXNKiHcB3mHenIl1Oz+t0GHfRGDgd3xLtW9oS+8Lgfy4W1P8Rrh/7AH7jjYqz0lrE6QysjmWvGdAXl1shegy6VG3DC5YsMvmmbL9JgsZhuT5HBRtkYWW/eS9xMZl82+TmRySPRHChcpGBecgwwMcYdCjWeFYZZrssBZ5JnTym9/MpMfSupyDW78GgU+KOHwwk7sGZOxWTs9eV3yFTPwDe8l6fHBTVTl5kwOib3a74BrJDGuS7fnUbSfbphAf0XlVnkceYxh8ywgt+fh3pqePhFO7eyo7PD43YqJ87uBN3u/Gk/8cbFV/kHAot5c6J5pilMh3jZVq1OOeYnnF9i2iNjaY3vDQweya6BjGzG1rDull/O4wy5F4vgMOc1mN4cEeaEHefAleK7poc2GkQpHwLrhOPbEPWHY36sPPTsWdsdD9i2uNilLIF1IA1JkSv8GxNYxwYpP/gAaQLrIMcFNaaYXCLefw27OcHvLveVs2VF1a94wBTqeTILw2MNq6nVociI26GD3ujh4I56bmVHaYfH7VwurN0hXhv05/3EHRdnvQ20g8ANOxzmFUEM4KPLyAJwhOnhOrw2mMXEu5ErHwbNkJ4l0RDCPWL8ZQUSA1/vqsRrYDCvjroiFbAfV/gTdBjpDk3gpkLJfoQIFhz3v6SwAkTnyiAlDatyxwO2dM3VAjYOa+YR9smcF7/DxnSTzgQrT48Lave88dW33H9Nrz/n2u8rZ3JIaPMrHkypC33ckeYre2pz3DbooZ4cHn4Rzy180dlj4U/F4ezP8NqfP+8n7rg4632sPSq7gVZsziwIoTHyKc964v7zRC+4Yrh1DuYLAFphEsRmQWdGxPk2VeDsZ4ZtzcMvfCHkwwALCyaNJUIHuIK3I8uzVujAAftHYOL9EeU+4QO+1GQw/bbwhNeE/6Q7GpO5VD2vIPeBcwkfZSoE7ffHF45QYzA9fVDjgi6tnmjH3n7NXFlwDa6uXxnQFMZUSYRDgyYgeIKK2uEMKGsh+Mjq9uehnhoefpLOL3xR2WPhz8Th7E/w2p8/7SfeuPjqbcAd0rqwrET+K24ClpHAAp0aE+o9nLZjgVOazQtm7ls221G5t1nQkelsHX4QPGWtzUDILNFuF6sWaI4zhlQKH/NuUFzyDpXQ1iU/4Q1mzFBWjl+5f1QGgu9oDFa7wDZbBu+JNA40NwYIbxtkInGBqvTEOGBYoNGrjPKY3E8ZWWtyrtyqtJ2V0fAFh8aId5HjdiFMadaafDy3Nw/1lPDwi25+4YvGHg1/Ih7p6/z8/q6zfmKMi6fex9rjB+4tYxPK5O50YFbVSw7YZvRwqexZJW+pkKFE2jS7MTGIIse4B773L3mLv2t1hdUzCSF5C9+kyxPjHgNk8h1Kxw7csZTPCcYme+Ejs194kDdk1no0WIc39NZqfHkgzdsX9dbqN8iAfgoWtbnIcUF/0x2jOZT67dege2J66W3hNlQsVuIXNFhexGeedEOaxxxmv+/PAR0tHPSim1vV0djhcDuRC2F/fNfe/FE/McbFVG8j7aQ4c8LMKh6klngKQtOenS4wTxjf6npzHR8J1mhOZthB6K4AwYTlmpb31Pl4kcx0hXUQzNeKGS6xmbkN/5GMcVDeCiYZL3P7hPOVPYz28gt35oK0UPsNC0Z28FelLa48cBaD4ozLy2+vSwAwu8fT4oIe8YGU1kvU+WtQvWDhdl+ZpmDobXzBgyGEWcp6EDuwbqxbaXl2v0EP9NTw8It2bmFP5wuN26FcOPsTvPbnDvuBMS6eeh9kZwFizMViMoEGXl6CKs1RevRwfWhA0FucjQ71WBKC9WhN9EqpMSVpCarclFNA27Gm3JZIKiWvewGK1XYHVr0/jFNQHfDG0h/Q7HVbmIm7rD66ozFwbPkUUwfKrNSZzEq/bQ++ZmbS/Y0WB3AJKVhAsfnf8srXGdbLwrEsBQSQzfGGAs8kMEfvhi6geTLQ7XfmgJ4MDnySzK96Uddj4M/C4+tOzm3NnfITT5z8lN7G2FmW0mswQ4ip9SoqIloRWqR2DydSYfRc10NDiCma2h3QN9zYUK5HDWmdQ82T2fpU/6XmlUE+y1CqEE3tDEHf79BGKycuf97BO9Ookixbt/BgrJHm+g0NWqilWyaKR5oWKuxrUw3HBmf4yJnp/y9HjQvIJWARQwpgW7cfwyRuSeLPL8wSz1Zi/4pGVn4qs8k90nT+E8tt/AY91JPDwy/i+ZVPOns0/KF4pN0RXhv0x/3AGxdbvQ+w44jCWDGUXqFiJaT4DlmZxnOB9W6QVKdAIQs3OjezuSlNu4XAByMhR1AEIrtZkKjxBcMsLwhTllxJqgc+Zd2hyd7I8/HIcMBBujrWg9u5sPzjehh6Cws+QjTVHK63joUzhEGYDQ79y29PT/lM8n05UlxAY8sCflWS8/VjGraTGZe3hRn1bhR/X9DgAQHTOm9IMzwBdpeFdO7PAz0xPPwinV/4IrNDw5+Jw9kdoNufO+u/ZIuLod4G1ulGYl365YlNNxJTtT4tyNBwbs3D5YKXwSevqA4YgSlldNdZSEcjMSUKhWB3grcGIr4IDJzTjHL5R5gMH6sDALtZjDuUIZza7GZ6eP3AJ/oKGxwLNyqiuZLVTiw68xRSGivh4MR5MK+B1Um3/Q06NXVaaP6kxgldLjjkP98e3a/5/offMgvFrcwHwNmbSkk8HgpT4+DGDWtAA0hb222DHurJ4eEX8fzKF6E9Hv5UPNbXGfoduvN+4o6Ls96G1huLkmZLZuGzPDDL9aPFB3O0Rg8nByvIv2zQNHu0l6vM2se+7NUW1iMFXdaivDI+hI+UpsX2YDOyRQQv+QA3zHKHMtmgtHS8zZ5wkgTfNal5rkyStKnozoUHk9cyTeSlRw+s+QJUJwOSfoeAdtZvl5enxwU1YQNf3jx09+vGTOh8X7d+qCFF/IKF0kaLvYFfOLeigsISb/vzUE8ND79o51e+6OzwuJ3KibM7Qbc7d9qPvHHx1fvAeiT/0p1R+mprsx4hhUkhmD1c+ieTogzrSuuaXmPAJ1mwl3bQuqJsdDJatKRJ3MUWzSbvbHwxFUgGz4yY79Aiu2k9+Ts4Ha8emkWBz5UbM4FSq3c8WJ01aj1s9QPpwZihusT4/TFMk2Yy3XhS44QaZw5WVI7br8GZuOOZpSBuZWqXUWPIX9DgH2KFWG5I8w/5Np1uG/RQTw4Pv4jnV74I7fHwx+KxdofodujO+4k7Ls56G1hnrCxD/i63FBK61tWboLdSa/PwpKf02eVhs/C16X2B6pk32AwpxiBTO5ynkPLKJpjKRpf4sDYRckZGVh61h5Jk7B10CJsDThKzMPrlF8Zp8HP5jkVjgnatR/zyxLkx83YcVpBtDyIhw6xJK3C4iHFBTdh0HFFI918Xpg3HUG8Lg40ZAmtfscgsoalp3HFOrHIspd2256GeGB5+kc6vfJHZ4+HPxCPtTvDaoD/tJ964+OpdYH3y4o5OlcImRt26ic2sPByaKyd0MkERRzwF6/CuZnrNCoOjS7tHJhlaUQarX+DpUrtHhkLmbPM1aVdEPuTjusDpZWrwDVjg/KakhzcPZrxpgln8ojgwuN0QWP77dNADexXh7x2uTB7pzG30m4L5kVhO+vL7P4G/sQ8V+4jwxc39lo5pK0wHdKuCxVOQbeIxYAR+ZlZiOWwZgR+1l+i25WGOAh58UssvetHVIeCOwOF6nZbb1XmsDwxwsc7b+DlVbem1mzbBbYPJKpHESwYPqnm4mqjAMpUApRqKJZpo5iPbtJdX2KhwvA5PKaaylE/hVs3bT6HSX1O0bcaZ71AGUMwM9GCKoZFZp+7WZQCl8ZrekKCItjJUs34OlBVNZNHhy29PlaqTDWA8MS6o3WM+ha2k7fPXWc9mq1vOuXLWI1trX/FIepLrX7BOer2b7b7BC3qjhgM70l0LezJfaNzP5ELan+C1QX/aT7xx8dX7ELpVG+s5tquVSmkrklBgFRCvC67HjBlU0w5oL6HJ6cxsAcJSNT6EFqja9eSp13aZknmqoVqwqEFiTqPVp8EkLSHfoZFJb/UIJZxgBXrbsuWOhQurlWColBsaqvsvsRxvjgfSbCNifTr8BktlUU6VMXeR44Ku8HUNjRff/Rqnm1st9KDcyrR0M19pvuBBXl7NvxzWTbEJBjD9Dj3UkcODL9q5hR2dHRq3U3FIuzN0G/Tn/cQdF2e9DaQrBStlmmXMeGakle34BmVxje2Csl0h23ZGK35ntr4aWLC9UgxhvW9BG3UzJNlDjSmxBI+m3j+JWWesc7H42ijdIsIOyhZKcJKNjA5emIFk8edrYbo4fNC4Y8HmKJnplVjC40zKWPjY74607YOhcU+JE8o1GpUNOxzefs2KJ7Brua/M3lTqI/IFD7WwYmH8DetM7VIUhLw26KGeHB5+Ec+vfBHa4+FPxWPtztDt8Dztv+SLk6Pyu1A67A8a9LRlYRKwEKyRpaZUfmrTg1kpDMeVt1vmQ2ALkcm3hqqnRhgaBcpbJuTkw0TSa2VkeC0z0juZmBiYjs+AB3MR8Y8eGNXBUHasBzNhN1EUu1VTZhMT0sxhkJg8xGo1LnBhm1TlxCYibl9JRU7MYXc0uICywRKZtN5+S1umjDhuq/KtA3bZ/IJBpDmcyg1ZBoUKX3T9thzQk8CBL3Kdizq6Xt+/ncGFqzuva1fuZJ+44GKgd0Fz9SkdPTAew4p+CDzFOGngMZVbLVNOOG1BeO9sSaAuOZDtdFMjQxpVlXaFPflmke1BIzNWGKnJCrpnVZ+FSMc4BCaasPh7BLZmvEFZJjqCono3OFshMUXldVt50M7KX9BgNV9rcpE90tZ+jlLfb1ANWnE958uT44JyDQazpiri3K8D66T02OJXDkxaG0VKzeMRhrrUVY8z23mR4cZtex7qieHhF+ncuheVPRL+TBzK/gSv7fnTfuKNi6/exc5jSHwLyozxJ/ajG+qJyKajLIqlXD3B6lAKoUqvMrGYltcCUBoVTAljI5DCUv6oDVRGPxItu4zbBt+VBwHBAO+XQjUnXNYSKKM9lNZFTCryvsGLStZoNvmFcaFSVqaYw6KqEk4vax5ldo7pei3zu1ObqqKaAEeKC8o12HTKUtrcj9nKl6X3fmFI0zohf+odC8jTwdL15jGeNGzUZMdtzgMdJTz4JJtf9SCwR+B2GBe2/uTOjbkzfuCHi5XeBcsh3Qp7AGeJRwZG1QhnqqFEnB46WUcE065LvOYuG3GqX5bKzNh6dDbG9bT3CduQ0gJgoAO7ZbKUyd46E4Nsg0kFHsgssVqUl+TBWbYAtLtftMhsMLV3IsBUNVzgbhruQDY1EAy6SAGJtavE5DRdYEeACygFVxIs23b7LeudmqxTtyhFHetX7t9nsVOJLd1wZVWTWue6TV0wv/8LepHKLXnS9Pq4p/6Fpzupa0fuTJ+O/+Kcd+FwUnikKcWeFKixJt+sYw5KmrnAk7GNqpwZqvtQ1dGbsY1YKR1IjswW1Ivt4V0yEzCpBSubjIjrYQ9Gs0Mq+3yWO7Sxh0+u8bj8B5ztT2nqvvzCQJKu8RcsWBE5rIuKwxh3MmT9o9sbL2rJ7M7i6HABLUxG5OPttyA3s5nKbVUm/UFVtC8YsGjFNn+hO1nfMqcO/NyYBzoqePBJMr/qSV2PgTsJh+15am5b7nifWOHionehb9oVoIJKSor6p3XFmWSaVPbi9HCG2xif5VNPUQbhYcHBcpXKgU3AhmGKaRDO/sRVYHjk7IRPPmfltPqCsL0W+CTdoUp5VNrtDay6R72VX+uygDtV9in3SMBnaSxJsSUulCvLHjvfvfz2qnriMcPHE+OCmpHFkLJa9blf8x0xl1TuK6uIQI/3dzwiDJUg/D3WtE2SdI/foIN6ajiwI921sCfzhcb9TC6k/QleG/Sn/cQbF1+9DX1X9uNKEuuBlthUwgrYl5US00PV+mkoySOpoDFIpUMU63iSih+T8oYmA7fsPrs8lMK/mqqeS0tXxTGZReKB9Coas5hNrBxgOrCFXXT8qvRf2Qv+hkFjTmLV85pHltUuka8Pblcg05hs5+kJcAIlVeqYOhb3W1XNTS1wLZpY0NTql++zBk8V5h5XdnrSY6Lb1AXz+7+gF6nckhdRr697+jtEz6NyO7rO9On4L855F/mmNQbfUzgOZlHAS5RxzV5OPdfq4dQ0le2gLT9j9qR0D9hj7L1bJNEbjDz5rATDFY2HqmDT0Gh27dT0CJqEuCd68fBQuLAZ5p95KQ6eVajIO+hXLlTpXYb7iUbmczp7xy7teOBMg5d9xNvL74/tZGFVFLHmQYwLaKat0uNuv+3qnh6KXxasiRuuDlgeB4BplChWeOLLQ4P1W4rfmgc6OnjwSTS/6klfh4E/DIftdXBuX9cZPzLExUvvot1UCuyjnK0HCBsLGTNFanRVHDo4jbXaVZ1oopujjMTA4H7WMkrMD7bA5zHiYrDvbLZeJPA9+QvelqwiSZakAqZaHw/li5dat9oSJ5ztDOCNxJdfmEW0GY7LuKHR1DsydxPoF9ItqgtUMxPz2GDTawdzQDw5LuihI1VSefs1rRaVVN5WZlqSSiq/4MGBL/UL0oxODBVP+g16qCeHh1/Euxa+yOyQuJ2JQ9mdoNueP+0n3rj46l2sW052GmyAxVg7TqVGE1KMddbekocrhlECW2sxXp/Yk9ZaXc5mu+WQhTjGSEcQY8LbtZh/V09tqn5mw8bVYzEHlaN4KDwRquq6DIUTzqhuacyj8wsXJR6Sfh6NqrxDMxQc0oW7TZnvW26DhYmOwSz7ixwX1MIZiWN0xv3XUkhZBXpuZZoggQ3BvuDB2VuqKrhhnehhtBrvO3RQTw8Pv6jnVz4J7dG4ncqFtD/Da4P+vJ+44+Ss8i7mzUOKFHZ2dPj8tIgly3OnvTwdYNp4uAn2SJXpjTDRj9BRrLEOW0+Dwedh+DV14eGDFgjTbZ7UZOcGO86Q1Wv6BmXeYZzLDHZwGS+HFbzWnYwmJfo2HgfNLqkqTvEYc2JWaiOYEXxsrjLvsAyN8LkocUGNMUNnUff914wyWWcdtzLbhrcsR/OGB86NJz/6DWueJt+Qq9+fB3piePhFOr/wRWaPhjsSh7M7P7e/66if2OLiqHdBcD5WFOsMk2j9qruI2VNsUJGah9M2gexVUCsxI1kdSggFF6szTGYu0iwlr3vVbGAcu2BU+WmB9fJDU+syw2JBfqmHZg4Joxdv5tQJZxY557G83Lr0q4LsMYeC8rhbm8uYOhAGnHmK1QKNx+bY/ZxFmIrzHZS4gDKm2Gmhx9tvWcwFR7z4Zel8hyZ28zjQFsJ+Znf48tWCKUbV78sDHRE8+KSYX/QkrkfAnYND9jo0t63rfB+Z4eKjHwW9x2x6GWXtcl8D3DgYLump5wJTWs6gNyECcUMVctflwO03oiZwcloRa3bzXeHmiR0GuzO9wT+ycYSQtxwAdIOyVCxZFscNPjlQaP34WJiV4I3O7A2Lwoq1aG/cHufC5l2dhbF+e4AOiH2GaRwtLqhx48D59HL/NZ11XP9+XzmQc/Uu6vGgi5qP4nVDmQ4qx8AMtzkPc4Tw4JNq55KevNfXb2dxoeoP7tqWO+MHfrhY6W3Qu9E4ZTUfndjIIXhUcvStIY7r9GA29uaToPnh8EimefeZPd8tDJfZBDIv7ENlp2PzrpnamLTV0sJYAT52xqnzBmUsEDJkqRcHj8wTU7GUWzlrPEOKHovMGWetzCVPDoxZtQ/NQn/62ltmpk8YlrV30OECSh5UtYa//Za1stUsjWtV5sXMROV7w4C5UEnlXBeyehEcZfpteaCjgQNfBHOLXrR1CPiDcMi6Q7u25Y73iRUuLnoXALeLzNl5uhalgWuHJBLHhnRO3HJwKtvGtrfW6oGJDk26NrNDrnWFaCwtmcsGhzwYKzspp66mTUFjOmYwCaGKn3KHZuVvtMOOP+Hs69vsMc+trB7A4Sse6hice1kWwoG03kpLU3jj2qDmHSSb0HmR44KaXGPLgFnuv85M2Zd+8SuzqULMy2B3eLCvQg3pjjSLFtpcr7DnBh30Rg4Hd8S7FnZ0dljcTuXC2R3htT1/2k+8cfHV25B44HiHoOY/NMvYmiuu0WOx2fCCCy7jtTJkb9lftamsG9ABnJoZ4Q0MPo4oMIupqzk5QcZK5KzXrDsAomd43+0LlGX50QKIN/jQ69GKOh/rUtgXTUBxSMAmhl9eVwz4Qllx5KZJD257NcLDoUP88sS4oMaZ0Rpu3n6NO5xGXZkE58rcakoKiXs8eHQ4zhW5PrCmp2UdN/0GPdSTw8Mv4vmVTzo7NG5n4pB2J+g26E77kTcuvnoXEtdEu6EcLG634bar5RjDHkHTfxyYwDm7ZoyAZnA7qr1PsMXRNEKyJWAcK+yhGF5Z7WgV7Cd0QKQzaFNV8ZzlbDkoFUkrSkq+wYtaLFWLAZ0rVz6kdPoDHg9mLektwwI4J9Iq6Va14rW/yiruWZSUcRHjghpv4rCU8eh+HTTvSeWTbmFAU1F/iRsWgc+Ec454w5knF+O87e6CeUpc0Itqfs2Lwg4Bfxwe2+vsro35Y37iiYuf3gXK9TDOqZ9W/MtGUmoPTE08sPNUPVwTldkL2/K7YaHoiScxuNqDtY6D/A3qR0trINXMHpIqkGD0zF5iObxELSdgQ9CruQPVpM0qum5wMMBMR4LFuXCBgoF8SB4LtrxlB3BFRy+MWS3CFqpmZxy7sy5terVytLigXIMzQY7WquePbYTaKkI+Fy7017umtXosMh128brHWNNnxJtudx7qaeHhJ+H8wheNHRa3E3E4++M7t+dP+okvLp56GzDn8wa0fjT/Ci5Vz2ZTsfC2ljUTdcEpUTOzFyywGQGO5rlFIJ9MTc8Aj3osOTs4ptsCmw22pHKCGFGMaU2PgZGsRsoemj5Ydm/n6eFseWs9+vzKDPsWpWQ4PIoGmedcVuTmwLpoeqPFDq8dFibmFzWhdvS4oEdEMcbR779mViQrhG8Ls2Jz9sN4OtCYrG3LZQ2EWTjzrUOc4LfngY4WHnwSzq/qaHyhcD+RE19/fNfW/FE/McbFVG+j5RR9KadDz3N4aFpj5GcN+bBaDK4oI8Szooy08pK0D98GWhym+Vg3Yh5fZHCFzfwklzmYp1mxD68pSVNpawbTZQ5KyxSbaGuNE047llX2r9vKVU394g2LZg0AxxEYXSjXZu0CLQh6bK9qLFlrVt91EOOCmtKAO63I6PVjBuc1nPy2MBXUKIov39DA5Sh1aNzphTKDjJVTX26781BPCw+/KOcXvqjs0fBn4pB2B3jtz5/1E2dcg4feR8rxTQ5Rt7BRqG1Y5kpQ72plHF9wcjVbUSWL3RVOSTSuTmOGVRsRZ0zhiAVxTkmwupcZ9ZAgEZGy5nlnNTJtM92huFxJDxS2xgFnKAdmZTF35ViZkytLspzYCw9e8TaOcMyFNZ0pGLRpPXqvHQIKrhjB5MxBjwtqYgIkXlnNC8xMKibFDL/upGaNern2SExGqTUC78SXCQ+d04b81hzQ08GDT6Kda17UdV/3R+Ewvc7N7ckf8RNDXMz0NlOcvgHnNR+1Okx7WbGEGq1S9ILzPtRglaIU0xy7ak48C6XnengpbZ726GSu0VFjlNMyXhmcbPYKFqrquz3QSFT7Eg4nnNZpasOM0nPhCSOkq+ucR4NleiX2dbMPnKsRqpquPvbHx5TKEiVPjBO4GLqFsdLHj9/mD9Yn1XJflsOoZl6pXxcOSdHJ3u8IS3sppug356A3Ujj4RTe3sCOxw+J2IBfO/viu7fmjfmKMi6neR8z5DsgBjPo+3wXS+Uic02wOrFPLo0yLC9H/WG9BsxU9VxdObT5EC19y5YEUzUZVQ7XIDNQZqwUMKgzLNWbxhHKyRBvrLc/Bp2X1vNy6PMsxZVk6HCj8acce73AHxpXjMKxvndsc3SeasitZfVHigpopFjlFOt5/zbfWbBkXbuXMk7DsjBseSTZw+4I1rZgcR73tzwE9MTz8Ip1b2JHZoXE7kgtnf37X/txRP7DFlXfwgyeYCru/WZUgfNC2XmDoD8x8QYlOHWaJRsjVoYbDNHzhi6yRjLVo6qoZ5vRJ2uLxDiY30VBW010WZbZS2w1YWRZrc3k8WPlIfT2Dn8t2tsqcYdyR4PD4FOehcg+M2asAhu+KUh5bm2w4UtfD/UmGE7oSq0qTM+d/DaZg/VzyK0/2savK7fdY8H0sjL6iTAtlVXaFtgY9rt15oKOEB59U86ue9PUY3A7DoeuOzm3tPOO/5IbFRn96/fPrV2aG2oz0xW/Hv3xLDP6DhiwMtTvUNAiVU6TpVbIpFVGELRI5V1Yjt+lizzv8kJX5zadsaDg1emJOyJjmIiQmouWptkaaQ5575mhYro/rmjhU28OPT73dFQvSE0fAJ97UhjNQL7WkjlORZdecQxynTRvnrirfMuodfnyqvtsVE6Qap3no2b9y6BC/xBBW7qwoz0wYn1OjZJMmgk8S7QY/vtTefCmyxXRjakJSnVRi+wN8itN8M9sTEPcADdhFvki7nM2G7/DjS/3dlwodQbVtKcrMAgX1pWCzlgz5zNFsU58amlR3hx4fGu8+pArTyl4gTPE5zynSaeWEJC0ZznNizWHMEN53+PGp+Y4lGPtkdS8+xaZhk4YCD4rRuaxWW6xBYgY0B1LzYnRQmOXcHn4MtwzvDyrOwSQs7ipXTbWzg2JOKLsuZybPRnZS5KfYaJ7lgHf48an45lNU0JyJ3HUdOTwh6aRU3pWZH8PrNYpm038XCmFwJzfw8aX0/qhCUcSJ9GNFX8zrqFgxyjZjzILI+Ke+eGJSW97Bx5feyYnUNYabzV3Yxh1yd9rlzWz/H9m6DPeVM0Hwj7xSdJWyukt6+PGpt3JCqAU2qJWTE5rMN55IaRAfTXRiP0pw93fJFViSfDu4wY9PvZMTbMcGO94OivX89qVIt7vqACkHS4fRoy8p60ydoj38+NJbOdFZI0VZxjYDTUNZ+KWsAT3NvgSPYC7uiyoRyOUOP770Tk4kiM0Q+X5I8oGzWbv6qbNvPLaoE4HE5eiF7xKK+HGu4w4/PvVOUjB8bGOwMpMWGZwwLQVFHbQndfxnX+vvplKqOtPe4MeH3smJyIHqjY+33FMubBekPRUKdHY+IpOR+40jEuU5MzBu8GNU6TsxwYjLtE7cnI4OI2ra3WVr0k6ZmGkcKFXo+5KJ6t9zgx9feiclmAcEqck9qVITfFwW+WpjgndSSWPLsS/q5WC96z38+NI7KcEUBb58mzTgjLJi5sRYo2KlGBlfs6vLpnJMDr7Djy+9tSZsuFo3ckCws8vD5zc7BRaAvCgwJu5Q06d4mNTw8w4/PvVWSjAoosApmY96KS4uDxzn3cRkSoAo6+ritwzB3ODHl94KicKEQybhJNXJpmLTIFlgQf7AhUoM9ze2cDB5BCk1eKE8/PjUOykRqN9yZ6vLzOaaI9qnWEVclRvDjbAMwj4Vmb3YWNp3gx+feiMm+PQRcTxURrhFbUIk6cGhscCzqHNPYP1LYHz2+ze9wVSm5d7hx6feiImoLsdZp0+ExzRBoekzTBPDbrlBVvLU9Slm25GLPPz41BtBocnEfI/kkhz5GCyDgGGTmdjeLE4+BahTDL7Eecp6GLjDj+GzbwQF35lgiAza3NxUUR8ObopprYmdYYU8J2XYphp9CvXi8/DjU28khQYycSgVP8V4L501foldj4da0DAlrHL0kr7ECiE+Vtzhx5feSAp2Gqls8IclaQWyzZ2icRwwhDtDK5cCUuPt+Snr3ayhAx5+fOqNqLDZetbd0pKWq6XHNpZ3Tr530F5iLULQp9jPsdQ04h1+fOqNqFA7xt75YMMLNsca38O2iZBKmU06WTHEQtChTzEqEajbb/DjU29khVrxsUqUu+J8owbfSgTMSv2iCGbtPw9fXME5t1ldb27w41NvZIWGiJSZKJZYRchGlXZWbI3T5LkFjoooo9tZNbrbTGu8wY9PvZMVbAfJx/IuBgwcNn1cYAVcshFqSll+126HmU8efHzprahg3tXk7CZyBdhgysnRNARc7G6nHxmv0FENK+miRevhx6feiQrO2mtT86UYjJ2REQPKClYZQC7B+WfTAmbt8ktqJJ0UVHHgY5rwO0nBdkdMtap2xqBXEaczoYKNayJWZBPQHHrTl9hDZrDD6w1+fOqdpFDT06ChoqxZpULVp9jPO/TO+bjM8SocNqKDYjO13NO4w49PvRMVk3Xc8Djs/kJUsC7jU2ymvPAiCQyRQOMIn2KjwgDVFu/w41PvRAUnUaus3bCkgJIArGomoG4BTOWGh2sCsDEnaygpy8OPT70TFexQ19QCkaIC1KOA+pQICXyDIQoQXInFKyaUBod7jhv4+NA7QYGL35kzFXVSHKyhLVF+wPLqdiCFcSR9iGO7+JpT7vDjS+/kBEd/QDQkk9Gth9pNfXByc1QWLR+vE9tGrMvb2KMx3eHHp97JiWGZFTS+mIQZonlumlPBB4osMnW4VqYTR5d5lO7g40vv5AQbicJxWvJgsPWbbYotajutFN4duJ9muyp1ozB0fYcfn3onJzprE6aCbqAfi83LkkgMAeqkdBWYgWsSiS8pvIIefo6J/oGkgGNIRchTZgfhuAQFBCFDw5Nv4zmZ8dLYgacqIO7hPp69NygK9F67FJzdXXYGpmKIWhEeWrK7y+50sSlvysN/NeTJ+tIVZMeCs1flkxXD71+/PcC/fdPLVFJ7cF4UNo4pupF63ooy9BntYOaE5HRlxwa5hEzNbEqh+240hH1cTTGzhaYcakp7ikmaZVTYRd3gv4sUDEbRZmCrUnh2i+g0j9WfnXD14tT6GryJs4gyp2Hg5jCXLTFrkpdHZzUoxGDmILQolY8y/RpjXWb6tqS0KP68st+NlrfhTbT/merXWOO9lNK05qiyAXCSoRwqhH2fh3a1CgtMMmZQU/oBRg6kgsKPtIMDtBt5nMYYKxV08FXPJJWMQiHfZDkRbqXH1BtsxJr12i6G+PunY3w6chytYlBB0SuG1Af5ikfLKCJ+SZoFzlVj1B4fzUpAy9HufI24jiIC/fQyWDNN/UqfUMion2Ov5q9wSpvpccYZZ5vi/a6ioW5w84y5yBC3T+208G8jn9Uo0hhJjnKHHtlyT5k9JTeU353U9mQ3nLBhnC2faXQDqzTl1bAqOB/LdD1i87NNRbuL7TnSKhr6wIXJhIbOmM3QCRzawiIpuz4Qi0w2l6/bSSjbVaGF2UT9Edu6gqxTH3ZSbJEeDyYOLFzmufLR0dQWjYTAZCzBGfAeeRGeGkl8QL9LnTy/m0vIqmizyBOLu4RK6cz0GvoqnwVCNcz5kAAbrhgcArMaNgxR9mAukDQn0yyMWzlESaYVKzhymL/jijye0+defNj4XyITq/o2m05i/ehgB7GkkuzGIixzCTg9VcswBJWrCbkxGezlyw7hjDSluGy4wL7UFHLMQYpMsCW8aVgPve5IjzoOE6J8agMtGTWLk291XTQgQVLuLG7RgwguofChFcAp1kPLqEWHfZYBXtyjLHim1y1wYeJKS4Ylh3uYUzpliUXxnvr/rhs+1Bi/SAW0D/auq/GwrUYswrKxTG+u3zM4HGIzZ5jHYnKIk7Ra0xBjxt9rrr9H+D1w8ecbnn+8IJvLtLt7m7u6u9tbWbCTHc902dJxS/fNOe3OdcsHj2yzZbLJbAtmy3OVCe8hH6uAn3WjOtPpOcDTWJ4PjNGQD7jqJj4mPbygABTbSUb8oq+rA4OLqVckWmRbq7w2pZMwLx5YsMnLd3OvAp+xzV7BnTPnkJNNsYLQjGoOWdsi5hhD3Wd16PD20iJ+MR9JeqopjvldUQKQWIfC5BM2HT1iby3LOCI8wBWKpwLIzNMVA8KiWVeczFZM3wX2XJ0swl0MW4uZ/J0lJmW2X74kj2f1+UZ+sB9Q1PMgg7NgNClBBS1qInsRzqS7ZtF7OqKsS2E0ubKptD3S8kZOMRTn+DRZ8/YkCMzYA4zwhv+jM2Tomm3uGC9Sdx/cWft9ZzsCZkzpJyCGbFEGoKFuNMSDb10BasieLdgPibl4+j13FY/YtRrUDX2XUxqGfTfxQNkAhv9IY6Eer3wQ2CzC4b7w457toZb5EklPmmwpm3SCMjtqVHgiMQWiGjI4ZRrD2WgWwgyKt1kII3bdcrp16u/2y9JPvWujuq6zCRtIbDFNRvWxcSap4CZ1ZlmLzUg/HAPTz9nXBhxnWpaPJVCsTPCEX4eznHo7ZbFCYqPBpmhNZ3KiwSfzE1VyNzkHMzTTbEwYUENnZmxXjTkklP7Q6MG8flj94oNnu3Wv8rcmwtak2JggO5Nla+JsTKKNAcXG5M2M6JnykmeVfbfYYkm4cB5VM3u20tHmsy8Ltfthc1fJNoZeCA8hGHmZYwYXbVgEJ8DxX85a0DgeSr/A+ozczPotTFgFxydzoks1LgBhQMzOBC7WW/NKGzwzjB8V8GG9kMZNGOFBGHVcVUNopWx+l4MxOQp+Cg7hxEkRhGeet3qQcFjH5Hz6xR2QYoEpspOl7WwpL25i+UNRtvfkDPbeF5ypatY9jwEoVgLOX78jj6L+c68atqpkp3p2qmqn2jaa8FlxbvTsTn5s5c1GPG1k2Uby7STlVrLuJLEaPjKVgb8HvmZq6HWxBxZb6+WeP5GC4dNh1VN80htYjQc6LYfG6BW7SFkPPHv1BzMpyqfX+potP4RJyKqnkTm+rHcZO6npRS6yVWsuqS31BQFKfUsqdZZSmrZL+tSw4+bcDO2Vap65p2bONc6yW+cEX9SstqIqqWDmExOb2DZU2nOqCs+YQ8EW81chw1fUl/FXRovkxeLrJhHZDg+OCl/+eL5svz5+3Tp4PKXPvX7N5H7YPFlw3M9uhKTczqy21ytqycebMXNCsFdGThPTvLpRpujZaLB1v9qOtiBtkRgSoA3BZSio2kq6qUycjmR/ZdFATFnWGUQoLhFrJJMNM7SYLmcbtKqEfL3Qt1IsA4CtuShUbH02sjTzgzWUdVAqEp45zsvgDD+OsvDszCYRnDm1EAHVtqXUGXElpGhQybuuBUSx5R0w5V/T1QhmLk43YjLJdIpt2FA1aETQkbU3FQjjkz7spZp/XfY9SvrPrWLY6ZGt3tmoqY1S2+nAR435rF039vDWft7Z21v7fGPP7+z/rb+w8y/YRgxGSdHvmSFwOnFTLef42cyBKPYux3GzelFTOK223I7oOP3CPlb0jSm5LwtcsFghGtnyLDkfbkrksBQzbcARS+P3RmnCdyAeSWFn34M6VXNfg4JgxZDvUW3I1wMS2/OdUSpofioawjOz6o8XOKgi8TYfJnq1DA69LmTeWcGZsLPYiQXTfDQx+5EK1ownhtw0l49w1uQedlxlL9gh5q6TyZm/Lv0exfznG7XwrEU2OmerojYabacAdwpzo2A30mMvbTbS6VmW7STfTlJuJetOElcOlkphZU6xVXla64AJ5DBQkWSQXrtlpV+dyv4j9qPVckhuXMfKaA92yyO3dB81FOa8dXM0u0m5xNIJDWQ36waX3KyhUtk2TklXkadWLFtcPUOq6SmO2OLU5JclYw1KQovWdRb7jqUeQc+6oniQDazGt4y0xv6QFvVjZp/px8wuF9WijYxux5DszJlXRlknBsQND+aFq8c2jOsshh2tcdKJMSxIwORjwpnK049bogKWmtnTVGN6YJuns8YHNmda44JYAmkOIYP3lOFZQ8vZ7kRHYE2cIVyjhpxDGU8LkDO4znyqrEHpnNaozalmFReYZQAyYpiDJjjjqkF909nFhy6sRAkjT3lM1itOJlOPai/Hjw7w3nXYuho712Trymxcn52rtHWtdq6YGrGpmnsyjteT7Vd99nAPqz3AsuORwZU1qWImdbFVHyLDJ6Qw1n7ZuGc99rDIrrDmg3Tj402Pa1/sTaJz4d3Plh+S1aSGz3g8lsCB8Qa3rk3JjpeRVXPtmVrJHOMheGHx7cvCDPAe1BxgsI4blqu4h7m2jGAWwTkENRv3sPCEiaHitpFpwwleVaWieVhDzr9pBBrH9PKrcS1HkxvXsqIX7Gxw6qf8OzTFo7j63BuazaZ2MIFMSapzyJbQnE7I0Gw5lIzomkvHkXw9F+V6Mz9NNWvfNQ9uwKqmLcGZH3xc1YWn8p7keME7daHB2b5DjWGT+vH1bMpi6BGwKdUzcS7fKttg+gCfsaMlSYc6pb7TUBNsZl5Jn/DRy+AsVgSLDX0XUsx4k/O5aW/QEGfLv9lteTajqKraVj0JZJp5QHpSU49mwhPLG7WMrAmmXolsTa0yvmtWIpshTEvohZ1lbjanoEEcxmrUh0g5ElJ/9X3oq8HzuTePdtbUxvraWWtb625jDO5sx42tufEOt87ko+u5cVT3fu2zG7xxmrc+NmvP+QKtVXrTkB9bhl0eLAOWI1LLEdygTSEri3PkoZTKQqYwrW0lRzIiasGTzutSFyWhS9hPwgLfuK5FButkBmxdQRXlhVjSLpO92fR60Yb5tTJku3pVracUVu/l0S3XJdPYiIvyOJCykn97VSoZ4YkJgCJDUH3NtFfnwU4paTRLeYOYyOv1ojI1ui44a37PVwpIXfrFetrHkZjBTYZNGu5iHhns0f7Ll+TZ4Pnc20c7c+rZ+toZa1vjbmcM7ozHjbH5LD/24uZZOu2E2Vb4PcvKnWjdimJmDNn4TBYKsM1rXevAS27DPtuYx6pdDXopwWg/5d+0ulRGqZxDJiLwHOxidb6BVvosyfoWlRQP1QOLlRmrtKjwa7NBOy9rk6SjKzNDtQvHUad8gLRQ0sRHzO/gWyo4vFiECXdszKUhGcVP5r7gquZDoTJyqoAUOSd3e1Bi+nlUgSMNCY5Cm4sTIgesdnt/goFRj0BSxf2eFt2ECRvtPQkMOzO7WIi/R9OSv56N82QSfb4xoTYW18ZA2xl0WwNwZzDuDMyNQbpxtre++caV37n+21DBJrSwC0XsIhdsYMXcbsv7ZEeSdCwjD20lnvK9SJ+dPBTdB/ZTTUrONnRaq8e7F8SPecRKAg3Kbyc1lcoa17bYzahbvmQGTxmVycksaMzL3WjdDF6Qp3ZIOHNb6EnUIzISurUopJvDpnJtUR9qtbEbC4dPFrh567DY3XkYT+F4UjuysBo2NA2Ov15vD2zJXcGDVbzJ3CnLusvqp9BZwE2eVSmwsSzni+sVkXepxt9hcz3LtM+9OUr/sSSrJmTlAiSbwYsmASeDNzZJl8yk/9VgNScrcsVG9FyYWYqOf+5WqToqnTTBWalRlQPPO8kgYBOcNj07wKxaY+O0rEFEoxmU3amkHzJTMHD4qkJlg4lq7zWZxhDHZk/9HnJaki5Hm5VRkz6Kk7K8yUyzoc1sZccxqNstwXy/TTxN4l7ZHsxwD9QDg2mWoAF3Z+pHGUUlLHjmjC2pH47HyXAIrNYTF8/MrjFVrBKsjDIqXPrrB/toFX2+saJ2VtfOSttYdTsrcGc07mzMnU36GEfZhl12YZpdWGcbBtqEjXZhpm1YStWLbBiiECZEipGBrzPsZdtWek9cKpttZ8FGyuglM+alspk+ip9bVlFmUNIijpqEochlZH86nq7gbKXcjsRdzrAcR4QSN7jX5VdEPo8KzqzOMrN5ISWpH49FQBt83WZODrSqZTPRbmDfAGUn0fnpZl+xyJkTM5PF5dltMK7DnTTmVr4pY6ECq9PvTFbaBGUY1ysrk/4tfEvHht0k5mJZbJYty/XgWtKVvPFtspGAWuPT7ubOIuUaBwlHSDu2Z1RHX0szp/QKnPqo6dIMDCl5ZtINaFSa8h5rsVOkqu5DOew08Sb5l2B4/LD3tIh6DCfLgGDf89VNnVlitU9L+WP6xCjqwUspPMo0NfYYDdzHT7bxlm18ZhPP2cV/tvGi5/DSLhrFSlUzFrVMZf7uWgaaa2EzGWKx1Tmmeaif3qD9282oJjZsYZJstDp1+bRlWNNss+w40pympWHPoIze30l9+Ho9t0UFHGFll59BeT6amWoUB6CUYq6JRntdMVE2fG3sZqBitTyrGTXUHbNpwMWwJAFLtWN5SjGjg/Y+M//0e7b4CUqKFKvltuIHIRzdKWzAebF90WChgVCMYTtNUIKzeEHNRznGuJT+6zriUR1+vtGezIBtRbXDZJxsHkGmxKJvY8XfEMKl/Q6F9eidfL7xZnbez85b2nhXO29s673tvL2dd/isznfaf2Ms7IyLvTHybLvsTJ2dZcRDqU1H3tizPSsbkMuwyrqZWcfxxgvO8oGotjhZj8RDh0XzjbN02moBAVUtoUAscVLSnyRayVYZkBVoSYoTsPnGSGbcZqaWcfCyVcQ3XC8jggJbVU4jrGW4RRb90KDmNlecgPGxZJZXZcI34zjkhcKsN4EjY2s92BMZrIhlxFIAMeXGkh7Y+n6xSOE0MjX3oKGBPZneG0Ht3qIFRViWORbHQtpyFKv6IoTRfkeiyLN38vnGm9l5Pztvaeddbbyxnfe29fY2zuFzdGwbTdtG3zbRul10bxsNfI4e7qKNpMmEGxOt1QBMPGtywnUgkpRgw3xGeE72VsfRhbTgmhX99aXk+R7G0ssuMjDD3dIzJhm/tlWdDFuh21PgZPCYvYNEfQ6esRIaqF7mscllD0opDwd5IB1Lt9OFYhmWdAJy4m9bsALKxGfooyaZrU26RSjAVCsPj4XZ0ZiK3RbDelHsKu1sw8qAKwVoPZiErZXtBW9S7By8BhOyGs8WtoE9PHbcjpaslcGAtzDTado9W6efb6zZnfW7s5Y3xvXGFt/Z7ltbf+cbPEe+tpGybWTtORC3i9vtwnzPQcFdDLHzmuqBgqkONdqtTl1Vo4yCEZnZTW6yh0EJJq45KbJbGCs1vQvzfVaZHOB3S2lobOJlL0BMp2TyuwUuYfPl3ORUTjYcMLOdW4U2zcHSNdmYbL1eUZqOqfQQBhHmcjxqk96fOnDNMLHQNmsjq2WUamzYywLnJagTrZgGrq4xTVETdUrpZIMNZjs8vpgYy7OEVbDqSkXjlNLaYlwFKeDxvph1dHUM1AMQHeVffyV9Voife/25U7c79bxR5zv1vzUXdubFxhp5NjRpsMIUnitoxM5ryT7L8KoIq5wbqIXDqIHcVuUXZ07hq/UIJuXOJtYrtgXH69gV0+/rsuCKXFFSYWqkGi9y5gQahmMX1eC4qOcQRVXkiFvBG7ei7F8+T6jp9S+r/0f/5HPvz+z8n62/tPOvdv7Ys/u28/a23uFzNHMX/NzFSnex1V0sdhe63UR6t5HhocEd2WrNqbONaBozkqjk+Vm2UQqWS8fel3DxhtDncY4jxw5saeozasqSFehSBdCh6KJaZPGthZIns38G59KAylGjVl/2fgDbq0dLEAq4G5ZYaeOYqNp5iJCRR+iZlxufyzp0trIx6wLUh17h5skkIFowG46XeNIZFVyv13a6anUob5U5mXl1ReMQjsIu+FVwXAITppxHMWFM8R2FTMv+pXExbaUwNzhukCXwrHSpRxvmc2/zbG2knU21s8E2JtuzhbezCPcW5GM4axv92kXLNsG1XSxuF7rbRPq2kUE+R9kLVKQXEMyvtFfe0bOFj9nIyapmmbJYOXFL2JeIO9sXOtAHMiSYjQHJZ6o7aZT8UUvK2NdCn09QMfSV7QETaBx9PDlwvlt5EW5qbmedQWNRqs4QRlgYR64DuHQ2K9NnasRqZ6nmftIJQe/kKR3hcqjpYqzDeej9LAaGIRHtpSzwbSwvHmHDn2kvbkW1YIKzJgX3zlgWvBJTWSxbejlYOZelin5NV3QoN44WnJoCA5YraufKtixDoQH2wph8jCTpFUdSPF1jZ3K1XJKhCVxs9sQuIexATMQH51JCTnTNs6HrKCuIGqY2DcfqVRFzBSmYM8NuABzNw6A95J2WHhxXy9cblttCs1un38fQ7TbktQmQ7eJp+/jbJl63i+9t44G7+CGrgrsoxnXAQMYZkaPHNIiK6LSwusnIFoka6cRtzWbZ+2THrsYkog0LMo/cOlwbTdwkKcFqEh4a8lfZVPVlVfYxmfumUryiOQldfUCTKSDKQWq+YecKTpDM4pBKnloVE7DoyuLj7EMYNQ2APcHYwIurU95CVTDg3ZPyQKQ9KbbL1Kh0diYaTRJF+kPXRF3Uag9y2kAjiDbqZfJoGjo8brnRyBEU5n7IVxbts3X/+cYb2HkPO29j551svJln32fnKO38queY0S7EtI1IbSJYu4jXLkD2HE/bxd/4yhvowFhaD9jTqvfTlCvdk322g5brRbSzoDmKCvTJmMLzsqAo9Vi11pAwZ0wk8NV5JA1+JtU4VdykP42tphgqXdq2CupYUzhY7a8DgUxfSUk0qYLCYjxAFh2a5h2a/DuiHWzkrBSLGKuxgBQ46wZA2GjxPdolfH8RQ4EVs0WMO5Pt5shW4Q0ebYtBqAmiSrtYVRimXUJlN+kCq+01FP3iPwZFoP4t/gBDZObfET58NAE/35iMGxNzZ5JuTdidybszkTcm9c4E34SMtiGmTURqG8B6jnftwmPbcNou/MZ0i2Srs/ur9XmSbEwMaFlBeD1Woe+mNimqbwWj5SPzEIaRJo4wrMnev5bKyvmBeXbzcljvdyQkwt5raprGrOTlW0Hk0Ctb2f8VAjOdWT2jsDJb3SugQtNBSXBULPYOyABWO6rBIIosGYrNBvLRviyzlIztS1mkwGGGZR1shpaMxmi4uNl6ZVYrkZfjSRkSyvLRaI51aryhIeXjdInY0SpYzQSUb/t1w+nZSvzcW5U7K3Rrte6s3J1VvLOiN1b3zkrfBJe2wahd8Gob7NoExzaxtMe42zZIp0c7dY1hckiZVmRVObZ+2sIBtzXYytSVMVbrYBbyypdmk0XYpwrJMs2vLLpXdVFjgYn610Pmr5xGCBsY690KC+cYxpOsjh0c2mIFiti8kVeTkTXtlcfKhL9uybZZXczTkWJeih0f3GvoBcsxp8xXKqoFpiNbMkTBI5uCW2yQ2QtD8S8adlHd0L+rSTMOXs6FpqXM5cNxiFHju6L1EstmoiqKHGVgy48ds6VfvyKPSvPzjZJ9Vsk7Bb5T+DsD4dmg2Bkge4PlMUTHsCn4nZlP/Dkr+4s9smbqZ+7cqp6HFT7xs5wczOw2m2ieh0UGA+9TM+uMbc/Na5yy3mnXcrec5mn8xFxRXN1k2di4PsnuzWRhd63dOo1D3ISTxnDVzDBJnG8RfkeFzbMP8PnGZ9j5GBufZOfD7FyejYO086c2/tcmpLQPQW1CVrsQ1zYktgmh7UJu2xBdYSZG7xavZTDd1ucYdBhNjHgSnzlXCJPjEliGb/tisoapU/aX5/trF306KGuGD2QO45zL/2UneHsOVrIB03xEf/zDXOtktcwdOqzKyddzkYcDrGgWdgWxVjV6oi5uha/KStBo1gGQ0adgM/jEI2lY/IPRKpYOWsQAqnXxlIJbWcN8Oax5WM0rJ2rCSUrChnVdGiL53cZhckaJzeil/WmbopKObHv8sufobBdrxRcfDZ3PN4bRsx21sbq2RtrOqNsZgc8m48bA3ASU9gGo54DVLsC1i4ftwmfbcNsuPNfkbVbrOpQYviprHSBmrXPpVaRhJdPs/Qb1XlaGO277PJpnjabYKEUxGKUdMVZYAkndq/mPKwhhhWJNkwSV9NdXMyy+l1HuW+Epq/xWRiLti1madXyaZCz7PT42NE5DTgs2awn3k4MTI8vO1fgt9X6G/wY9JHuVwKWzmBMdMJh7Ia1XjNpX0z9YO3zhLvbqwWfewx+Aa5X7YljG/I5GBJk5T3VVQYxUr+f1ykIbPmu9rPtDt4lJ/GdoRno0LKmcNkGIfcc1zfpFs55JjpK2jU/TyoVVrwjW5pFL4BFwlgplXlOvK93exnxE9fnWEIWwQtB0K4amJaj+gFNgBM4c18jJUeyD3GeYMtUeY53biNFjdGkXiXoMW21iXLuI2HP8bBduY/CSzwtzDQZPyz+YemGbdJ2ISm5D6e70X2GLNtskZy4tVHAD6I+qazYzSoU4TfGgYfbsI80+APo1qT0Zi9DQgtQkEMlwgcOrdDSwlof4nKInaRwFzxG6UU+KrGwdyrlQR+u2ascoBgHXIHHqsDTlE3TWmE9lpzbODVJ1jB0vfkHZS96C7a1DaJrt3sU5SfaatG6juVvY21NMCT9GEpmtn2vQeOHGOoPZ55mQuLHSP7dG/c4H2PoMOx9j45I8+y/Pzs7ON9qEhnaRpF3gaRuo2gS2doGwXeBsG2hjU5igaUBBU8FNmg72j1felZLr28rFV2wFSsVaYUIzWavNpGdvTW6jFinBNB+RBNU1wYktRKDqViF2UBfS1V4WMmeko4AaymuV1GJvcwVoWQHA+KiOVRxo8VyOq5g9GZwlX9aZkz20R1KNFV1w5onakbBTfUnqqQxLAMdwZOewIME6fbMn8lFTV0KL1u+m8XXdfN6ilifKRBJJrT8OWXXy3cYa/oOk43eY/48W3Ofe4NvZhzt7cmN/7uzVrX27s4d39vNjXGgXRdoFnXZBql1MaxMC24XMtiE2xZH41qt1xliPU10NP9gqSin7cKrr0R2Xer/ZthiIPBucwpGmsSLzEd7LymuovL28Uhp5Aeu5HKE6kIEP0SQyFOwKzkKqcrsqacia570KCPnkUTVLmi+ENH/SImcG9soG4RCVHvLRShGStehwI2MY0R7vWJ0MWi04X/0sG6Qww7kyoiBm08wCwaO9eUd77BtH45NMQ2fqEZBMSx8hLabtnJAX7S1xsF3EpSAerbjPN1bfzkrcWJUbI3Rrs+5s3J1NvLGhn8M++yjRc1BpF4Paxqw2Ma5dTGwbQ2NVDFWi1sGZltXAjoeluKp8EKuCXaHLVpXAyKyMzNGSgnPwogaIqh/p6KsNElhFZ2jUhLm0Gttl1esqkV6JG1SzgjNQY7MQGO0Bi4SzkVBiNRkPt8KIWxVSrKnrdc0hgTBcRG4MCFGcKNc65XjM/IOoimON7cGHzIaIEp5Vjxy817g8Y7EIbPNYrXMsZwseHRnAT6FYH5yoe7EYtnKwZJGryTfw35Fj+KwRP7cKdKdvt/p5o8532n9jLDybFjtLZBNBY7FG6lIlGrPZYIzGtU5jZD69bILebNYvYbABx1QuLy2pGizfjO+wzJZU1SSbKa2xlczAm1VzVqLihVbAzedc/FfjryIjk2PF92l4MRXOaMlUJWvHMBTunNUynSlLLsP3pw/2ybr/3LkCz37DzsnYuCTP/suzs7Pzjfa+1HOsZxsb2sWSNqGnXaRqG9l6DoRt42aTlX68KrYM7Kq0loFSYA2D0KmtWksspm9GFk/Yrqhcj/I4qNlgxKHwzGeiXbOOW+qQ31ZbfDAtO+bxADtT5spqLE/vYiiFVJP5oJlXhzEG6bHHppOtc5jzxJhu5CCpLnhgHbEdCq/lUB+Gxk5cDAAJXpgDz7ZiGgIC82Tlt0QGkJmrIRsG4r6u6jgm3tE3Z3YGXSMxJYdcpir/j64IzFZxFBtrjswJ6o0pr6PW3/GA/mjjfL6xiXY21M7m2tloG5tuZwNubcadjfkcFNoGkbZBp02QahPT2oTAdiGzfYgNOE+N+eA6uKmrrJ0Ge6VZSWxAzGRuC59cMuRl1646Bf3ChuODRQTmrB+d7Lgkg/tGzBbLEiLcOS5rMuJXDuWyAF7U2Gfe/sHrXCxlXD8Cxw/LooavZsmcJGbnZLduNb/UQdacSruaFF6Ac/rbPA+LRsyw2uFa85G9wJ5jq6Q4MMbVDx7BHyup2xdRNeIQ1KBvqIXIWIN5WJo8+JxGeInhd72iP5lCn28sp52ltbHMdpbc1vLbWYo7y3JjiT572Xun/NmHf3b4d9GBTTBhF3zYBis0/D01Wwc+c25H9hnHSFkaAc5g2YmcHQoDY9qozAoZYjZYpyDtUUOq+FKXV+vRpvzkrH6+5Pp6oE9lNa3/bzdPMK/dwpxNxWry6PLbyYL9WBkw12yAzqLFl4W/IkeAd514G+qk/l15BErkMzjOo60jSbRI0krk5lTbcjzfg2bzmCDJskBLX6D2qZpfpT43pZmJygqviltQrS8ONnB2hWB5WLWZf0AtH2Nc+Yz0qBM/3+jQjc7d6eidSt9ZADuLYWNh7CySje+89bV3vvnWl9/4/rtYwS62sI1FDPncfa3TworJcB3JRaFDA9A+ywYltSotmiVx0Vr8E53KUsKVpcxmIucUiDKMzJ31QdmWJ8/BxRV5WOvCoOvL4lUsNuAzR9erSUzHPA38onZ7SeCoDLMrOQiuSNQRXvI6RbAiiDP0wsBRamk1mcjMmo7ciyYB49isRROzG+pIwV412FB1VWTQp896xrau3SsMpwzWUdZDCrycNYpQ3g04z55S+CB5peT+wnSIJ7X4uVejW7W7U9M7tf5oBeyMhq2NsTNJnt3srVu+8+I3Tv8uSLCLKTxHIDbxiixr1mJdnH66pq+txjl8MFPVOJY35c10CTan71ZlDr1sicTkJw7btFdtdTMwOOk37C1dnTBt6JtKU0vtxR7NOZcjHXUemXfVjiSsatSo/DeyEc91lvU2riQzWLIseiMLsZ79CLFBiimsy0ZWg90kdFKD+rI3i8cqadUYoTAJRNVng9J5tW4hqTqTUizeC/O7m00vTzbozZL8yneVuviVTcTpPA6m8qUafv2WPKvFzzdqdKd2N2p6p9a3ZsDGatgZGRujZBO0UMMOJQno9/jGWI0/NLjWRrOx7BJS1dBpbFg5knWkgp6ylhdsIFKg+Is94DFaYdeWcjLNtCbO4dSm1VUzM7ix2bbZg6ONVShNmgytHxhsmvVslTvYjWfZm01S9dfzsp/k/ecb/bDRJzv9s9VXO/22UYcb7bnTthtPYut57DyVrWfz7Ajt/Katn7Xzy7q0RTAnnRrTsswYsOMcFPusxm9YUk5hq/6WLGsMV291XGSQE+JFndllw62EjqBuisEeyUY+fH2lLeTSzWZi19NyTIpQpoyOah5FZKRNsgQKy3c48rvhqHCKsVl2TL43rdfo2IABVt1VUaDOzqr0rlS7rskB1Tz3yhIA5T2I1TjR+7CYQpplWZqtDsu5IKvB0FT0jyzL5jp1sWyL0yzKwuY6Zr6vV5dHWf65k/xbPbHTKzs9tNFbOz231YsbNfrsIWw9iq0HsvFYdh7OziPaeVBbj0sW9bQnI2iLMs9234FFT5bWlcdqjlI10SauhqC4W0fTXxDX2o0ygwIu9TEziCM50xraHoop78r8YE3xll2Di2S4VFUlTh25piG0fLx6M/EoW4VHA9HMPtK048nRm8py4zEfHRnoT2VjEWi/foYZwFIaMlBY9dssJU0583TSLHDFaQhlcQKneJwl5dEK6FVfBXG44DGsuBs5loP7ihXAcHTHmXL4Sy3S//Kqf24Fw0aM7MTOTkrthNpOCO6E5kbIbqyjnTW1s7721trGuttZg1vrcWdtqs1Yq/bKjxOOZ84iXzuyJQUclUcycoiC9eVrMFPq0SETJjwHNypDITFyKrjSKhhNVqYweNTemILS34ZUpd5p1lQbGieNw2V1XOzN1I8haJH96q1DBE2uZfxGjubo6gTB4NJKsOBEjWYvO2QS/tMx/FWPKAZnAymzfQe7w4E5izEbnLVwNMwPkJPLkoBxU0x70FlvnCGlQc8svzxmPxXGra1DY8jNOnP+6pSIJ5nw+UaG7GTORkTtJNqj/NtJy51w3cniZzuTdakMGbL3Kd/1+dRo5r86sOiNU3HTdCSLMZAy7eU9UW1PU3nM8MQNzhaXrSP01QhnqiQhrsZfc1gmcFWiWUtj+ZlH26PKECbHY4uUGbgu2hQ2i5a0mJwlW2P6PUN0n5j48w3Tby7J7lJtL+Hu0u4u+UYmbETIs3LY6pKd7tnqqo1u26jCnebcalpWeoDIVpMJ4bBSS+i72EMxP8uzakcuhyL9WeiDRXo96qToVXXrzs4G6+GYXQiSzGI1pQzBzKMjV6/Whp1NZiCtFhnUdFoCXNm7LJ0TnI0tu0xJdkqNq5wmUxKZoNPTdzSGTUpLqYIzfHNWW/FeWaM9Zp6VuR7fkxl+zR762OJrtThmn8Uu2cL+COybEBer4SqxtZEqTMCM4WDZSYM3v6yPbEz1d1yUp71+viHNhpQ70m+Pane0O1bYsM6O1TZShIId1r3Sidm1N60uZpxnwbHITcsHOs+HPc2+U1NYQly1q4AvQEFYtyF4ipbszV2V3MZ6M4Xkjf14Umpsk2JF0JVZVGNRbcBYWRYKy0RX3WRQ691kaYU5rGHcOto/ffv/AVYM3eAKZW5kc3RyZWFtCmVuZG9iagoxMiAwIG9iagoyMzY2NAplbmRvYmoKMTAgMCBvYmoKWyBdCmVuZG9iagoxNyAwIG9iago8PCAvTGVuZ3RoIDE4IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDMyMlEwgMMUQ640AB2lA04KZW5kc3RyZWFtCmVuZG9iagoxOCAwIG9iago8PCAvTGVuZ3RoIDEyMiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwtjrsNAzEMQ3tNwRGsj21pnyBI4du/jaRzYYAQzUeaLQwYg7fAhmBOxoeJF7d8SIRh+Q6Jj74dUgtMtroth3qkqrANvUplthtQjU44hJuyI8vaTaqOnaraasChkPuNt2XUC8eXluItaK9LvXboJbzbfvT9A+fQKOwKZW5kc3RyZWFtCmVuZG9iagoxOSAwIG9iago8PCAvTGVuZ3RoIDU0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDO1MFYwULAwVDA2slAwNTBSMDEwVkgx5IIxc8EskGQOF1QVmAGSy4GryuHK4EoDABRvDmEKZW5kc3RyZWFtCmVuZG9iagoyMCAwIG9iago8PCAvTGVuZ3RoIDIyMSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1kLltBTEMRHNVwQYW0PCSVM8ahhP3n3pI+QfCDCgej4xtMsVTHl8StmVZyBeGHm37O2yhnRsjU8WXS1rKOwIpsWaX+b/a/aFT5lYGZnSNOz/cIA+DxvSaWGNK36FxnWLJY0ewqVo1CNIxYJOP7c5ttckaslSAkKSkNRM7oBbSPCUXiKYIczVw9bgrgPm1lOKu+1n7HT99gsw6AXa2g5lEeKtZs9EpKcEBIBbIc6ochzdhvzoEui3lHcYcGttev07SznZbXe6Fr1fvgHI10tivED5QBfj9B8qyUq0KZW5kc3RyZWFtCmVuZG9iagoyMSAwIG9iago8PCAvTGVuZ3RoIDEzNiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNjjsKQzEMBHudYi8QsGR97PM4hBQv92+zfsGQSiMJdjZGR4Oa4dEDPQpFfqrsU4Tjc1Nq4hL1ibQBrUC6QSf3bFhi1pE1YJ7IyZm/oCUn8rppSy6x0j/aiZvaIS/6GswcMR3WFDGUWUpDJP0R7FbQzo7sxI/xQvfd2gdO+yVveX0BMGYrIgplbmRzdHJlYW0KZW5kb2JqCjIyIDAgb2JqCjw8IC9MZW5ndGggMjcyIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nC1RO27FMAzbcwpe4AHW3z5PiqJDe/+1lJIhIGPKlETHNixE4GOBUEURv+Q6gqjC30U98mCzqGRgC+6LJCPxe8nayNoQI56EFD1EWaIrUFpQ93HVfQbvy1KGuSRrNzwcuVvxo/RVhAhyPRjmVIb1twpOp1gLzsGeO+502UT261Nf2QonNPq6L1gaVYV5j+/LYexs26HHqCo0i4oET6MXa+IkMbde8hntzWuIHaJuFi8hM6Gz9RfjamHThVvXmrn6z5V4iG7vNJ5UmZtXTi5+VivKwFtVPoOcB212aza1TIxvYHyxNHn7ZHe1QiZzbyU7XY3znLB7RkG4ebrO1lSYnWjQLfA+/339XN//lVNmlAplbmRzdHJlYW0KZW5kb2JqCjIzIDAgb2JqCjw8IC9MZW5ndGggMzc0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2SyW0rQQxE7xMFExigufQWjwzDBzn/q1/1+H8YkMRScysW2Vdasz7trrKe26Yv+/BrLFvTvi9vzUY3z7Da5mMYMa/L97bgk92iLGbKvK7Qc1lGypvVLRfPOabVBA/r26qFzc5z0Wo3q2zmbWFpEKpetcw7np7m1D52Hw8ogljKBbhynO54AiqbF2+W+lJZPOg+QRBNUSixc0uqiy6vnQoaq2ucx+LxOMgRIVHHh3I0omedbG8acNhSYZejjSPe+6q9/qCBbu/L5380RHIe1P+hVSAIIE1FY0SGjxCRRDrJSfM6UsexjOV+kMZSbi5y2hFJ5JGrisHhV4MoVoBnLeK3dbhmsA31PMJ2FqzaOoGoX9vW8SDD8QRnQG4868LD76Q5SmtZdIh1tpc2oNTthmKusPshzFZvxhFxXVuwF1mGZHc3WQ7ZO7V7Is4luA9Qk8r30Jm6Noql6vtYXjlVxCVIGSN0UyjLv+eIX9fX9fkDlY+KkwplbmRzdHJlYW0KZW5kb2JqCjI0IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvTGVuZ3RoIDU3NAovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFlEGu5ToIROdZBRuwZMDG8Xqu1OrB/fuf/lNOXr+RiYGiXECurGlrLvvvOlYsyxpW++Z0q9XtcyX+GmE5w8rLcpTN7fKsYTNvG33Z2GEDz5gDz7inDWJnpuWdNu9N/sQzsyz2sC8xVHGyxwRTKHzf4+B2ssnIDZ6iQOiBJ27duAWcRgdJUbXw+O2WcZvnAn/azXEc3GWonvuwXGG+qJVhEf0HtcImngCjQI5VR5XP9aPP9/p7TVf8Rqtj8cLvVVT6tdbdsRYov1agwOP9tYTy/Ycn7CV9CmgZrvywphMlGnmfSywaCi70bittoUkj+HMVT23eJ9RLSXQLVZtHSW6INE9qppwDYe/XoEs/d7njiUq692amv2jB+w5+VH9LRo5DIhwXKdEhk5LSt+p1cxrpcY582sNY8Y0bOMV7P90BwWObEJ0hUA2vcfqGB/bi4TsOtehn7PgKaoi+8vUine9wuVrST4SEeHKkjVAkllAl31NHgqqyBBYTSf5wUxNudXUDZG+LPnSr9tstGZMyzHMl2IyNIooJY7iL4fGOe4DsErzAd8auumrdh6enWMwJHzoxwznTtEA6adLYzw2teHrlb45WVSjJcgpVY/7USVZDlWOniEjKQyzWEtFY2qdz5HPNHZriJf30+6wF2U1LA1qLefBbSmdVbFpbGDR+C+LUWFTYwrJxK9aN/dM72tlDvUyWXqqIM5knR2oIReoIVXo9daSgKktQMZHCh5oUV3/RH+JvP9SaP/8DZqTmbwplbmRzdHJlYW0KZW5kb2JqCjI1IDAgb2JqCjw8IC9MZW5ndGggNzQgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicM7UwVjBQMDFU0DU2VTA1MlEwN7RQSDHkMjKGCOVyGZoYgVk5XCYmJgpmJhYgliGCAdKQwwXTCmGZgdXDzMjhyuBKAwAWihQuCmVuZHN0cmVhbQplbmRvYmoKMjYgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggMTEzCi9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE3OSw6AMAgE0D2n6AVM5FfqhYwLvP9WqNGyaV4yHQBQe2PjdkPKVJuD0VHUB4ZIqEgPmylW0fjSXyKcabxLuc3h2+twwYi5vGPckCLKiViQmf+/stHF2oasUUm+E2VfQJlnMRfNgq9uDjof+nExywplbmRzdHJlYW0KZW5kb2JqCjE1IDAgb2JqCjw8IC9UeXBlIC9Gb250IC9CYXNlRm9udCAvRkxSQlBPK05hbnVtQmFydW5Hb3RoaWMgL0ZpcnN0Q2hhciAwCi9MYXN0Q2hhciAyNTUgL0ZvbnREZXNjcmlwdG9yIDE0IDAgUiAvU3VidHlwZSAvVHlwZTMKL05hbWUgL0ZMUkJQTytOYW51bUJhcnVuR290aGljIC9Gb250QkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0KL0ZvbnRNYXRyaXggWyAwLjAwMSAwIDAgMC4wMDEgMCAwIF0gL0NoYXJQcm9jcyAxNiAwIFIKL0VuY29kaW5nIDw8IC9UeXBlIC9FbmNvZGluZwovRGlmZmVyZW5jZXMgWyAzMiAvY2lkMSA0MiAvY2lkMTEgNDUgL2NpZDE0IDQ4IC9jaWQxNyAvY2lkMTggL2NpZDE5IDUzIC9jaWQyMiA1NSAvY2lkMjQKXQo+PgovV2lkdGhzIDEzIDAgUiA+PgplbmRvYmoKMTQgMCBvYmoKPDwgL1R5cGUgL0ZvbnREZXNjcmlwdG9yIC9Gb250TmFtZSAvRkxSQlBPK05hbnVtQmFydW5Hb3RoaWMgL0ZsYWdzIDMyCi9Gb250QkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0FzY2VudCA4NTAgL0Rlc2NlbnQgLTI5OSAvQ2FwSGVpZ2h0IDAKL1hIZWlnaHQgMCAvSXRhbGljQW5nbGUgMCAvU3RlbVYgMCAvTWF4V2lkdGggMTA1MiA+PgplbmRvYmoKMTMgMCBvYmoKWyA4OTIgMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgODkyIDIyNCAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNAoyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA0NDYgMjk3IDU4MyA1ODMKODkyIDg5MiAyOTcgNDQ2IDQ0NiA0NDYgNTgzIDI5NyA1ODMgMjk3IDQ0NiA1ODMgNTgzIDU4MyA1ODMgNTgzIDU4MyA1ODMgNTgzCjU4MyA1ODMgMjk3IDI5NyA0NDYgNTgzIDQ0NiA2NjkgMTA1MiA2NDQgNjI3IDYzOSA3MjEgNTk2IDU1NCA3MTAgNzE4IDI0Nwo0MTAgNjI2IDUyOSA4ODQgNzEwIDc1MiA1ODYgNzUyIDYxMCA1OTIgNjIxIDY5NiA2MzUgOTYxIDYxNyA2MTEgNTk0IDQ0NiA5NjEKNDQ2IDQzNCA0NDYgMjk3IDU2MCA1ODggNDkwIDU4OCA1NTkgMzQwIDU4OCA1OTIgMjQ0IDMwMSA1MzAgMjQ0IDg5MiA1OTIgNTc3CjU4OCA1ODggMzgzIDQ3NSAzNTcgNTkyIDUzMCA3ODggNTI4IDUzMCA0NzMgNDQ2IDQ0NiA0NDYgNjY5IDIyNCA4OTIgMjI0IDIyNAoyMjQgMjI0IDg5MiA4OTIgODkyIDIyNCA4OTIgMjI0IDg5MiA4OTIgMjI0IDIyNCAyMjQgMjI0IDMwMyAzMDMgNDQ2IDQ0NiA4OTIKODkyIDg5MiA4OTIgODkyIDIyNCA4OTIgODkyIDIyNCAyMjQgMjI0IDI5NyA4OTIgODkyIDg5MiA4OTIgODkyIDIyNCA0NDYgODkyCjg5MiA4OTIgODkyIDg5MiA4OTIgODkyIDIyNCA0NDYgODkyIDQ0NiA0NDYgODkyIDIyNCA4OTIgNDQ2IDQ0NiA0NDYgODkyIDg5Mgo4OTIgODkyIDg5MiA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQKMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDg5MiAyMjQgMjI0CjIyNCAyMjQgMjI0IDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNAoyMjQgMjI0IDg5MiA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgMjI0IF0KZW5kb2JqCjE2IDAgb2JqCjw8IC9jaWQxIDE3IDAgUiAvY2lkMTEgMTggMCBSIC9jaWQxNCAxOSAwIFIgL2NpZDE3IDIwIDAgUiAvY2lkMTggMjEgMCBSCi9jaWQxOSAyMiAwIFIgL2NpZDIyIDIzIDAgUiAvY2lkMjQgMjUgMCBSID4+CmVuZG9iagozIDAgb2JqCjw8IC9GMSAxNSAwIFIgPj4KZW5kb2JqCjQgMCBvYmoKPDwgL0ExIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAgL2NhIDEgPj4KL0EyIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNSAvY2EgMC41ID4+Ci9BMyA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAxIC9jYSAxID4+Ci9BNCA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjMgL2NhIDAuMyA+PgovQTUgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC4zNDYzNTE2Njg4IC9jYSAwLjM0NjM1MTY2ODggPj4KL0E2IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuMzk3Njk4OTUwMiAvY2EgMC4zOTc2OTg5NTAyID4+Ci9BNyA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjM5OTEwNTA4NjkgL2NhIDAuMzk5MTA1MDg2OSA+PgovQTggPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC40MDU1MDAzMDgxIC9jYSAwLjQwNTUwMDMwODEgPj4KL0E5IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNDE0ODY0MDk2NSAvY2EgMC40MTQ4NjQwOTY1ID4+Ci9BMTAgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC40MzE4OTQ0Njk0IC9jYSAwLjQzMTg5NDQ2OTQgPj4KL0ExMSA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjQ2MzExNzg4NDQgL2NhIDAuNDYzMTE3ODg0NCA+PgovQTEyIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNDY1MDk4NjA3MiAvY2EgMC40NjUwOTg2MDcyID4+Ci9BMTMgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC40NjYyMTkwNzk5IC9jYSAwLjQ2NjIxOTA3OTkgPj4KL0ExNCA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjQ3MDIyMTY3MTYgL2NhIDAuNDcwMjIxNjcxNiA+PgovQTE1IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNDczNDA4MTU5IC9jYSAwLjQ3MzQwODE1OSA+PgovQTE2IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNDc3NDgwMDU0NCAvY2EgMC40Nzc0ODAwNTQ0ID4+Ci9BMTcgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC40ODI5OTk5MTMxIC9jYSAwLjQ4Mjk5OTkxMzEgPj4KL0ExOCA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjQ4MzE4MDkzNiAvY2EgMC40ODMxODA5MzYgPj4KL0ExOSA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjQ5MjIwMTY2MDUgL2NhIDAuNDkyMjAxNjYwNSA+PgovQTIwIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNTAxMjYyNzU5MyAvY2EgMC41MDEyNjI3NTkzID4+Ci9BMjEgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC41MTMzMjQ1NjA2IC9jYSAwLjUxMzMyNDU2MDYgPj4KL0EyMiA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjUxNTc0NDQyMTggL2NhIDAuNTE1NzQ0NDIxOCA+PgovQTIzIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNTE2NTE5NTcyMyAvY2EgMC41MTY1MTk1NzIzID4+Ci9BMjQgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC41MjM2MjU3MDggL2NhIDAuNTIzNjI1NzA4ID4+Ci9BMjUgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC41NTU0NjQ5NjI1IC9jYSAwLjU1NTQ2NDk2MjUgPj4KL0EyNiA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjU3MjQ5OTU5MzYgL2NhIDAuNTcyNDk5NTkzNiA+PgovQTI3IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNTgwMzkzODc1NCAvY2EgMC41ODAzOTM4NzU0ID4+Ci9BMjggPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC42MTM4MjMxNTIxIC9jYSAwLjYxMzgyMzE1MjEgPj4KL0EyOSA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjYyNDAzNTA3MTUgL2NhIDAuNjI0MDM1MDcxNSA+PgovQTMwIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNjM5MDEwNDY0IC9jYSAwLjYzOTAxMDQ2NCA+PgovQTMxIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNjU5MTU1NDcwNyAvY2EgMC42NTkxNTU0NzA3ID4+Ci9BMzIgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC42NjMzMDU2NDIgL2NhIDAuNjYzMzA1NjQyID4+Ci9BMzMgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC42Njc0NDExNTcyIC9jYSAwLjY2NzQ0MTE1NzIgPj4KL0EzNCA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjY4MDQ2MDA3OTggL2NhIDAuNjgwNDYwMDc5OCA+PgovQTM1IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNjkwMDEwNzUyNSAvY2EgMC42OTAwMTA3NTI1ID4+Ci9BMzYgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC42OTIwODY3MzA2IC9jYSAwLjY5MjA4NjczMDYgPj4KL0EzNyA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjc0NjIxMzkwNTcgL2NhIDAuNzQ2MjEzOTA1NyA+PgovQTM4IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNzU3MDAxMDUzNSAvY2EgMC43NTcwMDEwNTM1ID4+Ci9BMzkgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC43NjE3MjAwODE2IC9jYSAwLjc2MTcyMDA4MTYgPj4KL0E0MCA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjc2OTU5NjIxNzcgL2NhIDAuNzY5NTk2MjE3NyA+PgovQTQxIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNzgzMTk5NDczMiAvY2EgMC43ODMxOTk0NzMyID4+Ci9BNDIgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC43ODc2NjgwNTE2IC9jYSAwLjc4NzY2ODA1MTYgPj4KL0E0MyA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjc5NDgwOTc3NDYgL2NhIDAuNzk0ODA5Nzc0NiA+PgovQTQ0IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuODAxOTcyNDU4NCAvY2EgMC44MDE5NzI0NTg0ID4+Ci9BNDUgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC44MjEwMDE3MDggL2NhIDAuODIxMDAxNzA4ID4+Ci9BNDYgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC44NTM2MzQ5MTc5IC9jYSAwLjg1MzYzNDkxNzkgPj4KL0E0NyA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjg3MDkxMjUzNDMgL2NhIDAuODcwOTEyNTM0MyA+PgovQTQ4IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuODc0ODk2NjU5MiAvY2EgMC44NzQ4OTY2NTkyID4+Ci9BNDkgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC44OTc2MTI2MzY4IC9jYSAwLjg5NzYxMjYzNjggPj4KL0E1MCA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjkxMDg2OTM5NDMgL2NhIDAuOTEwODY5Mzk0MyA+PgovQTUxIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuOTI3Njc5NDQ4NSAvY2EgMC45Mjc2Nzk0NDg1ID4+Ci9BNTIgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC45NDY2MDg4Mjg1IC9jYSAwLjk0NjYwODgyODUgPj4KL0E1MyA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjMxNDU3ODM4MDggL2NhIDAuMzE0NTc4MzgwOCA+PgovQTU0IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuMzU3OTQ2NDU2NyAvY2EgMC4zNTc5NDY0NTY3ID4+Ci9BNTUgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC4zNjExNjI1NjI4IC9jYSAwLjM2MTE2MjU2MjggPj4KL0E1NiA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjM3MTA4Mjg3NDEgL2NhIDAuMzcxMDgyODc0MSA+PgovQTU3IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuMzc5NTIyODUyOSAvY2EgMC4zNzk1MjI4NTI5ID4+Ci9BNTggPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC4zODcyNjEwNzgzIC9jYSAwLjM4NzI2MTA3ODMgPj4KL0E1OSA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjM5MjU2OTE0NiAvY2EgMC4zOTI1NjkxNDYgPj4KL0E2MCA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjM5NTUzNTU2NjMgL2NhIDAuMzk1NTM1NTY2MyA+PgovQTYxIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNDAzODYwMjk0NCAvY2EgMC40MDM4NjAyOTQ0ID4+Ci9BNjIgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC40MTUwMzYyMTY5IC9jYSAwLjQxNTAzNjIxNjkgPj4KL0E2MyA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjQxNjQ2NTgyNzggL2NhIDAuNDE2NDY1ODI3OCA+PgovQTY0IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNDIxMTE0ODUwNCAvY2EgMC40MjExMTQ4NTA0ID4+Ci9BNjUgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC40MjQ4NTgyMTEgL2NhIDAuNDI0ODU4MjExID4+Ci9BNjYgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC40MjgyNDQ5IC9jYSAwLjQyODI0NDkgPj4KL0E2NyA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjQzMDY0MDU2MjIgL2NhIDAuNDMwNjQwNTYyMiA+PgovQTY4IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNDMyMjk1NDE2MiAvY2EgMC40MzIyOTU0MTYyID4+Ci9BNjkgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC40NDAwMjgxMTUzIC9jYSAwLjQ0MDAyODExNTMgPj4KL0E3MCA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjQ0MTI3MDEzOTQgL2NhIDAuNDQxMjcwMTM5NCA+PgovQTcxIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNDQ0ODUzMTM2NCAvY2EgMC40NDQ4NTMxMzY0ID4+Ci9BNzIgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC40NTA2ODg5MjE2IC9jYSAwLjQ1MDY4ODkyMTYgPj4KL0E3MyA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjQ1NDg1NDUxOTcgL2NhIDAuNDU0ODU0NTE5NyA+PgovQTc0IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNDU1MzIwMTkzNCAvY2EgMC40NTUzMjAxOTM0ID4+Ci9BNzUgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC40NzkxOTU4NDc2IC9jYSAwLjQ3OTE5NTg0NzYgPj4KL0E3NiA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjU0MjQ5NjA4NTUgL2NhIDAuNTQyNDk2MDg1NSA+PgovQTc3IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNjk4NjIyMTAxMSAvY2EgMC42OTg2MjIxMDExID4+Ci9BNzggPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC43NDg2NjY5NTk4IC9jYSAwLjc0ODY2Njk1OTggPj4KL0E3OSA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjc2MTM0OTI0MjggL2NhIDAuNzYxMzQ5MjQyOCA+PgovQTgwIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuNzg1MzQ0NTk2OCAvY2EgMC43ODUzNDQ1OTY4ID4+Ci9BODEgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC43ODYwMDE0NDA2IC9jYSAwLjc4NjAwMTQ0MDYgPj4KL0E4MiA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjgwOTI1NDIxMTkgL2NhIDAuODA5MjU0MjExOSA+PgovQTgzIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuODE1Mzk2OTQ5NiAvY2EgMC44MTUzOTY5NDk2ID4+Ci9BODQgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC44MzEyOTQ0MjIgL2NhIDAuODMxMjk0NDIyID4+Ci9BODUgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC44MzY3OTAwODUyIC9jYSAwLjgzNjc5MDA4NTIgPj4KL0E4NiA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjg0MzMzNzk1MzQgL2NhIDAuODQzMzM3OTUzNCA+PgovQTg3IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuODQ3MzY5NzU2MiAvY2EgMC44NDczNjk3NTYyID4+Ci9BODggPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC44NTczNzc2MDM3IC9jYSAwLjg1NzM3NzYwMzcgPj4KL0E4OSA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjg1Nzg4MjAxMjEgL2NhIDAuODU3ODgyMDEyMSA+PgovQTkwIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuODY4NzQ1NTk5OSAvY2EgMC44Njg3NDU1OTk5ID4+Ci9BOTEgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC44NzE4OTE3MDY5IC9jYSAwLjg3MTg5MTcwNjkgPj4KL0E5MiA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjg3NTU5MzYxODggL2NhIDAuODc1NTkzNjE4OCA+PgovQTkzIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuODgyMTE2NDMxIC9jYSAwLjg4MjExNjQzMSA+PgovQTk0IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuODg0NjkzODExNSAvY2EgMC44ODQ2OTM4MTE1ID4+Ci9BOTUgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC44OTUyODA2Mjk0IC9jYSAwLjg5NTI4MDYyOTQgPj4KL0E5NiA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjkwMzUwODIxMDMgL2NhIDAuOTAzNTA4MjEwMyA+PgovQTk3IDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuOTA3Mzk3NzA0MiAvY2EgMC45MDczOTc3MDQyID4+Ci9BOTggPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMC45Mjk3MTk4MDczIC9jYSAwLjkyOTcxOTgwNzMgPj4KL0E5OSA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjkzMTEyMjQxNTUgL2NhIDAuOTMxMTIyNDE1NSA+PgovQTEwMCA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwLjk1MjQ2NTI2MDYgL2NhIDAuOTUyNDY1MjYwNiA+PgovQTEwMSA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAxIC9jYSAwLjMgPj4gPj4KZW5kb2JqCjUgMCBvYmoKPDwgPj4KZW5kb2JqCjYgMCBvYmoKPDwgPj4KZW5kb2JqCjcgMCBvYmoKPDwgL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMjIzOSAyNCAwIFIgL0YxLU5hbnVtQmFydW5Hb3RoaWMtY2lkMzE2OCAyNiAwIFIKPj4KZW5kb2JqCjIgMCBvYmoKPDwgL1R5cGUgL1BhZ2VzIC9LaWRzIFsgMTEgMCBSIF0gL0NvdW50IDEgPj4KZW5kb2JqCjI3IDAgb2JqCjw8IC9DcmVhdG9yIChNYXRwbG90bGliIHYzLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZykKL1Byb2R1Y2VyIChNYXRwbG90bGliIHBkZiBiYWNrZW5kIHYzLjcuMSkgL0NyZWF0aW9uRGF0ZSAoRDoyMDIzMDkwMTE1NDEyM1opCj4+CmVuZG9iagp4cmVmCjAgMjgKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDAwMDE2IDAwMDAwIG4gCjAwMDAwMzUwMTcgMDAwMDAgbiAKMDAwMDAyODcwMCAwMDAwMCBuIAowMDAwMDI4NzMyIDAwMDAwIG4gCjAwMDAwMzQ4ODIgMDAwMDAgbiAKMDAwMDAzNDkwMyAwMDAwMCBuIAowMDAwMDM0OTI0IDAwMDAwIG4gCjAwMDAwMDAwNjUgMDAwMDAgbiAKMDAwMDAwMDM0MSAwMDAwMCBuIAowMDAwMDI0MTAyIDAwMDAwIG4gCjAwMDAwMDAyMDggMDAwMDAgbiAKMDAwMDAyNDA4MCAwMDAwMCBuIAowMDAwMDI3NTIyIDAwMDAwIG4gCjAwMDAwMjczMTIgMDAwMDAgbiAKMDAwMDAyNjkyMyAwMDAwMCBuIAowMDAwMDI4NTY3IDAwMDAwIG4gCjAwMDAwMjQxMjIgMDAwMDAgbiAKMDAwMDAyNDIxMiAwMDAwMCBuIAowMDAwMDI0NDA3IDAwMDAwIG4gCjAwMDAwMjQ1MzMgMDAwMDAgbiAKMDAwMDAyNDgyNyAwMDAwMCBuIAowMDAwMDI1MDM2IDAwMDAwIG4gCjAwMDAwMjUzODEgMDAwMDAgbiAKMDAwMDAyNTgyOCAwMDAwMCBuIAowMDAwMDI2NTMzIDAwMDAwIG4gCjAwMDAwMjY2NzkgMDAwMDAgbiAKMDAwMDAzNTA3NyAwMDAwMCBuIAp0cmFpbGVyCjw8IC9TaXplIDI4IC9Sb290IDEgMCBSIC9JbmZvIDI3IDAgUiA+PgpzdGFydHhyZWYKMzUyMjgKJSVFT0YK\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "linear_svm_3d = LinearSVC(max_iter=5000).fit(X_new, y)\n",
        "coef, intercept = linear_svm_3d.coef_.ravel(), linear_svm_3d.intercept_\n",
        "\n",
        "# 선형 결정 경계 그리기\n",
        "figure = plt.figure()\n",
        "if matplotlib.__version__ >= '3.4':\n",
        "    # Axes3D가 자동으로 그림에 추가되는 방식은 matplotlib 3.4 버전에서 deprecated됩니다.\n",
        "    # 이와 관련된 경고를 피하려면 auto_add_to_figure=False로 지정하고 figure.add_axes(ax)로 직접 추가하세요.\n",
        "    ax = Axes3D(figure, elev=-152, azim=-26, auto_add_to_figure=False)\n",
        "    figure.add_axes(ax)\n",
        "else:\n",
        "    ax = Axes3D(figure, elev=-152, azim=-26)\n",
        "xx = np.linspace(X_new[:, 0].min() - 2, X_new[:, 0].max() + 2, 50)\n",
        "yy = np.linspace(X_new[:, 1].min() - 2, X_new[:, 1].max() + 2, 50)\n",
        "\n",
        "XX, YY = np.meshgrid(xx, yy)\n",
        "ZZ = (coef[0] * XX + coef[1] * YY + intercept) / -coef[2]\n",
        "ax.plot_surface(XX, YY, ZZ, rstride=8, cstride=8, alpha=0.3)\n",
        "ax.scatter(X_new[mask, 0], X_new[mask, 1], X_new[mask, 2], c='b',\n",
        "           s=60, edgecolor='k')\n",
        "ax.scatter(X_new[~mask, 0], X_new[~mask, 1], X_new[~mask, 2], c='r', marker='^',\n",
        "           s=60, edgecolor='k')\n",
        "\n",
        "ax.set_xlabel(\"특성0\")\n",
        "ax.set_ylabel(\"특성1\")\n",
        "ax.set_zlabel(\"특성1 ** 2\")\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "tGgMafE1pK2j",
        "outputId": "5960adb9-5c66-4ff1-a8d9-8a1d684817d0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "ZZ = YY ** 2\n",
        "dec = linear_svm_3d.decision_function(np.c_[XX.ravel(), YY.ravel(), ZZ.ravel()])\n",
        "plt.contourf(XX, YY, dec.reshape(XX.shape), levels=[dec.min(), 0, dec.max()],\n",
        "             cmap=mglearn.cm2, alpha=0.5)\n",
        "mglearn.discrete_scatter(X[:, 0], X[:, 1], y)\n",
        "plt.xlabel(\"특성 0\")\n",
        "plt.ylabel(\"특성 1\")\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VMXTre2KpK2j"
      },
      "source": [
        "#### 커널 기법\n",
        "#### SVM 이해하기"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "JYrZ7oprpK2j",
        "outputId": "8fada2af-b2cf-4a2c-a8c9-b8602c6af5eb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 426
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.svm import SVC\n",
        "\n",
        "X, y = mglearn.tools.make_handcrafted_dataset()\n",
        "svm = SVC(kernel='rbf', C=10, gamma=0.1).fit(X, y)\n",
        "mglearn.plots.plot_2d_separator(svm, X, eps=.5)\n",
        "# 데이터 포인트 그리기\n",
        "mglearn.discrete_scatter(X[:, 0], X[:, 1], y)\n",
        "# 서포트 벡터\n",
        "sv = svm.support_vectors_\n",
        "# dual_coef_ 의 부호에 의해 서포트 벡터의 클래스 레이블이 결정됩니다\n",
        "sv_labels = svm.dual_coef_.ravel() > 0\n",
        "mglearn.discrete_scatter(sv[:, 0], sv[:, 1], sv_labels, s=15, markeredgewidth=3)\n",
        "plt.xlabel(\"특성 0\")\n",
        "plt.ylabel(\"특성 1\")\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RWgXbaAnpK2j"
      },
      "source": [
        "#### SVM 매개변수 튜닝"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "hide_input": false,
        "id": "sTck0G2tpK2k",
        "outputId": "6e8af762-0820-4c2a-bca6-07934ae3897c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 767
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1000 with 9 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAABJ4AAANcCAYAAAAelGXbAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeXwTZeI/8E+atEnbtAV6EdrSYkttKQIqSAvrDSqKHCKIFq8toGvdVdfVZXd1dX9+3cXVXVkPVjnEq3KpiMopICrQcogIAqUUaWlLaUuB3leS5/cHm9hpkjZJc0zaz/v1ygsymZk8M5k8n+aZZ55RCCEEiIiIiIiIiIiIXMzP2wUgIiIiIiIiIqKeiQ1PRERERERERETkFmx4IiIiIiIiIiIit2DDExERERERERERuQUbnoiIiIiIZK6kpASlpaXeLgYREZHDFLyrHRERERGRvGVnZ0OhUOCNN97wdlGIiIgcwoYnIiIiIiIZKykpQVJSEgDgxIkTiI2N9XKJiIiI7KfydgGIiIiInGUwGJCfn4/CwkKUl5ejuroaer0eKpUK4eHh0Ol0SEpKQkpKCpRKpbeLS+SU+fPno7W11fx/9noiIiJfwh5PRNQrGQwGtLW1ebsYROQkg8GAffv2Ye/evWhoaOhy/uDgYIwaNQojR45kAxT5lJKSEgwdOtTc8BQQEIDDhw+z1xM5zd/fn/UgEXkUG56IqNepr69HaWkpWP0R+aaamhrs2bMH58+fd3jZvn374qqrrkJYWJgbSkbkei+88AKWL18umXbPPffgmWee8VKJyNcpFArExsZCq9V6uyhE1Euw4YmIehWDwYDjx48jKCgIkZGRUCgU3i4SETmgtLQUq1evNvf+cEZAQACmT5/OHiMkex17O5mw1xM5SwiBqqoqNDY2YvDgwez5REQewTGeiKhXaWtrgxACkZGRCAwMdHo9Qgg0NTWhtbUVAQEBCAwMZCMWkZtVVVXh448/ttroVFQUhPz8EJSXa9DUpERgoAE6XTNSUuqQkNAombe1tRUff/wxsrKyEBkZ6aniEzlswYIFVo/31tZWLFiwgGM9kVMiIyNRVFSEtrY2NjwRkUewxxMR9SrNzc04efIkBg0aBI1G49TyBw4cQF7eXtTUnDNPDwvrh/T0URgxYoRT6yXv2rJlC/7w+ON4ZcECjBs3ztvFISsMBgOWLFmCM2fOSKZXVqqxdq0OZWVBNpeNiWnE5MnliIpqkUzX6XTIysriDy+SJdOd7Gz17gsICOAd7sgp3f1biIjIUWx4IqJepTt/bBUWFmLlytVoa2vDkSMhOHw4FM3NftBojEhLq8WQIXXw9/fHXXdNN9/2muRPCIEx6enI27MH6VddhV15eey9JkM7d+7Eli1bJNMKCrRYtSoWer1fl8urVEbMmFGK5OR6yfRx48Zh7NixLi0rkStkZ2dj4cKF5ucBfheP81ajUTIPez2Ro9jwRESe1vVfakREhMLCQuTkfIT8fDX+9a/BWL06FkeOhOLnn7U4ciQUq1fH4l//Goz8fDVycj5CYWGht4ts1bx58/DAAw8AAK677josWLDAq+WRg82bNyNvzx48kZiIvD17sHnzZm8XyS696bM0GAzIzc2VTKusVNvd6AQAer0fVq2KRWWlWjI9Ly8PBoPBZWV1hq98lgkJCfjss8+8XQwLf/zjH/Hqq69i48aNSEhIsHu57du3o0+fPm4rV3eUlJRgyZIlkmlz4uMxOz5eMm3x4sUoLS31ZNEcwmO7e3risU1EvRMbnoiIutDc3IyVK1ejsFCLjz6KRX299eHx6utV+OijWBQWarFy5Wo0Nze7tBxDhw6FSqWy+lAoFFi7dq153nHjxkGhUJgfI0aMcPj9fv/732Pq1Kl2z//aa69h0KBBiIqKwtixY3HgwAGH39PThBB4/q9/RXp4OP41dCjSw8Px/F//6vY7Hsr9s2xqasKvf/1rKBQKi15G3pCfn4+GhgbJtLVrdXY3Opno9X74/HOdZFp9fT3y8/OdLpvcP0tnvpcDBgzAypUru5xv3759ku2x9njllVcky8yfP9+h+U22b98u+eH97rvvmi+LraioQHV1tcUyCQkJFus3NYLI3fz58yWX2AX4+WFecjLmDR5s7vkEXBzraf78+W4pg9yPbWfqKR7bRETewYYnIqIuHDhwAG1tbfjsMx2Mxs4vwTIaFfjss/5oa2vDjz/+6NJy/PTTT9Dr9ZJHa2srqqqqEBMTI7kt8pdffom6ujrU1dXhrbfecur9Tp48CZ1O1/WMAJYvX46///3v2LRpEyorKzFjxgzcfPPNqKmpceq9PcXU2+n55GQoFAo8n5zskV5Pcv4sGxsbkZaWhr59+zr1Xu7QsQdhUVFQp2M6daa0NAjFxdJlu9NDUc6fpbPfS6PRiODg4C7XP3LkSLS1teG5557D2rVr0dbWhra2NhQUFGDGjBloa2vDk08+abHc+PHj0dTUZPXxxBNP2Hw/035766238PXXX3e9AwCsWrVKsv7FixfbtZw32ertFBsYiLigII/1epLzse1sPcVjm4jIO9jwRETUCSEE8vL24siREJs9nTqqr/fHkSMhyM3d49KeM/3790dERAQiIiIQGRmJ/v37Y9CgQbj11ltRVlaGqKgo87wajQZarRZarRZqtbqTtVp3/vx5bNmyBWvWrMG5c+e6nP/VV1/F7373OyQnJwMAHnvsMYSGhuKjjz5y+L09pX1vp5v+t+9uiorySK8nOX+WarUa3377Lf71r385/F7uUl5eLnmenx/SrfUdPSpdvuP6HSHnz9KZ76WpYSG+Q+OGLSqVCrm5uSgoKDD3hqmqqsK6devMPWM68vPzg0ajsfroaqB3UwOI0WjE1q1boVAo8N5779mc39/fX7J+f39/u7bLm2z1djLxVK8nOR/bztRTPLaJiLzHvl9RRES9VFNTE2pqzuHwYcfuGnTkSAjS0srQ1NSEoCDnemZ01PFuXianT59GTEyMpKt+W1ubedyatrY2yfyVlZXYsWOHzV4PQghkZ2cjPT0dSUlJuPvuu/HFF18gICDA6vytra344Ycf8PLLL0umjxkzBnl5efjNb35j7yZ6lKm308aMDPMPCFOvp1tyc7F582bcfPPNbnlvuX6WAKBUKmV3l6yOl5qUl3dvMNyOy1u7lMVecv0snf1e7t27F0ajEfX1FwdhnzhxItatW2d1XhO1Wi3Znq7qvc2bN0Olsv4n6M6dOzF69Girr4WEhODRRx8FAGi1WpSWluKLL77Aww8/bPO9jEYj9Hq9+blSqcTRo0dx8OBBHDlypNPt8obOejuZmHo9LTx50jxt8eLFmDdvnku/u3I9tgHn6ike20RE3sOGJyKiTpjOOjc3O9ZBtKlJaV6+uw1Pd955Z6eXArW0tECj0eDqq68GACxZsgT/93//Jxl/Y/jw4eb/5+bm4uGHH8bJdj9aTM6fP49HHnkE+/fvx9dff41+/frh1ltvxa233or3338fAwYMsFimuroaer0e0dHRkunR0dE4ePCgw9vrCdZ6O5m07/V00003ufQOd3L/LOWq/Y8r4Jfvl7Oam6XLd1y/PeT+WTr7vVy5ciXGjh2L+fPnY+3atfj444/N+yctLc3qMmq1WrIPu/pxftNNN2Hjxo02X7eXUqmEVqu1+UMfAKZNmyZ5vmbNGjQ0NGDZsmU4f/58t8vgal31djKZN3gwlhQXm+9wZ+r15Io73Mn92HYWj20iIu/hpXZERJ0wnXHVaIxdzCkVGGiQLN8dH3/8MQ4cOGDzcfToUTQ1NZmfjxw5EgDw3HPPQQgBIYRkQOHJkyfjp59+wqhRo8zThBD44x//iPj4eDQ2NuK7777DgAEDoNFo8OWXX2LgwIFIS0vDvHnzLAZNN/7vh0/HBho/Pz/za3LTcWyn9tw51pPcP0u56vjjy/T9cpZGI12+sx93tsj9s3Tme5mfn48PPvgAK1euRGVlJVatWiW5hKrjut544w0oFAp8/PHHeP75582XI02ePBnFxcVQKBSYOXOmw/vWFtM6FQoFHnzwQbuWWbNmjXl/CyEwZcoUZGZmYsuWLbK6nBSwr7eTiTvHepL7se0MHttERN7Fhiciok4EBgYiLKwf0tJqHVpuyJA6hIX1Q6CVHwzOSkpKsnmHIZVKhc8//9zpdSsUClx11VX4/PPPsXbtWsnYHUFBQXjnnXewYcMGDBw4EBqN9DKlfv36QaFQWIzLce7cOURERDhdJnfprLeTibvHepLrZylX4eHhkuc6Xfd+iHZcvuP6HSHXz9LR72VzczPuvfdePPbYY4iJicGiRYvw0EMPdTrQcXZ2tnnQ5ZaWFmRnZ+O2225DS0uLebq18aQ2bdpk885fs2bNsvpe1113neRHthDCfCezadOmYfz48UhOTsYf/vAH2ztU5uzt7WTi7rGe5HpsO4rHNhGR9/FSOyKiTigUCqSnj8KFC5uh1ertGmBcq23DkCF1yMi42aWXaXV26UNCQoJFLwa9Xo9z587h/PnzOH36NIqLiztdf8du+x2lp6cjPT3dYnpgYCCGDBmC77//HhkZGebpe/bssfmHtjdZG9upI3eP9STXz1KudDodKioqzM9TUuqQl+d8Y1Fqap3F+p0l18/Ske/luXPnMHnyZISGhuKZZ54BAFx22WVYuHAhJkyYgHfffddq7w6FQiHpLWb6gd1ZD7J58+Zh3rx5nW5TZ+bNm4eXXnrJ5uvx8fHmsXKAX8bBaW1txYULF1BZWYmDBw8iLi7OpfVzdznS28nE3WM9yfXYdgSPbSIieWCPJyKiLowYMQL+/v6YMqUcfn6d937x8xOYMuUM/P39JWNceMOLL76ImJgYXHvttXj66aexf/9+m/MaDAaL22bbepgGkG0vOzsbL730Eo4dOwaj0Yg333wTJ0+elF3Dkz29nUw8dYc7e3jys5SjpKQkyfOEhEbExDQ6ta7Y2EbEx0uX7bh+d5Lj9/LEiROIjY3FZ599Jvlhfffdd2PFihWShqvOymbqrWGtfK7y/PPP4/z581YfH374ocX806ZNg7+/P/r164fhw4dj1qxZ2LBhg9e/0x052tvJxFN3uLOHHOspHttERPLAHk9ERF3QaDS4667pyMn5CPfcU4rPPuuP+nrL2xZrtW2YMuUMkpLqMXNmpssvY0pISEBFRYXNWzK3/6P6s88+szqPrbOx0dHRdt/ZKz4+HkVFRZJpv/nNb3D27FnccMMNaGhowKWXXopNmzahf//+dq3TU+zp7WTizl5Pcv4s5SglJQXBwcFoaGgwT5s8uRyLFg2CXm//OTSVyohJk8ol07RaLVJSUpwum5w/S3u/l6NGjcLy5cutrnfKlClWp48ePRrff/+91des3db99ddfx29/+9uuN+R/li1bhgceeMBiuunW8dYEBwdLnnd1bG/fvt3u8riTM72dTNzZ60nOx7a9eGwTEckDG56IiOyQlJSEzMx7sHLlajz5ZCGOHAnBkSMhaGpSIjDQgCFD6jBkSB38/f0xc2YmEhMT3VKO1atXY+LEiS5fb0VFhd1nSW012Dz77LN49tlnXVkslzL1dkrUahGhVmP/hQtdLhOhViNRq3XLHe7k/FmayOXMuVKpREZGhnncEwCIimrBjBmlWLUq1q7GJ5XKiBkzShEV1SKZnp6ebvOHtb3k/Fm663u5e/duh44PhUKB2bNn2z2/tR/4PZWzvZ1M3HmHOzkf2yaurqd4bBMRuR4bnoiI7JSUlIQnn3wCP/74I/r02YO0tDLza2Fh/ZCRcTOGDx/u1gGbJ0+ebPOP8MzMTLz33ntOrbe7P7x9QWtrK0pLSlBaX4+RDp4Nbi0pQWtrK9RqtcvKw8/SMenp6Th8+DDKy3/psZScXI+5c09i7Vodysps3+I8NrYRkyaVWzQ66XQ6l4x11Rs/S2fK5u7tiYmJwa233urW93A1a72d7oqJgdrPD1UtLTaWktIolZgxYAA+bHdHO1f1euKx7b5lHOGLxzYRUXsKIZfTmUREHtDc3IyTJ09i0KBB3WogEkKgqakJra2tCAgIQGBgIAfz9AElJSWoqqpyeLmoqCiXDNZL3VNVVYWlS5eixcoP8uLiIBw9GoLycg2am5XQaAzQ6ZqRmlpnMaYTAKjVamRlZSEyMtITRSeyKjs7GwsXLnTbul3R64l6Hlf9LUREZC82PBFRr8I/toh8W0lJCXJycqw2PtlLrVYjMzMTcXFxLiwZkWNKSkqQlJQkuczOlQICAsyDaxO1x7+FiMjTeFc7IiIi8hlxcXHIysqCTqdzanmdToesrCw2OpHXdRzbydW8eYc7IiKi9tjjiYh6FZ7lI+oZDAYD8vLykJubK7nbnS1arRbp6ekuGUycqLvc3dvJhL2eyBr+LUREnsbBxYmoV2KbO5FvUyqVGDt2LNLT05Gfn4/CwkKUl5ejuroaer0eKpUK4eHh0Ol0SEpKQkpKChucSDYiIyNR2m4wcHcKCQnxyPuQ7+DfQETkaWx4IqJexfTDs7W1FYGBgV4uDRF1l1KpRFpaGtLS0rxdFCK7aTQa9jQhrzH1tGNjPBF5ChueiKhXUalUCAoKQlVVFfz9/eHnx6HuiIiIqHcwGo2oqqpCUFAQVCr+FCQiz+AYT0TU67S2tuLkyZMwGo3eLgoRERGRR/n5+WHQoEEICAjwdlGIqJdgwxMR9UpGo9Htg7oSERERyU1AQAB7fBORR7HhiYiIiIiIiIiI3IJN3URERERERERE5BZseCIiIiIiIiIiIrdgwxMREREREREREbkFG56IiIiIiIiIiMgt2PBERERERERERERuwYYnIiIiIiIiIiJyCzY8ERERERERERGRW7DhiYiIiIiIiIiI3IINT0RERERERERE5BZseCIiIiIiIiIiIrdgwxMREREREREREbkFG56IiIiIiIiIiMgt2PBERERERERERERuwYYnIiIiIiIiIiJyCzY8ERERERERERGRW7DhiYiIiIiIiIiI3IINT0RERERERERE5BZseCIiIiIiIiIiIrdgwxMREREREREREbkFG56IiIiIiIiIiMgt2PBERERERERERERuwYYnIiIiIiIiIiJyCzY8OWH//v3IzMxETEwM1Go14uPjMX78eKxYscLl7/XZZ5/hiiuuQGBgIBISEvD3v/8dRqPRrmWbm5sxefJkKBQKbN++3eo8hw8fxs033wytVouIiAhkZWXh/PnzTpXDaDRi/vz5GDRoEDQaDUaMGIE1a9Y4vM1k2+LFi5GamgqNRoOUlBQsWrTI7mXPnz+PjIwMKBQKFBUVWZ1nx44dGDt2LIKCgqDT6fDkk0+iubnZqXI0NzfjqaeewoABAxAUFIQxY8bg22+/tbu8RL0ds4ZZ401///vfoVAo8Pzzz9u9TGlpKaZPn44+ffogLCwM06ZNQ0lJicV8zBoiz2OmMFO8qatMOX/+PObMmYPIyEhotVqMHz8eP/30k13r9kam2Jt31I4gh7z22mvCz89PTJgwQXz88cfi+++/Fxs2bBCzZ88WSqVSFBUVuey9vvzyS6FQKMTvfvc7sWfPHvH222+LwMBA8dRTT3W57K5du8TQoUNFXFycACC+/vpri3lOnTolwsPDxY033ii+/fZb8fnnn4tLLrlEpKenC71e73A5nnrqKaHRaMTChQvFnj17xO9//3uhUCjEl19+2e19QUK8+eabws/PT7zwwgtiz5494h//+Ifw8/MTb775ZpfLfvnllyI+Pt58PJw8edJinu+//15oNBpx1113idzcXLF8+XIREREhpk+f7lQ5pk+fLvr16ydycnJEXl6eyMzMFBqNRnz//ffd2g9EvQGzhlnjLWVlZWLSpEmiX79+Ijg4WDz33HN2LVdbWysSExPF5ZdfLjZv3iy2bNkirrzySpGYmChqa2vN8zFriDyPmcJM8RZ7MkWv14v09HSRkJAgPvvsM/Hdd9+Jm266SYSHh4tTp051un5vZIq9eUdSbHhywObNm4VCoRDPPPOM1dc3bNggKisrXfZ+KSkp4uabb5ZMe/nll4VKperySzhv3jzx3HPPiaNHj9qsuB966CEREREh+YLs3btXABDLly93qBwlJSVCpVKJf/zjH5L5brvtNnHppZfatb1kW2Njo+jbt6946KGHJNOzs7NF3759RUNDQ6fLP/jgg+I///mP2Lp1q82Gp5tvvlkMGTJEEtqrV68WAERubq5D5cjNzbU4jgwGg7jsssssjiUikmLW2C4Hs8b9Pv74Y3HfffeJ0tJSER8fb3fD0z/+8Q/h7+8viouLzdNKS0tFQECA5PNi1hB5FjPFdjmYKe5nT6YsX75ckgFCCFFfXy+io6MtcqAjb2SKvXlHUmx4csDIkSPFlVdeKYxGo0PLff311wKA1cf9999vdZnDhw8LAOKjjz6STD9z5owAIF5//XW73vvkyZM2K+6oqCgxd+5ci+mpqali2rRpDpXjzTffFADE6dOnJfOtXLlSABCHDh2yWr6Ghgbxu9/9TkRHRwuNRiPGjh0rdu/eLaKjoyUV0+7du8Xdd98toqOjhVqtFoMHD5a0UC9btkwAEKdOnRJ33HGHCA4OFjExMeLtt98WQgixbt06MXToUKFWq8Xo0aPF4cOHzcs+99xzon///uL48ePixhtvFIGBgSIxMVGsWbNGCCHEu+++KxITE4VGoxHjx48XZWVl5mXPnj0r/va3v4nU1FShVqtFdHS0mDVrlqiqqrK6ve3Lau1h6w/8devWCQBi165dkum7d+8WAMQXX3xh8/3aMx2LHRueampqhEqlEn//+98l09va2kRISIh48sknHSrHU089JYKDg0Vra6tkvpdeekmoVCpx/vx5u8pL1Bsxa2yXg1nj3qzpyJGGp1GjRombbrrJYvqECRPElVdeKYRg1hB5AzPFdjmYKfLIlOnTp4vk5GSL6b/5zW9ERESEzWPXW5liT96RJY7xZKfi4mLs27cPs2fPhkKhcGjZUaNG4dChQ1YfL774otVlDhw4AAC44oorJNOjo6MRExNjft1Zp0+fRmVlpcX6Te9pWr+95Thw4AD69+8PnU5nsa726+novvvuwzvvvIMXXngBO3bswM0334yJEyfiwoULkvmysrKg1Wrx/vvvY8eOHZg+fTqys7OxadMmyXy33norYmNjsXXrVkyfPh0PP/ww3nnnHTzwwAP485//jE2bNqGpqQmZmZmS5erq6nDLLbfguuuuw7Zt23DVVVchMzMTb7/9Np577jksWLAAn332GY4ePYrs7GzzcosXL8aXX36JP/3pT9i5cyf++9//YtOmTfjtb39rdXsBYMqUKTaPh0ceecTqMgcOHIBCocDll18umT5ixAgoFIpuHw8//fQT9Hq9xeesUqkwbNgwyedsTzkOHDiAyy67DP7+/pL5rrjiCuj1eruv2SbqbZg1zBpvZo2zjEYjDh06ZPNzPnToEIxGI7OGyMOYKcwUX8iUAwcO2PxMz549i7KyMqvLeSNT7M07sqTydgF8xaFDhwAAV155pcPLBgcHY+jQoQ4tc/r0aQCwqAhN00yvO8ve9Tsyn6152q+nvR9++AGffPIJFixYgDlz5gC4uH9DQ0Px+OOPS+bdsGEDYmNjzc9HjhyJd955B1999RVuvvlm8/RRo0bhP//5j3ld7777LmbPno2vv/4a1157LQDgr3/9K+68806UlZUhJiYGANDQ0ID77rsPzzzzDAAgKSkJK1aswGOPPYaffvoJSUlJAIDHH38czzzzDAwGA5RKJe677z788Y9/NIf5lVdeid27d2PJkiUW22vSp08f9OnTx+br1pw+fRp9+vSBRqORTA8ICEB4eLjbj4fDhw87VI7Tp08jOTnZ6rravx8RSTFrmDWA97LGWefOnUNzc7PNz6a1tRVnz55l1hB5GDOFmQLIP1NOnz6NiRMnWkxv/zm034/tl2s/X8dl3ZEp9uZdVFRUp9vcG7HHk51qamoAAKGhoQ4v+80330ClUll9ZGVlWV2mqakJABAYGGjxWmBgIBobGx0uhyPrb2pqghDC7nI0NTXZnAeA1fJ+9dVXAGDRej937lz4+UkPTVNlU1ZWhq1bt+K///0vgIt/7Lb32GOPmf+vUqmQmJiI4cOHmyttALj00ksBwOLOA7/73e/M/4+IiEC/fv0wYcIEc6VtWra5uRlVVVUAgAEDBkChUKChoQF79+5FTk4ODh8+bFGu9t5//32bx8P/+3//z+oytvYv4JnjoavP2d75OjseiIhZw6z5ZVlvZI2zuvr8gIufDbOGyLOYKcwU07JyzhRn63JvZIq9eUeW2OPJTiEhIQAudml01MiRI2121ezbt6/V6Wq1GgDQ1tZm0d2vra3NqQCxtf6O2traEBAQAIVCYXc51Gq11X1jWr9pPe0VFRUhODgYERERkumBgYEYMGCAZNqaNWvwl7/8BUePHkW/fv2QmJiI1tZWi66MqampkudardZiXVqtFgDQ0tJinqbT6Sxa8bVardX1tV+2pKQEjz76KDZu3AiFQoFBgwZBqVRCCGGxvSaTJk2yeTzYah1Xq9VWPyvg4j62tn8d0dXxYHrd3nLYmq+z44GImDXMGuvLeiprnNXV52yah1lD5FnMFGaKtWXllinO1uXeyBR7844sseHJTikpKQCAw4cPY+TIkQ4t60xX1cjISADA2bNnMXDgQMlrVVVVSExMdGh9na2/o6qqKvPr9pYjMjIS+fn5VtfVfj0d2fpitr8O/ZtvvsEdd9yB2bNnY/PmzeazB9ddd53FcgEBAXZNAyCpXG3N09myra2tGDduHBQKBbZs2YKxY8fCz88P7777Lh588EGrywHOdVWNjIzE+fPnYTQaJWdThBCorq62uX8dWT9g3/FgTzkiIyNtrqv9+xGRFLOGWdNxWU9mjbP69u0LpVJp83P28/NDv379mDVEHsZMYaZ0XFaOmeJsXe6NTLE378gSL7WzU3JyMi699FKsXLnSI++XlpYGAOZrU00aGhpQXFxsft1Z8fHx0Gq1Fus3vadp/faWIy0tDadOnUJ9fb3Futqvp724uDicO3fOYhm9Xo8zZ86Yny9duhQxMTF4++23Jdf3duxq6mk7duxAQUEBXnvtNVx99dXmiswd5UpLS4Ner8exY8ck0wsKCtDW1tbt42HIkCEALD9n07T2n7M95UhLS7O5LtPrRGSJWcOs6ciTWeMsf39/JCcn2/yck5KSoFarmTVEHsZMYaZ0JMdM6awuDwoKQkJCgtXlvJEp9uYdWWLDkwOee+45bNiwATk5OVZfX7t2Lb7//nuXvNfIkSMxYMAALF++XDJ95cqV0Ov1mDRpknlaWVkZDAaDQ+v38/PDbbfdhk8++UTSVfD48ePYs2cPJk+e7FA5br/9dhiNRqxatUoyX05ODvr374+rrrrKogzXXHONeZ72li9fLilTTU0N+vTpI2mh3rx5M37++WeHttnVTNfNt2/Vbmpqwnvvvefy9xo/fjw0Go3F55CTkwONRiMZoNCZ4IiOjsbo0aOxYsUKyfRt27bhzJkz5uPB3nJMmjQJlZWV2LZtm8V8o0aNsjogHxFdxKyxXQ5mzUXuyhp7GQwGi7sMTZo0CRs3bpTc1en8+fNYv369+XNm1hB5HjPFdjmYKRd5O1MmTZqEffv2obCw0Dytra0Nq1evxm233QaV6uJFWo2NjaiurjbP461MsSfvyApBDvnDH/4g/Pz8xIMPPijWrVsn9u/fL9atWydmzZolFAqF2LVrl8ve69133xUKhUI888wzYu/evWLZsmUiLCxMPPjgg+Z5PvzwQwFAzJkzx+o6Tp48KQCIr7/+2uK1w4cPi6CgIDF16lSxY8cOsWHDBpGWliZSU1NFU1OTQ+UQQogHHnhAhIWFiWXLlol9+/aJZ599VigUCvHuu+/a3MYbb7xRBAUFiddff13s2rVL/Pvf/xaRkZFCq9WK559/XgghxKuvvioAiOeff17s3btXvP7666J///4iIiJC3H///UIIIZYtWyasHc7XXnuteR5b++S5554T8fHxFsvGx8eL5557TjLt66+/FgDEyZMnRVlZmQgKChJXX3212L59u9i0aZO48sorRUJCgtWydNfzzz8vAgICxKuvvir27dsnFixYIAICAsTf/vY38zwvvviiACBefPFFq+toX/6Otm7dKpRKpZg7d67YvXu3+Pjjj0VMTIy44YYbHC6HEEJcf/31IjY2VqxevVrs3r1bzJ07VyiVSrF169bu7wyiHo5Zw6zxVtZ0VTYhhJgzZ44AID788EPztIqKChEdHS2uvvpqsW3bNvH111+Lq6++WvTv31+cOXPGPB+zhsjzmCnMFDlnSlNTk0hJSRFpaWli/fr1YufOnWLq1KkiODhYHD582Dzf4MGDhVqtFj///LN5mjcyxd68Iyk2PDlh/fr1YsKECSI8PFyoVCoRHR0tJk+eLDZv3uzy93r33XdFWlqaCAgIELGxseIvf/mLaGlpMb++ceNGodVqrX6Jhei84hZCiNzcXHHNNdeIwMBA0adPH3HPPfeI8vJyh8shhBAtLS3iT3/6k4iNjRUBAQEiLS1NfPDBB51u3/nz58XcuXNFZGSkUKvV4oorrhDbtm0TAwYMEP/85z+FEELo9Xrx9NNPi5iYGKHRaMS1114r9uzZI6666iqvVtxCXDwWRowYITQajRg0aJB49dVXxZtvvumWittoNIqXX35ZJCYmioCAAJGYmCj+/e9/C6PRaJ5n6dKlIigoSCxdutTqOjpreBJCiHXr1omRI0cKtVotIiMjxSOPPCJqamocLocQQly4cEE8/PDDIioqSqjVajFy5EixYcOG7u0Eol6EWcOs8UbWdFU2IS5ui1arFRs3bpRMz8/PF7fddpsICQkRWq1WTJw4URQUFFgsz6wh8jxmCjNFrpkihBBlZWXi7rvvFn379hWBgYHm/dXeDTfcIGJiYiwad7yRKfbmHf1CIUQnw9cTeYFer4dGo8EHH3yAu+++29vFISKiHohZQ0RErsJMIeocx3gir7LW7rlmzRoIIczXUBMREXUHs4aIiFyFmULkOJW3C0C927XXXoubbroJv/rVr6BUKrF792688MILePjhhxETE+Pt4hERUQ/ArCEiIldhphA5jpfakVf95z//wTvvvIOff/4Zer0eiYmJuP/++/H73/8eSqXS28UjIqIegFlDRESuwkwhchwbnoiIiIiIiIiIyC04xhMREREREREREbmFXWM8GY1GnD59GiEhIVAoFO4uExFRjyeEQF1dHQYMGAA/P54DYM4QEbkWc8YSs4aIyLXszRq7Gp5Onz6NuLg4lxWOiIguKikpQWxsrLeL4XXMGSIi92DO/IJZQ0TkHl1ljV0NTyEhIeaVhYaGuqZk5BWlpaVQKBS84wKRl9XW1iIuLs5cv/Z27XOmpKQEb7zxBlavXo22tjbJfElJSXj44YcxZ84cbxST7MCccY/Dhw9jwYIF2LRpE2pqaqzOc+mll2LcuHG44YYbkJGRgeDgYA+XkuSEOWOJv2l6BuYMkXzYmzV2DS5eW1uLsLAw1NTUsJL2cdnZ2VAoFHjjjTe8XRSiXo31qpRpf4wfPx5fffWV5DWlUokpU6bgkUcewfXXX8/LI2SOOeNebW1t2L59O9auXYvPP/8cJSUlVufz9/dHRkYGrrvuOlx99dVIT0+HVqv1cGndo6WlBefOncO5c+dw4cIF1NTUoLa2FnV1daivr0djYyOamprQ3NyMlpYWtLW1Qa/Xw2AwmNfh5+cHlUoFf39/BAQEQKPRICgoCMHBwQgNDUVoaCj69OmDfv36ISIiApGRkQgKCvLiVjuOOWOJ+6RnYM4QyYe99SobnnqRkpISJCUlAQBOnDjBbtdEXsR6Vcq0P9rr27cvHnroITzyyCO8NMJHMGc8SwiBH3/8EevWrcP69euRl5cHo9FodV4/Pz8MGzYMV111Fa688kpcfvnlSEtLk0VjihACtbW1KC8vx5kzZySPyspKVFRUoKqqClVVVTh79izq6+u9Uk6tVgudToeYmBjExcVh4MCBSEhIwCWXXIKkpCTExsbKaiwl5owl7hPfx5whkhd761W7LrWjnmH+/PlobW01/59nCYhIjgYOHIg//OEP+PWvf81LhXwMc8azFAoFRowYgREjRuAvf/kLzp8/j61bt+Krr77C1q1bceLECfO8RqMRBw4cwIEDByTLX3LJJUhJScHgwYNxySWXID4+HrGxsdDpdIiIiIC/v79TZWttbcX58+dRXV2Ns2fP4uzZs6isrDQ3JJ05c0bS0NTU1NTd3eF29fX1OH78OI4fP2719cDAQCQnJ2PIkCFIS0vDsGHDcPnllyMmJoY9NYm6wWAwoLq6GufOncOzzz5rzpnf/e53+NOf/oSQkBD07dsXERERUCqVXi4tEVnDHk+9hOnsgKmiDggI4FkCIi9ivSpl2h8LFy7E7Nmznf6xS97DnJGfkpISfPPNN9ixYwd27dqFw4cP2+wRZUtISAj69OmDkJAQBAYGQq1WQ6VSQaFQQAgBg8GA1tZWNDc3o6GhAfX19aitrUVzc7NLt0WhUCA8PBwRERGIiIhAv3790K9fP/Tp0wdhYWEICwtDSEgItFotgoODERgYCI1GA7VaDX9/f6hUKiiVSnO5jUYj9Ho92tra0NLSgubmZjQ2NqKhoQG1tbWora3F+fPnce7cOXOjmamxrK6uzqGyR0REYOTIkRg9ejQyMjKQnp5u0cPTHZgzlrhP5K21tRU//PAD9u3bh4MHDyI/Px8///wzTp8+bVfd5efnh/79+2PQoEFITk5GWloaLr/8cowcOZKfN5Gb8FI7ksjOzsbChQstpvFsNJF3sF6V4v7wfcwZ+auvr8f+/fvxww8/4MCBAzh06BCOHj2KxsZGr5WpX79+6N+/P3Q6neTf/v37Izo6Gv3790dUVBTCw8Nl05OhtrYWJSUlKC4uRlFREU6cOIHjx4+joKAAhYWFkrGkrFEoFBg2bBiuu+46XH/99bjuuuvc0hDFetUS94n8FBUVYc2aNdiwYQN27Njhlt6PCoUCw4cPx4033ogJEybgmmuu4QkuIhdhwxOZdTwLbcKz0UTew3pVivvDtzFnfJfRaMTp06dRWFiIkydP4tSpUygrKzOPq3Tu3DnU1NSYB+221utAoVCYB+fWarXmXlJ9+/ZFv379EB4ejsjISERGRiI6OhpRUVHmhiW1Wu2FrXaf1tZWFBQU4NChQ/jxxx/xww8/YP/+/Th79qzNZZRKJdLT03Hrrbdi4sSJuOyyy1xyaR7rVUvcJ/LQ3NyMFStWYPHixdi1a1en80ZERGDgwIHo06cPtm/fblEH+fn54Y477kBzczPKy8tRUlKCysrKTtfZp08f3HHHHZg1axauvfZaWY3NRuRr2PBEZtbOQrd/jWejiTyP9aoU94dvY870HgaDAXq9HkIIKBQKKJVK8yVsZJ0QAkVFRcjLy8OuXbuwY8cO/Pjjj7D1J3hCQgKmTp2K6dOnY/To0U7/KGa9aon7xLsaGxvx5ptv4pVXXrHaOBQXF4drr70W6enp5hsgmHoDOpIz9fX1OHbsGH788Ufs27cPu3btwsGDB61+55KSkvDII48gKyuLxwSRE9jwRABsn4U24dloIu9gvSrF/eG7mDNEjrtw4QK+/fZbbNmyBZs3b8axY8eszjdw4EDcc889uPfeezFkyBCH3oP1qiXuE+/55JNP8Pjjj6O0tFQyPS0tDffccw+mTp2KlJQUq43YrsiZ6upqfPXVV/j888/xxRdfWNwdMzQ0FL/97W/xxBNPIDw83IktJOqd7K1X2a+wh2t/hyEACPDzQ0C7M2etra2YP3++N4pGBODiHxMd/wghIt/BnCFfILes6dOnDyZNmoTXXnvNPIDy66+/jnHjxkGl+uWm06dOncL8+fORlpaG0aNHY/HixRY/mInkrKamBjNnzsSdd95p/g4qFArMmDEDubm5OHToEP785z8jNTXVZs9JV+RMeHg4Zs6ciY8++giVlZVYvnw5brzxRvPrtbW1ePHFF3HJJZfgxRdf9OrYd+Sb5JYzcsMeTz2YtbMD2YMGQQBYePKkeRrPRpM3ZWdnQ6FQ9LpLcVivSnF/+CbmDPkKX8qa8+fPY+3atVi5ciW++uori8HKQ0ND8cADD+C3v/0tkpKSbK6H9aol7hPPKigowMSJE3H8+HHztAkTJuDll19GWlqaXetwd84cPXoU//rXv/D++++jra3NPD02NhavvPIKZsyYwUuJyS6+lDOuxB5PTupJLZXWzg7MS07GvMGDrZ4l6EnbTr6hpKQES5YsweLFi3nsUa/Rk+pa5gz5Al/Lmr59++KBBx7Ahg0bcPr0aSxYsAAjRowwv15bW4vXXnsNycnJuOOOO7Bnzx7vFZZky9v17f79+zFmzBhzo1OfPn2wfPlyrFu3zu5GJ8DxnAEc2/bU1FQsWbIEhYWFmDNnjvnumaWlpZg5cybGjx+PwsJCu8tLvZOv5Yw3sOGpg/nz5/eISwJMB397c+LjERsYiLigIMyOj5e8tnjxYjzzzDM9YtvJd5j+mOClONSbMGd8f9vJt/hy1kRFReGxxx7DDz/8gL179yIrKwuBgYEALg5avmbNGowePRo333wzcnNzvVxakhNvZs3Bgwcxbtw4VFdXAwAuu+wy7N+/HzNnznSo95AzOVNaWurUtg8cOBCLFi3CoUOHMGHCBPP0rVu34rLLLsPLL79s0fuQyMSXc8ZTeKldO6aunAB8/pKAjnd+CPDzw4nx4xH7vz9WShobkbRlC1rb3ZLUz88PKpVKsu0lJSVQKBQ+vS9Injp2ne5tl+L0lnrVXr1lfzBnmDPkWT0xa86dO4dFixbhtddeQ3l5ueS122+/Hf/4xz+QlpbWa+pVR/SWfeLNrCkuLkZGRob52PzVr36FL7/80nx3Okc4kzP3338/li9fDuCXbXc0Z4QQ+OKLL/Db3/4Wp06dMk/PyMjA+++/3+klrtRznTt3DgcPHjSPy1dWVobKykpUVFTg0KFD5vkUCgWGDx+O6OhoREdHIy4uDomJiRgyZAiGDh2K4OBgL26F69ldrwo71NTUCACipqbGntl91iOPPCIACAAiOzvb28Vx2qlTp0RAQIB5WwCI7EGDhJgyRfJ4ZNAgyTzWtv2RRx7x6X1B8tX++9YTvneO6i31qr16y/5gzjBnyLN6ctY0NzeLRYsWiUEdvmd+fn7iN7/5jTh58mSvqFcdwaxxr5qaGjF06FDze48ePVrU1tY6tS5nc8bPz89i253Nmbq6OvH4448LhUJhXmdwcLB45513hNFodGq7yHecP39efPTRR+LBBx8USUlJVv+ecfTh5+cnhg0bJn7729+KL7/8UjQ2Nnp7M7vN3nqVPZ7+pyedEevq7ICJtbMEwC/bLoToMWfmSV5s3RbXl793juoN9aojesP+YM78gjlDntBbsqatrQ3vvvsu/va3v6GsrMw8vV+/fjh37lyPrlcd1ROyxmAwoKioCIWFhSgqKkJZWRkqKipw7tw51NbW4vz589i3bx9MP/EUCgVuvvlmDBgwAFFRUYiJicHAgQORmJiIpKQkqNVql5Srra0Nt99+OzZt2gQASEpKQm5uLiIiIpxaX3dzBrj4Xf/uu+9w9dVXA3A+Z3bt2oX7779fMtbTrFmz8NZbb/W43iu9ncFgwPr167FkyRJs2LBBMuC8O2i1Wtxxxx2YM2cOxo4d65MD2bPHk4N6yhkxe88O2HM2uqecmSf5sfZ9623HWm+oVx3RG/YHc4Y5Q57V27KmsbFRvPjiiyI4OFiyrT25XnWUr2WN0WgUP/30k1i0aJGYPXu2uOKKK4RGo3FJzwsAQqlUipSUFDFz5kzxyiuviJ07d4qmpiaHy6nX68W9995rXm+/fv1EQUGB09vtqpwBIOmB1Z3vfV1dnZg9e7Zk3cOGDRMnT550ep0kHwaDQeTk5Ijk5GSrx1FAQIAYM2aMePTRR8V///tf8dVXX4ljx45ZHBPtH1lZWeLQoUNi3bp14tVXXxVZWVli+PDhkl557R8jR44U69at87nedOzx5ICedEbM3rMDJrbOEvj7+0OhUPSIM/MkL7a+bya95Vjr6fWqo3r6/mDOMGfIs3pz1pSVleHJJ5/Ed999h9OnT/fYetUZvpA15eXlWL9+PTZv3oxt27bh7NmzHn1/tVqN9PR0XH/99bjhhhswevRoBAQE2Jy/oaEBDz74IFavXg3g4nfrq6++wjXXXON0GVyVMx254nu/cuVKzJ49G/X19QAu3gBg3bp1GDlypNPrJO86fvw4HnzwQezcuVMyfcCAAZg+fTpuv/12jB07FhqNRvK6szlTU1ODr7/+Gp9//jnWrFmDCxcuSF6fMGEC3n77bcTFxXV/4zzA3nqVd7WD5W06TXxtVPrO7vxgi7U7QgAXu8u23ye+ti9IvqzdFtfW7XCJegrmDHOGPKs3Z01MTAxWrFhh8SOK5KugoAD/+Mc/cNVVV2HAgAGYPXs2Vq1aZdHo5Ofnh+TkZEydOhXz5s3D22+/jXXr1mH//v0oLi5GVlaWzfeYOXMmvvrqKyxbtgzPPfcc7rnnHowYMcKiUamlpQXffPMNnn/+eVxzzTXo27cvbrrpJrzwwgvYsGEDTpw4gerqahQUFOC///0vhg4dam50UiqVWLlyZbcanVyZMx254nt/1113Ye/evRg8eDAAoLKyEtdffz2+++67bq2XvGPDhg248sorJfXlddddhy+++AKnTp3CggULcOONN1o0OgHO50xYWBimTJmCd955B+Xl5fjggw8wfPhwSZmGDRuGjRs3umozZaHX93jqSWfEHD07YOLJswTUu1n7vmUPGgQBYOHJk+ZpveFY68n1qjN68v5gzjBnyLOYNRf15HrVWXLaJ8XFxVixYgVWrFiBAwcOWJ0nLCwM11xzDa6++mpkZGTg8ssvtzmmkLNZ09bWhiNHjmD37t3YtWsXvv32W5xs9z2xl1arxYoVK3Dbbbc5vGx7vpIz586dw9SpU/Htt98CuLj927Ztw6hRo7q1XvKczZs347bbboNerwdwcVyyN998EzfddFOXy7o6Z4QQWLVqFZ588knzWH1KpRI5OTm46667nNg6z+mxPZ5KSkpQWlrqsvX1lDNizpwdMPHkWQLq3ax93+YlJ2Pe4ME++b2jnok5Yx1zhnwFs4bk6vz581i0aBGuuuoqJCQkYN68eRaNTsOHD8czzzyDnTt34uzZs/j888/x1FNP4Ve/+lWnA1k7mzX+/v4YPnw45s6di3fffRc///wziouLsWzZMsyaNQsxMTFdbtf48eOxf//+bjc6+VLO9OvXDxs3bsSECRMAAPX19Zg4cSJKSkq6vW5yv/LycsycOdPc6DRt2jT88MMPdjU6Aa7PGYVCgbvuugs//fQTpkyZAuDiQOezZs3qMb3pfK7HU3Z2NhQKBd54441ur6snnRFz9uyACc9Gk7vZ+r698b+updk//uhz37vukFO9Kgdy2h/MGeuYM+QLmDW/kFO9Khfe2CdtbW3YuHEj3nvvPXzxxRdWeySNGjUKM2bMwLRp0zBo0CCH38OdWSOEwM8//4y8vDwcPHgQRUVFqK+vh1arRVpaGiZNmoQRI0Y4XGZrfDFnmpubcfPNN5t7Po0dOxbffPMNlEplt9dN7vPoo4/izTffBABMmjQJn376qd2fmbtzxmg04qGHHjI3wsbFxeHw4cMICQmxa3lP65E9nkyt4IsXL3bJ2eieckbM2tmBu2JioPbzQ1VLi10PjVKJGQMGWKzbX6HwqX1B8mXr+2bia9876pmYM9YxZ8hXMGtILo4cOYInn3wSsbGxmDRpEj755BOLRqennnoKJ06cwJ49e/CHP/zBqUYnwL1Zo1AokJiYiMzMTLz00ktYuXIl1q1bh5UrV+Kvf/2ryxqdfDVnNBoNPv30U8T/r7fVzp07JY1nJD9GoxHLly8HAAQFBWHJkiUONRS6O2f8/Pzw3//+F9dddx2Ai9+Nl19+2e7lZcuVt8hzN1fedrmr23R2vC1nQECAKCkpcdGWuFZntwvu7uOykBCf2hckT/beFrc3HWtyqVflQi77gzljHXOGfAGzRkou9aqcuHufNDU1iffee0+MGTPGan0XFRUlhg0b5rKcEaLnZI2v58x3331nXnffvn35vZOx0tJS82d12223ObSsJ3OmsLBQ+Pv7CwAiLCxM1NfXO7S8p9hbr/pMj6eOreDdPRvdU86IWTs74ErH6utxf1ycT+wLkq+uvm8mvvK9o56JOWMdc4Z8BbOGvKW8vBx/+ctfEBsbi/vvvx+7du0yvxYQEIA777wTX3zxBfLy8pCfn29+zRW9a3tC1vSEnPnVr36FWbNmAbg4lpc7t4dcR3Q96pCEJ3PG1NMQAGpqasx3j/RVPtPw1PFD7k5lYc/AddYGqHPVpReuZOsW3a7SKgTeLynxiX1B8uTIQJG+8r2jnok5Yx1zhnwBs4a8oaSkBL/5zW+QkJCAv//976iurja/NnToUCxYsACnT5/G6tWrMXHiRLzyyisuyxnT+/eErOkpOfOXv/zF/P933nnHZesl19LpdAgPDwcAbN++HZWVlXYt542ceeihh8z/X7p0qUPLyo1PNDzZagV3trLoKWfE3H12wGRxcTHPRpPT7P2+mcj9e0c9E3PGOuYM+QpmDXlSXV0d/vjHP2Lw4MF46623zMeev78/7rnnHuzYsQMHDx7EY489Zv6B6+qcAXpG1vSknElJScGYMWMAAIcPH8bx48ddtm5yHT8/P9xzzz0AgMbGRsyZMwcGg6HL5byRM6NHj0ZqaioAYMeOHcjNzXVoeTnxiYYnW63gznx4PemMWGRkJEpLS1FZWWnx+OGHH+Dv7y+Zf8aAAfBXKCTTfj1wIH647jqr0ysnTEDlhAkovflmDAsLk/W+IHly5ra47vzelZSU8Jglq5gz1nWWM7ayRtFhHcwZcjdmDXnSxo0bMWTIEPzzn/9ES0sLAECr1eLpp59GUVERcnJyMHbsWCg61HmuzBmg52SNMzlj7TeNrd85ns6ZSZMmmf+/ZcsWl62XXOsvf/kL+vXrBwD4/PPPcc8996CxsdHm/N7KGYVCgccff9z8/N5778WpU6d8Mmdk3/DUVSu4ox9eTzojptFoEBkZafWxePFitLW1mecN8PODRqlEW7vrWAP8/PC31FQsLi62Oj1SrTY/NEqlrPeFiS9+CXsyR79vJu461ubPny+7Y5a8jzljW2c5Yy1r/HBxFE0T5gx5ArOGPMFgMGDevHmYMGGCuQ5Qq9V46qmnUFRUhJdeegkDrNxRDXB9zgA9J2sczRlbv2ls/c7xdM5cf/315v9/9913Tq2DOeN+0dHRWL58OVQqFQBg1apVGDlypM0eRd7MmV//+te48sorAQAnTpzA8OHDcdddd+Fvf/ubQ+vxNtk3PFn7kJ398OR2RsxdrG3nzJgYrCgrk0ybEx8PIQSWFBdbTPe1syUm/GNPPpz5vpm441gzlUduxyx5H3PGOfZcHsGcIXdj1pAn6PV6zJo1Cy+99JJ52vjx43HkyBH885//NF9OZ4srcwboPVlj728aW79zvJEzl19+OYKDgwEA27Ztg9FodHgdzBnPuOmmm/DZZ5+ZP6+jR49izJgxmDFjBg4ePGiez9s5o1KpsGbNGiQlJQEALly4gNzcXCxZsgSTJk3CypUrcf78ebvX5y2ybniy9SE7++HJ7YyYu1jbTgBobVfxmbZ9/vHjVqfbIud9wT/25MXZ75uJq481U3nkdMyS9zFnnNdxW/0AtP/zmjlDnsCsIU94/PHHsWLFCgCAUqnEq6++ik2bNuGSSy7pcllX5wzQe7LG3t801qZ5K2f8/f1x4403AgAqKiqwdu1ah5ZnznjWbbfdhr179+KKK64wT1u9ejWGDx+O66+/Hh999BFeeOEFr+dMXFwc9uzZg/vvv18y/YsvvsDMmTMRERGBjIwM/PWvf8V3330n6SUoF7JueLJVqTrz4Xm7pdJT3NXbyUTO+4J/7MmHtePwrpgYqP38UNXSYtdDo1RiRocu684eax3LI5djlryPOeMcd/R2MpHzvmDOyAuzhjxh3bp1ePPNNwFcbFT47LPP8Pjjj1uM4WSLK3MG6D1Z447eTibu3g9ZWVnm/99///146aWXkJ+f79AA1swZz0lNTcXu3bvxxhtvICoqyjx9+/btyMzMxOLFiyXzeytn+vbtixdeeMFizDMAMBqNyMvLwwsvvIBrrrkGERERmDZtGt59913J3Ta9SSGEEF3NVFtbi7CwMNTU1CA0NNQT5UJJSQmSkpIkFXX2oEF4Y/jwi///8UcsPHnS/FpAQABOnDiB2NhYq+vLzs7GwoULf5nfzw8nxo+3q5IGgJLGRiRt2SJpTc/OzsYbb7zh0DYpFAqbZXQFa9s5MyYG75eUSKadGD8e/ygokO5DO/eJK/aFq3U8Xro6Hsi9Oh6Hrl63o8eatfJ4+5j1Rr0qZ8wZ38kZwHJbrfV2Ys6QuzFrOsecseToPhFC4PLLL8ePP/4IAFi0aBHmzJlj9/u5OmcA72eNt3LG1m8aW79zvJkzQgjcfvvtWLdunWS6SqVCVFQUQkNDodFo4O/vD6VSCT8/P6hUKuj1euTm5sL089zPzw+PPvookpKSEBMTg/j4eCQmJqJPnz7dLiNZ19jYiHfeeQevv/46CgoK3PpersqZ4cOHo62tDUeOHLG6jFKpxPjx43Hfffdh6tSp0Gg0TpfZGnvrVdk2PHVVqTpSWVir9O+Ni8O/hg51qEy/P3QIH7ZrmXT0j87s7GwoFAq3/QFibTvvi4vDirIyyX66Ny4Ov09MxOhvvkFru4+/fRB2xZmgdCe5/bHXm1k7Dl3J0WPNVnm8fczyB4EUc+YiuecMYH1bOzY8MWfI3Zg1XWPOWHJ0nxw9ehRDhgwBAIwaNQq7d++2u6cT4NqcAeSRNd7KGWu/ae7Q6fDlmTOyzJnGxkY8+uijWLZsWbfX1ZFOp8Pw4cNx1VVX4eqrr8bYsWMRaGfDI9lHCIFPPvkEd911l1PjdNnD1TmjUCjw1VdfYfPmzdi8ebPVnk4RERH4zW9+g8cee6zLsensZXe9KuxQU1MjAIiamhp7Zu+2U6dOiYCAAIGLN8cRAET2oEFCTJkieTwyaJBknoCAAFFSUmKxvkceeUQynysf2dnZDm2TrTK6QsftDPDzE/fFxdm1HQF+fqLk5pst9rGtx6mbbhIBfn5O7QtXs3a8dHY8kHu58/vmzLHWWXm8dcwK4fl6Ve6YM76RM9a21c/O7WDOkCsxa7rGnLHk6D5ZtWqV+XN88cUXHXovV+eMEN7PGm/ljL2/aeSYMwUFBWL+/PnijjvuECNGjBADBgwQISEhwt/fXygUCpd8dmq1Wtx2223ivffeE3V1dS4tf2/myzmj1+vFzp07xR/+8AcRHx9vMX9ISIj4xz/+IVpaWrq9n+ytV2U5xpO9A+bZc220PeNQdIejA86663pda9s5MToaK+y8dtSbYyJ0V8fjxYTXRnueu79vJvYea+64fTH1DMwZ53RnW5kz5CrMGvIFrswZQB5Z462csfc3jRxzZvDgwfjjH/+ITz75BD/88APKyspQW1uL1tZWGI1GGI1GtLW14aGHHrK5jhtvvBEvvvgiZs+ejWuuuQb9+vWTvN7S0oJ169bh/vvvx4ABA/DYY4+hpN3lh+Q4X88ZpVKJMWPG4OWXX8bPP/+M7du34+6774ZKpQIA1NXV4U9/+hNGjhyJo0ePdn9D7OHKVixXsPfsgL1nCeTQUtlxm9xxlsAT2+mKfeFqts5Cu3Nfk21NTU2isrLSI4+mpqYuy2PtjJlcelDwTLQUc0b+OeOpbWXOUFeYNfZhzlhydJ8cPXrU/BkOGzZM6PV6u5Zzdc4I4f2sYc64j6M5YzQaxcmTJ0VOTo7IysoSAwYMsLrM008/Lerr6z26LT2FvTlz5swZsWHDBpGdnS2io6Mln8Gll14qjh07JqucKS4uFnPnzhV+7ZYNCQkRW7dudXpf2Vuvyq7hydpO7azLZGddJLv6Ervq0VXFa60CdWWF5qntdMW+cDW5/rFH3mfrjz5HurS7E38QSDFn5J0zntxW5gz5EjlnDXPGkqP7xGg0ilGjRpk/xyeeeEIYjcYul3Nlzgghj6zpbTmzZ88el25bZ7qbMwaDQezYsUPMnj1bBAYGSpYbPHiwOHDggMe2pTdrbW0VS5YsEf369TPv/6lTp3Z7ve7Imf3794uhQ4ealw0MDBT79u1zqnz21quyGly8qzs/2GJrYLiIiAjU1dWhrKwMV111Fdra2szz/HrgQMxPS7O6vj8ePoxlp06Zn/v7+2Pv3r0Y0KErZnshISFWR4j3xGCT7ryrizM8NdiqreNFALIakJa8w9aAnkIIWdwti4O+Svl6zgBwe9Z4M2cAeWUNc4bkQs5Zw5yx5Mw+2bVrF6655hoYDAYAwPTp0/Hmm28iMjLS6vyuzpnY2Fg0Nzd79TdNb8yZyy67DAcPHnT7+7g6Z86ePYtXXnkFCxYsQEtLCwBAq9Vi3bp1uOaaa9yyDSR14sQJZGRkoKqqCgCwc+dOjBkzxun1uStnGhsbMXPmTHzxxRcALl4WeujQIajVaofKZ2+9Kqsxnuy9FrojW9dGazQaREZGYvHixZIKOsDPD39LTUWkWm318beUFMn62trasHjxYkRGRtp82LotobvHhfDU9aeO8NRYBraOF3uvlaeey9r3Yk58PGIDAxEXFITZ8fGS1zj+Ru/hrpzxRNZ4K2cA+WUNc4bkgFnTO4wZMwZvvfWW+fnq1auRlJSEZ555xurn6eqcAeD13zS9MWcOHTqEvXv3uv19XJ0zERERmD9/Pg4ePIiRI0cCAOrr63H77bejsLDQ9RtAFhITEyWfVXdOOLgzZ4KCgrB69WpcddVVAIDjx4/jww8/dLqsXZFNjydnzw6Y57VxlkAI4fKzDvbq6la/rjhLYDoDYu+89fX1Tr+XVqu1+cPnj3/8o/l2ob/+9a/x5ptv2pzXFbo6XuR2G27yLFffvtgdeCZaypdzJjY21i1nuJ3dpvZcVffZmzXdzRnAdtYwZ0hu5J41zBlL3dkna9euxYMPPojz58+bpykUClx99dWYOHEirrvuOoSHhyM1NZU54wQ55AwgzZqHHnpI0ujoau7OmaamJkybNg0bNmwAANxwww3YunWrC7eAbGlpaUFMTAyqq6uh0WhQXl6OPn36OLweT+TM7t27kZ6eDgC49dZbsW7dOofKaG+9KpuGp652ales7fRbb70VoaGhWLFihcPrdcWHaG2bAHj9Eh9X61hpeuKPb7n/sUfeY+8fZt7+0cgfBFK+nDP//Oc/8eabb+K///2vw+vubl3FnGHOkHf4QtYwZyx1d59UVFTg2WefxbJly6DX6y1eVyqV5kvyAECpUGDFyJG4vE8f6NRqBP3vjlK2WKtXrr32WjzxxBNYsWKFV37T9JacATyfNZ7Imfr6egwbNgwn/1cP/fDDDxgxYoRrNoA69dhjj+G1114DAPz73//GE0884dDynsoZIQTCwsJQV1eH5ORkHDt2zKFy+tSldta6kLnidpibNm3CqlWrJNNMXdO60t2ua7a6xfXEbtcdu4i6+5KDzrocmrCLe+/l6tsXU8/gzpxZsGABFi1aJJnuiaxhzjBnyHuYNb1TdHQ0Fi1ahJMnT+Jvf/sbkjt85u0bnQDAIASm792LpK++QvCXXyL4iy8Qv2kTLv/6a9ywYwem7d6NrP378eShQ/i//Hx8fuYMxvbtK1nHjh078OWXX2L16tWS6b0hZwwGA/bs2YMPPvgAixcvxieffIJjx47Bjn4TTvFk1ngqZ7RaLf7whz+Yn2/ZssXJEpOjHnroIfP/X3rpJdTW1jq0vKdypqmpCU1NTQDg1p7ksujx5KmB5FxxdtveVmY5DzbpSp4abLA9e3st8Gx07+NoN3SeiZYPX86ZqKgoVFZWmp97KmuYM8wZ8g5fyRrmjCV37JOCggJs2bIFCxYswPHjx12yzo6s9aRaOWoUrg4PR5QdAwH7Ys5s2bIFc+fONffUaS8pKQl/+9vfcM8997js/TydNZ7Mme3bt+P6668HADz11FP45z//2c3Sk73uvPNOfPLJJwCAzMxMfPDBB1AoFF0u58mcWbhwIbKzswEAc+bMsTiZ2hWf6fHkyYHkXHF2255W5t402KQnBhtsz56zAyY9bV9T1xwd0JNnonsHd+dM+0YnwDNZw5xhzpD3MGuoveTkZNx+++0oLi5223tY60l15549iN6wAZHr1+Pa777DYwcP4sNTp3C8vt7nc2b//v247bbbrDY6AUBhYSEyMzOxePFil7wf4Nms8XTOHD582Pz/6OhoB0tL3fGvf/0LISEhAICcnBw89dRTdvXY81TOfP/993j66afNz2fPnt3lMs7yeo8nOd02015dtTL3lnEhPDXYYHuOjtHSU/Y1dc1bg246i2eipZgzljqrq5gzFzFnyNN8KWuYM5bctU+YM12vzxG33XYb1q9fDwC45pprMHXqVGi1WpSXl2Pbtm3Yvn07gIu3fy8oKOj2+3k6azyZMx3HeDpw4ACG2znYPbnGJ598gjvvvNP8/I477sCiRYsQHh5udX5P5cznn3+Oe++913wJYFZWllMnan2ix5Pcbptpr85amXvTuBDWWmLdeUbPkbMDJj1lX1PX3HH7YvJ9vpozgO26ijnDnCHvYdZQR8yZrtfniPLycmzcuBEAMHDgQGzZsgWPP/44Zs+ejWeffRbbtm2DTqcDAJw7d65b72XiyazxZM40NzfjrrvuMjc6jRs3jo1OXjBt2jQsWrTIfIndp59+iiFDhmDx4sVoa2uzmN/dOXPq1Cnce++9mDx5srnR6eqrr8brr7/u8LY5wqs9nuy9bebu3bvx7bffSqadOBGMtWsHwGCw1nb2IYDtLimjLbZamXvLuBC2WmIF4LYzes7ekcrX9zV1zdkzA+Z5eSba63wvZwBvZQ1zhjlD3uFrWcOcseSOfWJvzgC+85vGmzkzb948vPTSSwCAZ555Bi+88ILk9fz8fKSmpgIAbrjhBmzdutXp9wI8nzWeypmTJ0/i7rvvxu7duwEAoaGh+P7775GUlNSt8pPz1q1bh3vvvRfnz583T4uPj0d2djbuu+8+REdHuy1nYmJisGfPHrz99tv48MMPJQ1e06ZNw3vvvYfg4GCntssnejxpNBpERkZ2+ujXrx/y8/MRHBxsfjQ09MPnn6fAYOgDILTDoxXADreX3Vorc28aF8JWS6y7zug5c3bAxNf3NXXN2TMDJjwT3XO5J2e8lzXMGeYMeQ+zhqyxJ2d86TeNN3Nm/fr1eOWVVwBc/ME8Z84ci3m+++478/9vueUWp96nPU9mjSdypqGhAS+++CKGDh1qbnQKDg7G559/zkYnL7vtttvw008/SS67Ky4uxtNPP40BAwbgxhtvxMyZM12eM7fffjuSk5ORnp6OZcuWmRud+vbti8WLF2P16tVONzo5QuX2d+im/Px8NDQ0SKatXauDXm+rzSwUwFtWX9HpGjFrVolk2u23346UlBSnymYaKMzEmUHAlhQXm1uuTRWa3M+QdlVpzo6Pl7S0Ll68GPPmzevWGQJX/LHni/uaumbteGw/uLM9TINuftguvF1x3JJvcDxnAFtZ4+qcAaRZw5xhzpB3MGuou7zxm0YIgV27duH111/Htm3bJK/dcccdeOGFFxAZGen1nBFCYOHChXj88cfNA6n/+c9/xsCBAy3mLS8vN//f1PPJWZ7OGnfmTGlpKRYvXoyFCxfi7Nmz5mUGDRqETz75BJdffrlTZSbXGjBgAFavXo3c3Fy88MIL2LBhAwDAaDRafEcBYGBgIBYVFSFGo0GkWo0wlQpBSiVUfn4QQqDVaES9wYALbW2oaG7GqaYm6NRqFDc1mddx4MAByTrDwsKQnZ2NJ598Ev369XPr9rYn+4anwsJCyfOioiCUlQV1skTA/x6WystDcfZsM+LjG83Tzp07h8jIyG6XszvX67r6j2d366rSdPUf3/xjjzpj7S4kH5SU4IOSEhtL2Ic/GnsPx3MGsJU1zBnXYM6Q3DBrqLu89ZtmypQpmDJlCnbu3Inf//732LNnD4CL48x8/fXXePnll/Hggw8C8E7OHDlyBL/73e8kl8xNnz4dzzzzjNX52w/IfPz48S7X3xlPZo27cuatt97Cjz/+iJ07d0rulubn54dHHnkEL774Ii+1laGMjAysX78ex48fx7Jly7Bq1SqcOHHCYr7Chga8cOxYt99PoVDguuuuw6xZs3DXXXd5pIeTRRm8fVe7rrz11luoqKgwP9+4MRp5edZHgLdHeno1brnll/VFR0fj4Ycf7lYZgd4zLoS91526chwDd94pRM77mrrW1V1Iusud429w7A0p0/44e/aszbt8uAtzRl6YMyQ3vpo1zBlLvf03jdFoxDvvvIOnn35aMs5MRkYGXnvtNSxbtsxjOZOfn4/58+fjgw8+gLHdck888QRefvllKJVKq8sdPXoUQ4YMAXCxN8/hw4cRaMelahZl9nDWeOrOh0qlEnfddReeeeaZbvcII885deoUkpKSrA427gr+/v74+eefvfqbxqtjPNmjurpa8ry8XNOt9XVcvuP6ndGbxoWwt4uoq66LdvedQuS8r6lr1s5AuxLH3/C84cOH46WXXnJJ3Wwv5oy8MGdIbnw1axobG7ueiTxGDlnj5+eH2bNnIz8/H/fcc495em5uLkaNGoW33pJe2ufqnGlubsbHH3+Mm2++GampqXjvvffMjU7x8fFYv349/v3vf9tsdAIuXl43fvx4ABcH0H7sscdgRz8KC57MGk/c+XDgwIF4/vnnUVRUhJycHDY6+ZiXXnrJbY1OANDW1ub13zSyb3jS6/WS501NtisiezQ3S5fvuH5n9JbBJr0x2KCv/rFH7uep2xfzR6NnlZWVmbvn//rXv8bevXud+oPSEcwZ+WDOkNz4Ytbk5+fjvvvuw+jRo12yPnINOWVNVFQUcnJy8NVXX+HSSy81T2/f80ipUOCRQYPsXqetnKmsrMTy5csxa9YsREdHY/r06di8ebN5vr59++Lvf/87jh49igkTJtj1Xv/5z3+g0VxseFu8eDGeeeYZh/5W8HTWuDtnAGDixIl47rnneGm3D/LFnHGG7C+1e/HFFyUV6bJl8Sgudv6axPj4Bjz4YLH5uUqlwl/+8hen12etm+a9cXH419ChDq3n94cOSa7X9cTt3B3l6GUe3b28w91d203kuK+pa47cvri7QkJCzH/guAovgZAy7Q+FQmHxx+Pll1+O2bNn45577kGfPn1c/t7MGfnUfcwZkhtfyRohBL777jssWLAAn332maQeZc78gr9pLJkaiJ577jmL11QKBUb16YOr+vbFZaGhuCQ4GDEaDcL8/eGnUJjnMwqBmrY2PPnTT/iy3eWEnRk0aBCys7MxZ84cpz6LnJwczJo1y/z8/vvvx8KFCxEU1NUYjZ7NGuYMdcVXcsYWe+tV2Q8uHh4eLrkeWqdr7lYlrdM1W6y/O3rLYJPeGGwwMjLSY62yHe9QSPKn0WhcXnGS933//fd477338O6776KmpgYA8MMPP5jvvjFlyhTcf//9GDduHFQq10QYc4Y54wnMGd8k96yprq7GRx99hEWLFuGnn36SvNa3b1/JOD7kXXLNmoCAAEm52tMLgdzz55HrouMoLCwMkydPxqxZs3DjjTfCz8/5i28yMzNx4cIFPProowCA9957D3v27MGSJUswZswYm8t5OmtMOXPq1CmsW7cOGzduxJ49e8x377MmIiICl112meSRkJDQ5f5izvgmueeMq8i+4Umn00kqw5SUum4NxJeaKm1N1Ol0Tq/LE+NCyOVuOM5e5tGdu0H0li8hEf0iMTERCxYswIsvvojly5dj0aJF2Lt3L4CLZ4RWrFiBFStWIDo6GjNnzsTdd9+Nq666Cop2Z14dxZxhzhD5kvr6enz55ZdYsWIF1q9fbzEuiE6nw+OPP47MzExZfLfpIrlmjbtzRqFQ4OGHH8add96JX/3qVwgIsH6nPmdkZ2cjKioKDzzwABobG3H06FGMHTsWd999N5577jnJZYQmnsyawsJCfPLJJ1i9ejW+//57q/P4+/tj1KhRGDt2LNLT0zFq1CjExsZ26+8aIjmS/RhPSUlJkucJCY2IiXFusMTY2EbJbUetrd8RvWVciN40qC0RyUNwcDBmz56NPXv24MCBA/jd734nOZtbUVGB//znP0hPT0diYiLmzZuH77//3qnxoJgzzBkiuSsuLsbbb7+NiRMnIiIiAnfffTfWrl0raXTKyMjAhx9+iKKiIjz99NPs/SAzcs0ad+eMEAJ+fn644YYbXNroZDJ9+nTs27cPV155pXna8uXLkZqaismTJ2PdunXmSxzdnTVGoxHff/89nn/+eQwfPhyDBw82/33SXnJyMp544gls3LgRFy5cwM6dO/HPf/4Td9xxB+Li4tjoRD2S7Md4MhgMePXVV9HQ0GCeVlmpxqJFg6DX299uplIZMXfuSURFtZinabVaPP74453eOcGW3nS9rrO38DbxtVt5E3kCx3iSsmd/tLa2Yv369fjggw/w5ZdfWq1/Bw0ahDvuuANTp05Fenq6XfU7c4Y5QyQ3ZWVl2LFjB7Zv345t27ahoKDA6nw6nQ733HMPHnjgAQztMO4bc8YSf9NI9aSc0ev1eOutt/D8889b3OEvIiICt99+O8rKyiQDm7sia2bOnInrr78e27dvx9atW1FZWWl12csvvxx33nkn7rjjDqSkpDixhUTyZG+9KvuGJwDYuXMntmzZIplWUKDFqlWxdlXUKpURM2aUIjm5XjJ93LhxGDt2rFNl8vVBwOzVmwa1JfIkb9ercuPo/rhw4QI+/fRTrFixAtu2bbM6VkJUVBRuv/12TJo0CTfeeCOCg22PpcGcYc4QeUtFRQUOHjyI/fv3Y9++fdi9ezdKOhnDbcCAAZg8eTKmT5+Oa665xmZjA3PGkrf3idyypifmTF1dHRYuXIjXX38dZWVlnc47NDQUc+LjEaPRIFKtRh9/fwQrlfD/31hKeqMRjUYj6tracLa1FRUtLVh48iR++N8YlF256qqrMG3aNEybNg2JiYnd3jYiOepRDU8GgwFLly5FeXm5ZHplpRpr1+pQVmb77gWxsY2YNKlcclYAuHiGKCsry6mz0L1Jx7PQrl43z0ZTb+XtelVuurM/qqqq8Omnn+Ljjz/G119/bbURSq1W44YbbsCtt96KW2+9FZdcconkdeaM9zBnegej0Yi6ujrU1NSgvr4eTU1NaGlpQVtbm+Q7q1QqoVKp4O/vD7VaDbVajcDAQAQFBSE4OBiBgYE+eRlKbW0tiouL8fPPP+PEiRMoKChAfn4+jhw5gqqqqk6XValUGD16NG666SbceuutuOKKK+walJk5Y8nb+4RZ4zl6vR7r16/Hhx9+iHXr1qGx0bnLGh2h1Wpx/fXX49Zbb8Xtt9+OmJgYt78nkbf1qIYn4OIPi6VLl6KlpcXiteLiIBw9GoLycg2am5XQaAzQ6ZqRmlpncf0zcPEHSFZWFiIjIz1RdJ/l7u63PBtNvZkc6lU5cdX+OHfuHL744gt89tln2LRpE5qamqzON3jwYNxyyy24+eabce2110Kr1TJnvIA503M0NDQgPz8fx44dw4kTJ1BUVISSkhKcPn0aFRUVOHfuHIztLk9xlkKhQHBwMEJCQhASEgKtVovQ0FCEhISY/23/0Gq15kf7xqvAwEBoNBpz45a/vz9UKhVUKhUUCoW5cUsIASEE9Ho92tra0NraiubmZjQ1NaGhoQH19fWoq6vDhQsXcP78eZw7dw5nz55FRUUFKioqcPr0aZSVlZnv0mmP4OBgjBo1CmPGjME111yDsWPHQqvVOryvmDOW5LBPmDWed/z4cQwZMsQ81pOrKZVKfPLJJ7j11lvh7+/vlvcgkqse1/AEXPwDNScnx2pFbS+1Wo3MzEzExcW5sGQ9kzvPQrd/D56Npt5ILvWqXLhjfzQ1NWHr1q344osvsG7dOptd7v39/ZGRkYFx48Zh6NChOHLkSLf+OGXO2I8545uampqwb98+5ObmYt++ffjhhx9w4sQJpwb37+2io6ORlpaGYcOGYcSIEbjyyiuRmprqkt4rzBlLctkn/E3jWcwaIvfpkQ1PwMWzBGvWrLHoomoPnU6HqVOn8qyAHXrSYINEciSnelUO3L0/hBA4ePAg1q9fjw0bNmDXrl1WL8kDLvY2SEhIgE6nM/9r749A5oz9mDO+w2AwYM+ePdi8eTO2bt2K3bt32/25qdVq9O/fHxEREejXr5+5V1JQUJC5p5FSqYRCoYAQAgaDwdy7qKWlxdy7qLGxEQ0NDZJeRnV1daivr7f5XZYDjUaDmJgYxMXFIT4+HgkJCUhMTMTgwYNx6aWXom/fvm57b+aMJTntE/6m8QxmDZF79diGJ+DiH0B5eXnIzc2V3BnCFq1Wi/T0dLvvcEQ9c7BBIjmRW73qbZ7eHzU1Ndi2bRs2b96Mr776CidOnLA5b0BAgPlH48CBAxETE2PRlZ454zjmjLw1NTVh06ZNWLNmDdatW2dxl6j2AgMDMXToUAwdOhQpKSkYPHgwBg0ahIEDB6Jv375uHZNJCIGmpibU1dWhtrbW3CDVvmHK9DA1XjU1NaGpqQnNzc1oaWlBa2sr2trazONNGY1Gc+8thUIBPz8/82V47cedCg4OhlarRUhICMLCwtC3b1/069cPERERiIyMRP/+/REWFua1MamYM5bktk/4m8b9mDVE7tWjG55MDAYD8vPzUVhYiPLyclRXV0Ov10OlUiE8PBw6nQ5JSUlISUlh5UxEsiLXetVbvL0/ioqKsHXrVmzduhVff/01zpw5Y3NePz8/DBgwAJdeeimuvPJK8zhRzBnydXq9Hl999RVycnKwdu1a1NfXW50vMTER1157LcaMGYPRo0cjJSUFKpXKw6Wlrni7XpUjue4T/qYhIl/VKxqeiIh8FetVKTntDyEEjh07hu3bt+Obb77BN9980+WlEHFxcUhPT8fo0aNx1VVX4YorrkBwcLCHSkzUPUePHsXSpUvx4YcfoqKiwuJ1rVaLm266CRMmTMBNN92EgQMHeqGU5Cg51atywX1CRORa9tarPD1FRETUjkKhQEpKClJSUvDwww9DCIETJ07gu+++w44dO7Bz504cO3ZMskxJSQlKSkqwevVqABd7RQ0ZMgSjRo3CyJEjceWVV2LYsGEIDAz0xiYRWWhpacHHH3+Mt956Czt27LB4vU+fPpg6dSruvPNO3HjjjVCr1V4oJREREfUE7PFEROQFrFelfG1/nD17Frm5uebH3r17uxyfQ6lUIjU1FVdccQVGjBiBESNGYPjw4ejXr5+HSk0ElJWV4b///S8WLVqEqqoqyWv+/v6YNGkS7r33Xtxyyy1sbPJxvlavegL3CRGRa/FSOyIiGWO9KuXr+8NgMODw4cPYvXs39uzZg7179+Knn36y625bsbGxGD58OC677DIMGzYMQ4cOxaWXXoqAgAAPlJx6i3379uHVV1/FqlWroNfrJa8NGTIEc+bMwb333ovw8HAvlZBczdfrVXfgPiEici1eakdEROQhSqUSw4YNw7BhwzBnzhwAF+8KduDAAXz//ff4/vvvsX//fhw5csTiR39paSlKS0uxbt068zSVSoXk5GSkpaUhLS0NQ4YMQWpqKgYPHsxeKGQ3o9GIdevW4ZVXXsG3334reU2lUmHatGl45JFHcPXVV3vtzmtERETU87HhiYiIyA0CAwORkZGBjIwM87SWlhb89NNPOHDgAA4cOIAff/wRBw8eRE1NjWRZvV6PI0eO4MiRI+Zxo4CLY0clJiaax6C69NJLcemllyI5ORmRkZFsPCAAF4+znJwcvPLKKzh69KjktYiICDz00EP4zW9+g5iYGC+VkIiIiHoTNjwRERF5iFqtxpVXXokrr7zSPE0IgVOnTuHQoUPmx08//YRjx46htbVVsrzRaMTx48dx/PhxfPHFF5LXwsLCkJycjMGDB2Pw4MFISkoyP8LDw9ko1QvU1NTg7bffxoIFCyzuxHjppZfi97//Pe69914Ock9EREQexYYnIiIiL1IoFIiPj0d8fDwmTpxonq7X61FYWGju+XT06FEcPXoUx44dQ2Njo8V6ampqsHfvXuzdu9fitdDQUCQmJiIxMRGXXHIJLrnkEgwaNAiXXHIJBg4cyPGkfFxpaSn+85//4O2330ZdXZ3ktauvvhpPPfUUbrvtNvj5+XmphERERNSbseGJiIhIhlQqlfmSujvuuMM83Wg0oqSkBMeOHTM/CgoKUFBQgFOnTsHaPUNqa2vxww8/4IcffrB4TaFQIDY2FgkJCZKHqTEsLi6O40rJ1P79+/Hvf/8bK1eulIwdplAoMGXKFDz99NNIT0/3YgmJiIiI2PBERETkU/z8/MyNQjfddJPktebmZvz88884fvw4CgsLzY8TJ07g1KlTVu+yJ4RASUkJSkpK8N1331m8rlAo0L9/fwwcONDcEDVw4EDJvxxfynP0ej3Wrl2L//znPxafl1qtxn333Yc//OEPSE5O9lIJiYiIiKTY8ERERNRDaDQaDBkyBEOGDLF4ra2tDadOncLPP/9sfpw8eRInT55EUVERzp49a3WdQgiUl5ejvLwcu3fvtjqPWq1GbGws4uLiEBsba/GIiYlBVFQUL/XqhlOnTuGdd97BkiVLUFZWJnmtX79+eOSRR/Doo48iOjraSyUkIiIiso4NT0RERL2Av7+/eZwna+rr61FUVISioiIUFxeb/z116hSKi4tx5swZm+tuaWnBiRMncOLECZvzqFQqDBgwADExMebHgAEDzNNM/w8JCen2tvYU9fX1+Oyzz/D+++9jy5YtFpdRpqSk4LHHHsN9992HoKAgL5WSiIiIqHNseCIiIiJotVoMHToUQ4cOtfp6S0sLSktLcerUKfPDdIleSUkJSktLUVNTY3P9er3evFxX5TA1Qul0OquP/v37o0+fPj3y8r6zZ89i/fr1+Oyzz7BhwwY0NzdLXvfz88Ptt9+O7OxsjBs3rkfuAyIiIupZ2PBEREREXVKr1Z32mAKAuro6lJaWWn2UlZWhrKzM5iV9JvX19ebB0rsqT//+/REdHQ2dTofo6GiLR1RUFCIjI9G3b1/ZNtBUVlZi9+7d+O6777Bt2zbs37/f6gDxgwYNwoMPPogHH3wQsbGxXigpERERkXPY8EREREQuERISgtTUVKSmptqcp6WlBadPn8bp06dRWlpq/n/HR319fafv1dLSguLiYhQXF3dZLpVKhcjISERGRiIiIsL8CA8PR3h4OPr164d+/fqhb9++6NOnD8LCwhAWFobg4OBuN1gJIVBbW4vy8nKUlJTg5MmTOH78OI4ePYoff/wRpaWlNpeNiorCtGnTcPfdd+NXv/qVbBvPiIiIiDrDhiciIiLyGLVajUGDBmHQoEGdzldfX4/Tp0+bBzYvLy/HmTNnJP8/c+YMqqurrfYQak+v15uXc4RCoUBISAi0Wi2CgoIQFBQEjUYDtVoNf39/qFQq84DpQgi0tbWhtbUVjY2NqK+vR21tLaqrq9HW1mb3ew4bNgy33HILJk6ciDFjxkCpVDpUZiIiIiK5YcMTERERyY5Wq0VycjKSk5M7na+trQ2VlZWoqKiQPCorKyWPqqoqVFVVobW11e4ymHor1dbWdndzrAoNDcWIESMwatQojBkzBr/61a8QFRXllvciIiIi8hY2PBEREZHP8vf3N98lrytCCNTV1eHs2bOorq42P86dO4dz587hwoUL5oepwamurg4NDQ1oaGhAY2MjWlpaunwfpVKJ4OBghIWFoW/fvoiMjET//v0RGxuLhIQEJCYmIiUlBbGxsbx8joiIiHo8NjwRERFRr6BQKBAaGorQ0FBccsklTq3DdEmd6WG6zE+hUMDf3x8BAQHw9/d3ZbGJiIiIfBobnoiIiIjspFAoEBAQgICAAG8XhYiIiMgn+Hm7AERERERERERE1DOx4YmIiIiIiIiIiNyCDU9EREREREREROQWDo3xNGrUKISGhiI4ONj80Gq1kue2pmu1WgQFBZmnBwUFQalUumu7iIiIiIiIiIjIyxxqeCooKHDpm2s0GquNU9Yaqhx9qFQcN52IiIiIiIiIyJscap0JCQlBQ0MDjEajS968ubkZzc3NqK6udsn62gsICLC7kcrU2GXvQ61WQ6FQuLzMREREREREREQ9iUMNT6WlpQgJCUFzczMaGhrMj/r6ejQ2NqK+vt7q844PW9MbGhoghHDJhrW2tqK1tRXnz593yfra8/Pzs6uxqrN5bL0WFBTE3lpERERERERE1CM43MKhUCgQGBiIwMBAREREuLQwQgirjVq2GqkcfRgMBpeU02g0or6+HvX19S5ZX0fWemt1bKgyXYZobXpnywYGBsLPj2PKExEREREREZH7yaprjTsbtQCgpaUFjY2Nkl5ZjjZe2VqmubnZZeV0Z28tAAgKCpI0Rtn6f2eNXrb+HxgYyMsQiYiIiIiIiAiAzBqe3E2tVkOtVqNv374uX7fRaLSrgcrWa7bmN03X6/UuK2tjYyMaGxtx9uxZl62zvc4aq7pq8OrqdY1Gwx5bRERERERERD6iVzU8uZOfnx9CQkIQEhLilvW3trZ22lDVVcOVteft/++qsbUAmNdZVVXlsnW2177HVmcNVu3/tfW6tXlNY2yVlJRAoVAgNjbWLdtBRES9G3OGiIjcjVlDcsCGJx8REBCAgIAAt/TWaj+2lr0NVZ291vH/jY2NLm3YcnePrYCAAAQFBaGtrQ0qlQoJCQldNla1f9h6rf3liEql0i1lJyIi3zF//nwoFAq88cYb3i4KERH1UMwakgOFsKNFoLa2FmFhYaipqUFoaKgnytUjGQwG5Ofno7CwEOXl5aiuroZer4dKpUJ4eDh0Oh2SkpKQkpLSoxomhBBoamqSNEpZa6jqqiHL1nyNjY0wGo3e3kyHqNVqq41SrnwEBARwvC0ZY70qxf3hGr01Z3xRSUkJkpKSAAAnTpzgmWhyOdarlrhPuo8541uYNeRu9tar7PHkAQaDAXl5ecjNzUVDQ4PF63q9HhUVFaioqMCBAwcQHByMjIwMpKen94gKW6FQmBtD3EEIgZaWlk4bqaz9a60By/T/oqIiXLhwAcDFyyhd3bDV0tKClpYWtw0gD1wst6mHlbWGqY7TTc87/mvt/+2fazSaHnGcEvmy3p4zvmj+/PlobW01/59noolIzpgzvolZQ3LBHk9uVlVVhTVr1qC8vNzhZXU6HaZOnYrIyEg3lIxsMZ0ZMFXSAQEBOHbsGPr162fRQGXtua3/dzatsbHR/H6+yHR5YvtGq/YNVJ09t/YwzaPRaCTTTc97wh8wrFeluD+cx5zxPdZyhmeiydVYr1riPnEOc8Y3tLa2orS0FKdPn0ZVVRVOnjyJp59+GgaDAQCgVCrx2muvITk5Gf3798fAgQP5PaBus7deZcOTG5WUlCAnJwctLS1Or0OtViMzMxNxcXEuLBl1Jjs7GwsXLrSY5u4zBHq9Ho2NjZLLEp19NDU12ZxuCh9f5u/v32nDVPv/W/vX9Oj4vONrarVaMk2tVrvs8kXWq1LcH85hzvgmb+UM9S6sVy1xnziOOSNPra2t2L17N3bs2IF9+/bh4MGD+Pnnnx2+SiMyMhJpaWm44oorkJ6ejuuuu46NhOQQNjx5WVVVFZYuXWq1ki4qCkJ+fgjKyzVoalIiMNAAna4ZKSl1SEhotJhfrVYjKyuLlYAHdDwLbdKTzka3trbabKQy/d/RaU1NTRb/b2pqcumg8nJhaoxq3yjV8f/t5+n4f9Nzf39/PPXUU6xX/4c54zjmjG/qDTlD8sB61RL3iWOYM/LS3NyML774AitWrMCmTZusXvLoCqNGjcK0adNwzz33sLGQusSGJy8yGAxYsmQJzpw5I5leWanG2rU6lJXZHusoJqYRkyeXIypKWsHrdDpkZWX1iEuM5MzaWej2r/FstP1MY281NjaiubnZolHKWkNVZ4/m5uZOnzc1NUGv13t7s+3Wt29fnD9/nvXq/zBnHMOc8V3MGfIU1quWuE/sx5yRj7Nnz+LVV1/FW2+9hXPnzlmdJygoCJdeeikSExMRGxuL3Nxc7N692+q8V1xxBS677DIUFRUhPz8fFRUVVufz8/PD7bffjj/+8Y/IyMhw2fZQz8KGJy/auXMntmzZIplWUKDFqlWx0Ov9ulxepTJixoxSJCfXS6aPGzcOY8eOdWlZ6Re2zkKb8Gy0/BkMBkmjlLV/O/7f2nNbj5aWFpvPW1paHOrh1b9/f5w5c4b16v8wZxzDnPFNzBnyJNarlrhP7Mec8T69Xo8FCxbg//2//4e6ujrJaxEREbjllltw/fXXY8yYMRg8eLC5Qc/RrKmsrMSePXvw7bffYtOmTTh48KDFMlOmTMGCBQsQHx/v4q0kX8e72nmJwWBAbm6uZFplpdruShoA9Ho/rFoVi7lzT0rOFOTl5fHOEG7U/q4PABDgd/Hzav3ftdKtra28G4TMKZVKaLVaaLVaj7+3EAJtbW3mxijTnQvb/7/989bWVsyYMcPj5STfx5zxXcwZIvIFzBnvO336NO68807J5+Dv74/p06fj17/+Na677jqb+9DRrImKisLEiRMxceJE/POf/8SJEyeQk5ODRYsWoaysDADw2WefYevWrVi6dCmmT5/ulm2mns2+moPslp+fb3G97dq1OrsraRO93g+ff66TTKuvr0d+fn63y0iWSkpKsGTJEsm0OfHxmN2hVX/x4sUoLS31ZNHIRygUCgQEBCAkJASRkZGIjY1FYmKiecDGjIwMXHfddbjlllswefJk3Hzzzd4uMvko5oxvYs4Qka9gznhXcXExxowZY250UigUmDt3Ln7++Wfk5OTgxhtvtNno5IqsSUxMxF//+lf8/PPPWLx4MXS6i59hXV0dZsyYwZMj5BQ2PLlYYWGh5HlRUVCn10B3prQ0CMXF0mU7rp9cw9qZgXnJyZg3eLD5LAHwyxkCIiJvYc74JuYMEfkK5oz3tLS0YNKkSSguLgYAxMfHY9euXXj77bftugzblVkTEBCA2bNn4+jRo8jMzDRP/+1vf4svv/zS0U2jXo4NTy5WXl4ueZ6fH9Kt9R09Kl2+4/qp+2ydGYgNDERcUBDPRhORrDBnfA9zhoh8CXPGe9544w3zGEuDBw82X5poD3dlTVhYGD744AP8+c9/Nk976KGH0NhoefdCIlvY8ORi1dXVkufl5Zpura/j8h3XT91n68yACc9GE5GcMGd8D3OGiHwJc8Z7Fi9eDODi5XWrVq1C//797V7WnVmjUCjwf//3f7j11lsBXByDavXq1XaXjYgNTy7W8XbuTU3dGzivuVm6vC/dLt4XdHZmwIRno4lITpgzvoU5Q0S+hjnjHQ0NDTh27BgAYPTo0RgxYoTdy3oiaxQKBf70pz+Zn2/fvt3u8hGx4cnFVCrpjQIDAw3dWp9GI12+4/qpe7o6M2DCs9FEJBfMGd/CnCEiX8Oc8Q6D4Zf9FBAQ4NCynsqaxMRE8//PnTvnUBmpd2PDk4uFh4dLnut0zd1aX8flO66fnGfPmQETno0mIrlgzvgO5gwR+SLmjHeEhoZi4MCBAIDc3FycOnXKruU8mTX79u0z/z8mJsauZYgANjy5nOl2kyYpKXXdWl9qqnT5jusn59l7ZsCEZ6OJSA6YM76DOUNEvog54z2zZs0CALS1teH+++9HS0tLl8t4Kmuam5vx7LPPmp+bxnsisgcbnlwsKSlJ8jwhoRExMc6N+B8b24j4eOmyHddPznHkzIAJz0YTkRwwZ3wDc4aIfBVzxnueeuopDBgwAMDFMZSmTJmCmpoam/N7Kmuampowc+ZM/PjjjwCAYcOGYcKECV1uD5EJG55cLCUlBcHBwZJpkyeXQ6UyOrQelcqISZOktxrVarVISUnpdhnJ8TMDJjwbTUTexpzxDcwZIvJVzBnv6dOnDz7++GME/q/haOPGjbj88suxbds2q/N7Imt++uknjB07FmvXrgUABAUF4f3334dS2b1B56l3UQghRFcz1dbWIiwsDDU1NQgNDfVEuXzazp07sWXLFsm0ggItVq2KhV7fdVufSmXEjBmlSE6ul0wfN24cxo4d69KydpfBYEB+fj4KCwtRXl6O6upq6PV6qFQqhIeHQ6fTISkpCSkpKbKpnEpKSpCUlCSppLMHDcIbw4fbtXz2jz9i4cmT5ucBAQE4ceIEYmNjXV5W6rlYr0pxfziGOcOcIeoK61VL3Cf2Y854N2e+/fZbTJkyBefPnzdPmzRpEp599lmMHDkSgPuzpri4GC+99BIWLVpkHvg8ODgYa9euxY033tjtbaSewd56lQ1PbmAwGLB06VKUl0tb+Csr1Vi7VoeysiCby8bGNmLSpHJERUmv59XpdMjKypLNH9UGgwF5eXnIzc1FQ0NDl/MHBwcjIyMD6enpXt+G7OxsLFy40Pw8wM8PJ8aP77RLansljY1I2rIFrcZfzvpkZ2fjjTfecHlZqedivSrF/eEY5owl5gyRFOtVS9wn9mPOWPJ0zhQVFeHee+/Fjh07JNMzMjLw4IMPIjc3F8uWLTNPd0XWzJ07F+PHj8cHH3yAL7/8EsZ2r6WmpmLlypW47LLLurll1JOw4cnLqqqqsHTpUqsDwhUXB+Ho0RCUl2vQ3KyERmOATteM1NQ6i2ugAUCtViMrKwuRkZGeKHqXqqqqsGbNGosgsodOp8PUqVO9ti3WzgzcGxeHfw0d6tB6fn/oED5sdx00z0aTo1ivSnF/OI45Yx1zhugi1quWuE8cw5yxzpM5YzQa8e677+LZZ5/F6dOnO533Dp0O/x0+HAqFwq51CyHwmx9/xKdd7AOtVounn34aTz31FDQajd1lp96BDU8yUFJSgpycHLvuRmCLWq1GZmYm4uLiXFgy5/n6NnU8C+3qdfNsNNmL9aoU94dzfL1OtsbXt4k5Q3LBetUS94njfL1OtsYXt6m5uRnvv/8+Xn/9dfz0008eec+YmBjMnTsXjzzyCCIiIjzynuR72PAkE77Smm6Pzs56FBUFIT//4lmPpiYlAgMvnvVISalDQoI8znpYOwvtSjwbTY5gvSrF/eE85gxzhsga1quWuE+cw5yRT84IIbBu3TpMnjxZchmcK/n5+eGDDz7AXXfdJZvLIkm+7K1XVR4sU68UGRmJrKwsh64f1mq1SE9Pl8U4FSYGgwGffvqpRSXd2XXexcXByMsLR0xMIyZPll7n3dLSgjVr1nj0Ou+Od31wNdPdIHg2mog8iTnDnCEicifmjHxyRqFQYMOGDW5rdAIuXt63a9cu3HPPPW57D+p92OPJg+R4xwR7+fqdLdx9FtqEZ6PJXqxXpbg/XIM5w5whMmG9aon7pPuYM969Ux+zhuSGPZ5kSKlUIi0tDWlpad4uikMMBgNyc3Ml0yor1XZX0gCg1/th1apYzJ17UnKmIC8vzyNnQiIjI1HabpBWdwoJCfHI+xARdcScYc4QEbkTc8Z7OQMwa8h3seGJupSfn2/RpXbtWp3dlbSJXu+Hzz/XYfbsIvO0+vp65Ofnuz28NBoN78JARCRTzBkiInKnnpAzALOGfFevb3jy5e6inlJYWCh5XlQUZPUaaHuUlgahuDhIcpvVwsJCnztrQkRkL+ZM15gzRETOY850jTlD5F29tuHJYDB0OkCeXq9HRUUFKioqcODAAQQHByMjI0NWA+R5Ssc7WOTnd6/b5dGjIZKK2pk7ZBARyR1zxn7MGSIixzFn7MecIfKuXtnw5MwtQRsaGrBlyxYcPnxYVrcE9YTq6mrJ8/Ly7nXv7Lh8x/UTEfk65oxjmDNERI5hzjiGOUPkXb2u4amkpAQ5OTkWt9G0V3l5OZYuXYrMzEzExcV1OX9P6Pqq1+slz5uaulfO5mbp8h3XT0Tky5gzjmPOEBHZjznjOOYMkXf1qoanqqoqm5V0UVEQ8vNDUF6uQVOTEoGBBuh0zUhJqUNCQqNk3paWFuTk5CArK8vmmYKe1PVVpVJJKtPAQEO31qfRSJdXqXrVYUhEPRhzxjnMGSIi+zBnnMOcIfKuXvMNMRgM+PTTTy0q6cpKNdau1VkdXK64OBh5eeGIiWnE5MnlkttmtrS0YM2aNcjKyrKoWHta19fw8HBUVFSYn+t0zSguDnZ6fTpds8X6iYh8HXPGecwZIqKuMWecx5wh8i7H7h/pw/Ly8nDmzBnJtIICLRYtGtTlHQ3KyoKwaNEgFBRoJdPLy8uRl5cnmVZSUoKlS5c6PcCcqetrSUmJU8u7g06nkzxPSanr1vpSU6XLd1w/EZEvYs44jzlDRNQ15ozzmDNE3tUrGp4MBgNyc3Ml0yor1Vi1KhZ6vX27QK/3w6pVsaisVEum5+XlwWC42NWys66vjjB1fa2qqurWelwlKSlJ8jwhoRExMY025u5cbGyj5A4Q1tZPRORrmDPdw5whIuocc6Z7mDNE3tUrGp7y8/Mtrkteu1ZndyVtotf74fPPpa3Z9fX1yM/Pt9n11Vmmrq+mEPCmlJQUBAdLu6JOnlwOlcro0HpUKiMmTZKeOdFqtUhJSel2GYmIvIk50z3MGSKizjFnuoc5Q+RdvWKMp8LCQsnzoqKgLruj2lJaGoTi4iBJK3dhYSEuXLhg0fW143vaO9ifianr69ixY50qq6solUpkZGRgy5Yt5mlRUS2YMaPU7rMsKpURM2aUSq4rByDLwQeJiBzFnOke5gwRUeeYM93DnCHyrl7R8NTx+uT8/JBure/o0RBJRV1eXo6CggKr8zo72J9Jbm6uLCqz9PR0HD58WLIvk5PrMXfuSZvbZxIb24hJkyy3T6fTIT093W1lJnnrCbfmJTJhznQfc4ZcjTlDPQlzpvuYM+RqzBn7KYQQoquZamtrERYWhpqaGoSGhnqiXN3S8QBofwcDAFi2LL5bdzGIj2/Agw8Wm58rlUqrXUgLCrQOt6AnJ9dbvHbnnXciLS3N6fK6SlVVFZYuXWq1+21xcRCOHr14BqS5WQmN5uIZkNTUOotroAFArVZ3evtW6rm6ujVvR3K+NW93+Fq96m6+tj+YM+7BnCFXYM5c5Gv1qif40j5hzrgHc4ZcgTnzC3vr1R7V48neA6CpqXsfdnOzdHlrlbSzg/3NnXvSoiW9oKBAFhV1ZGQkMjMzrQ44GB9vOcieLWq1GpmZmayke6Gedmte6n2YM+7FnKHuYs6Qr2POuBdzhrqLOeOcHjO4uKn1esuWLV22OgYGdm+AO42m6+VdNdgfABQXF1uZ2zvi4uKQlZXl9C1DdTodsrKyEBcX5+KSkdz1xFvzUu/CnPEM5gw5izlDvo454xnMGXIWc8Z5PaLHU0lJiUO3/dTpmrvVNVWna+70dVcP9ldbW+vUutwlMjISWVlZDnUv1Gq1SE9P75HdC6lrnd2a15GBKk235mW3ZvI05oxnMWfIUcwZ8nXMGc9izpCjmDPd4/MNT/YcAJdcUo/k5F8qk5SUOuTlhTv9nqmpdZ2+7urB/uwYhsvjlEolxo4di/T0dA6oRp2ydWteZweqNN2aNysri8cUeQRzxjuYM2Qv5gz5OuaMdzBnyF7Mme7z6YYnew+A2lp/SUWdkNCImJhGp1rxY2O7vva3vFzj8HpdubwnKZVKpKWlyeKabZKnvLw8i1vz2jtQZVlZEBYtGmQxUKVcbs1LPR9zxvuYM9QV5gz5MuaM9zFnqCvMme7z6TGebB0AixYNklTCx46FoL5e2pI4eXI5VCqjQ++nUhkxaZL0ek6tVmsxn6sH+yPyVQaDAbm5uZJpzg5UWVmplkzPy8uzOhAmkSsxZ4jkjTlDvo45QyRvzBnX8NmGJ0cOAINBgdxcaVfUqKgWzJhRandlbbo9aMc7NKSnp0OhUEimuXqwv47rJ/IV+fn5FtfMu2qgyvr6euTn53e7jES2MGeI5I85Q76MOUMkf8wZ1/DZhidHD4Dc3HCcPi3t8pmcXI+5c08iJqbzrqaxsY2YO/ekpGsccPGOBunp6QgNDe0wvfPB+rrScfmO6yfyFYWFhZLnrhiosrP1E7kSc4ZI/pgz5MuYM0Tyx5xxDZ8d48nRA8BoVGDNmhhkZZ2ERvPLWYGoqBbMmVOE4uIgHD16cST65mYlNJqLI9GnptZZvQZarVZj6tSpUCqVSEhIwI8//mh+zdWD/SUkJDi9LiJv6nirUVcPVOnsrUyJ7MGcIZI/5gz5MuYMkfwxZ1zDZxuenDkAqqrUyMkZiMzMU5LKGgDi47seZM9ErVYjMzPTfPvDwYMHSypqVw/2N3jwYIfXQxe7L/MOFd5VXV0tee7qgSo7rp/IlZgz1BXmjPcxZ8iXMWeoK8wZ72POuIbPNjw5ewCUlARh6dJBmDq1DAMGON6FVKfTYerUqeZKGgBSUlIQHBws6So7eXI5Fi0a5NC1n7YG+0tJSXG4nL2ZwWBAXl4ecnNzLbovA4Ber0dFRQUqKipw4MABBAcHIyMjA+np6aywXUyv10ueu3qgyo7rJ3Il5gzZwpyRD+YM+TLmDNnCnJEP5oxr+OwYT905AKqq1FiyZBC++irK4u4Qtmi1WowbNw5ZWVmSShq4eAvOjIwMyTRXDvbHysN+VVVVWLp0KbZs2WK1kramoaEBW7ZswdKlS1FVVeXmEvYuKpW0bdvVA1V2XD+RKzFnyBrmjLwwZ8iXMWfIGuaMvDBnXMNnt1KlUkkqa0cPAKNRgZ07I5CXF45LL63DiBHnkZws/WJHR0fb3X0xPT0dhw8flnSZNQ32t3atrtNuqrGxjZg0qdyikjYN9kf2KSkpQU5ODlpaWrqe2Yry8nIsXboUmZmZiIuLc3Hpeqfw8HBUVFSYn+t0zSguDnZ6fR0HqgwPd37sAaKuMGeoI+aM/DBnyJcxZ6gj5oz8MGdcw2cbnlx1ABgMChw5EorQ0DZJRR0dHY2HH37Y7vUolUpMnToVS5culVQUrhjsj7pWVVVls5IuKgpCfv7Ffd/UpERg4MV9n5JSh4QE6b5vaWlBTk6O1TNB5DidTif5nrp6oEqdTmdjTqLuY85Qe8wZeWLOkC9jzlB7zBl5Ys64hs82PMnxAIiMjERmZqbVCqM7g/1R5wwGAz799FOLfV5ZqbZ5dqa4OBh5eeGIiWnE5MnSszMtLS1Ys2YNsrKyGJTdlJSUhAMHDpifu3qgyqSkpO4Wkcgm5gyZMGfkizlDvow5QybMGflizriGz47x1PEDMh0AznDlARAXF4esrCynWy51Oh2ysrLYNdIBeXl5OHPmjGRaQYEWixYN6rJCKCsLwqJFg1BQoJVMLy8vR15ensvL2tuYBqpsb/LkcrvHCjDhQJXkDcwZMmHOyBdzhnwZc4ZMmDPyxZxxDZ9teJLzARAZGYmsrCyMGzfOooy2dDbYH9lmMBiQm5srmVZZqcaqVbF234FDr/fDqlWxqKxUS6bn5eXBYOje4HG9HQeqJF/GnCGAOSN3zBnyZcwZApgzcseccQ2fbXiS+wGgVCoxduxYPPHEE7jzzjsxYsQIREdHm0etV6lUiI6OxogRI3DnnXfi8ccfx9ixY3vNgecq+fn5Fnd7WLtW59BtX4GLlfXnn0vP6tTX1yM/P7/bZezt0tPTLc6YmQaq7OqsXmxsI+bOPYnk5HrJdA5USZ7AnCGAOeMLmDPkq5gzBDBnfAFzpvt8downwDfuvKBUKpGWloa0tDSXrZN+UVhYKHleVBTk1PW2AFBaGoTi4iBJN+XCwkJ+dt3EgSrJlzFniDkjf8wZ8mXMGWLOyB9zpvt8uuGJBwC1D2kAyM8P6db6jh4NkRwbHddPzuFAleSrmDPEnPENzBnyVcwZYs74BuZM9/h0wxPAA6C3q66uljwvL9d0a30dl++4fnKeaaDKNWvWOBWAOp0OU6dO5XeUPI4507sxZ3wHc4Z8FXOmd2PO+A7mjPN8doyn9njnhd5Lr9dLnjc1de/sTnOzdPmO66fu4UCV5KuYM70Xc8a3MGfIVzFnei/mjG9hzjjH53s8mZgOgLy8POTm5loM0GaNVqtFenp6rxpNvqdRqVSSyjQwsHt3bdBopMubBk8k1zENVJmeno78/HwUFhaivLwc1dXV0Ov1UKlUCA8Ph06nQ1JSElJSUvj9JFlgzvROzBnfw5whX8Wc6Z2YM76HOeO4HnUU8gDofcLDw1FRUWF+rtM1o7jYvpZna3S6Zov1k3twoEryRcyZ3oc547uYM+SLmDO9D3PGdzFn7NejGp5MeAD0HjqdTlJRp6TUIS/P+co1NbXOYv1ERB0xZ3oP5gwReQNzpvdgzlBv0CPGeKLeKykpSfI8IaERMTH2DcDYUWys5eCNHddPRES9C3OGiIjciTlDvQEbnsinpaSkWAzqNnlyOVQqo0PrUamMmDRJemcCrVaLlJSUbpeRiIh8F3OGiIjciTlDvQEbnsinKZVKZGRkSKZFRbVgxoxSuytrlcqIGTNKERUlvX0tB2kkIiLmDBERuRNzhnoDNjyRz0tPT7e4djk5uR5z557ssptqbGwj5s49ieTkesl0nU6H9PR0l5eViIh8D3OGiIjciTlDPZ1CCCG6mqm2thZhYWGoqalBaGioJ8pF5JCqqiosXboULS0tFq8VFwfh6NEQlJdr0NyshEZjgE7XjNTUOotroAFArVYjKysLkZGRnig69VKsV6W4P0jumDPka1ivWuI+ITljzpAvsrdeZcMT9RglJSXIycmxWlnbS61WIzMzE3FxcS4sGZEl1qtS3B/kC5gz5EtYr1riPiG5Y86Qr7G3XuWldtRjxMXFISsry+lbhup0OmRlZbGSJiIiq5gzRETkTswZ6qnY44l6HIPBgLy8POTm5qKhoaHL+bVaLdLT0zn4HnkU61Up7g/yJcwZ8gWsVy1xn5CvYM6Qr7C3XlV5sExEHqFUKjF27Fikp6cjPz8fhYWFKC8vR3V1NfR6PVQqFcLDw6HT6ZCUlISUlBRW0EREZDfmDBERuRNzhnoaNjxRj6VUKpGWloa0tDRvF4WIiHog5gwREbkTc4Z6Co7xREREREREREREbsGGJyIiIiIiIiIicgs2PBERERERERERkVuw4YmIiIiIiIiIiNyCDU9EREREREREROQWbHgiIiIiIiIiIiK3YMMTERERERERERG5BRueiIiIiIiIiIjILdjwREREREREREREbsGGJyIiIiIiIiIicgs2PBERERERERERkVuovF0AInI/g8GA/Px8FBYWory8HNXV1dDr9VCpVAgPD4dOp0NSUhJSUlKgVCq9XVwiIvIxzBkiInI3Zo3vYsMTeRQrC88yGAzIy8tDbm4uGhoaLF7X6/WoqKhARUUFDhw4gODgYGRkZCA9PZ37n4h8EnPGs5gzRNTbMGc8j1nj+xRCCNHVTLW1tQgLC0NNTQ1CQ0M9US7qYbqqLDpiZdF9VVVVWLNmDcrLyx1eVqfTYerUqYiMjHRDyQhgvdoR9wd1F3PG85gz8sZ61RL3CXUHc8Y7mDXyZm+9yoYn6hZ7WvyjoqJw8OBBnDlzxuH1s7JwTklJCXJyctDS0uL0OtRqNTIzMxEXF+fCkpEJ61Up7g+yhTkjT8wZ+WO9aon7hKxhzsgXs0b+2PBEbuVoi393sLJwTFVVFZYuXWq1gi4qCkJ+fgjKyzVoalIiMNAAna4ZKSl1SEhotJhfrVYjKyuLQekGrFeluD+oI+aMfDFnfAPrVUvcJ9Qec0bemDW+gQ1P5Dbd6e5owsrCPQwGA5YsWWJxNqayUo21a3UoKwuyuWxMTCMmTy5HVJS0ctfpdMjKymIXYRdjvSrF/UHtMWfkiznjO1ivWuI+IRPmjLwxa3wHG57ILVzR3bG1VYEPPohHSYn1CoOVhfN27tyJLVu2SKYVFGixalUs9Hq/LpdXqYyYMaMUycn1kunjxo3D2LFjXVrW3o71qhT3B5kwZ+SNOeM7WK9a4j4hgDnjC5g1vsPeerXrT43of6qqqmxW0kVFQdi4MRrLlsVj4cJLsGxZPDZujEZRkWVlHBAgkJl5CpGR1iv7srIgLFo0CAUFWsn08vJy5OXluWZjeiCDwYDc3FzJtMpKtd0VNADo9X5YtSoWlZVqyfS8vDwYDAaXlZWIyBrmjLwxZ4jI1zFn5I9Z0zOx4YnsYjAY8Omnn1pU0pWVaixenIB3301AXl44iouDUVmpQXFxMPLywvHuuwlYvDjB4kuv0RgxdWoZ/Pysd7hjZeG4/Px8i+vT167V2V1Bm+j1fvj8c51kWn19PfLz87tdRiIiW5gz8secISJfxpzxDcyanokNT2SXvLw8i2tsCwq0WLRoUKfX2AK2W/wHDGhGRka1zeVYWTimsLBQ8ryoKKjLz8aW0tIgFBdLl+24fiIiV2LOyB9zhoh8GXPGNzBreiY2PFGX3NndMT39HJRK28OMsbKwX8fBEfPzQ7q1vqNHpct3Z/BFIqLOMGd8A3OGiHwVc8Z3MGt6JjY8UZfc2d0xJESPSy+t63Q5Vhb2qa6Wnm0pL9d0a30dl++4fiIiV2HO+AbmDBH5KuaM72DW9ExseKIuubu7Y1JSvY25L2JlYR+9Xi953tTUvbtlNDdLl++4fiIiV2HO+AbmDBH5KuaM72DW9ExseKIuubu744ABTZ3Oz8rCPiqVSvI8MLB7gxZqNNLlO66fiMhVmDO+gTlDRL6KOeM7mDU9ExueqEvu7u4YHt7a6fysLOwTHh4uea7TNXdrfR2X77h+IiJXYc74BuYMEfkq5ozvYNb0TDziZc5gMCA/Px+FhYUoLy9HdXU19Ho9VCoVwsPDodPpkJSUhJSUFCiV3euGaIu7uzuqVLYH4wNYWdhLp9OhoqLC/DwlpQ55ec7vq9RU6bXqOp3OxpxE5MuYM8wZezFniMgZzBnmjCOYNT0TG55kymAwIC8vD7m5uRYD4QEXK8+KigpUVFTgwIEDCA4ORkZGBtLT011eYatUKkll7erujnq9otP5WVnYJykpCQcOHDA/T0hoRExMo1PXr8fGNiI+vtFi/UTUczBnfsGcsQ9zhogcwZz5BXPGfsyanomX2slQVVUVli5dii1btlitpK1paGjAli1bsHTpUlRVVbm0PO7u7lhdHWBzXlYW9ktJSUFwcLBk2uTJ5VCpjA6tR6UyYtIk6XXwWq0WKSkp3S4jEckDc+YXzBn7MWeIyF7MmV8wZxzDrOmZ2PAkMyUlJVi6dKnTt9gsLy/H0qVLUVJS4rIydWyRT0np/HahXenY4n/6dKDV+VhZOEapVCIjI0MyLSqqBTNmlNpdUatURsyYUYqoqBbJdHeceSIi72DO/II54xjmDBHZgznzC+aM45g1PRMbnmSkqqoKOTk5aGlpsXitqCgIGzdGY9myeCxceAmWLYvHxo3RKCqy7HLY0tKCnJwcl50p6Ngib+ru6AxrLf6FhVqL+VhZOCc9Pd0iWJOT6zF37skuP7PY2EbMnXsSycnS28HqdDqkp6e7vKxE5HnMmV8wZ5zDnCGizjBnfsGccR6zpufhGE8yYTAY8Omnn1pU0pWVaqxdq7N6TWtxcTDy8sIRE9OIyZPLJZVaS0sL1qxZg6ysrG5XbKbuju27yU6eXI5FiwZBr7e/7dJai39dnQrHjklvRxob24hJk8otKmlWFl1TKpWYOnUqli5dKjmWoqJaMGdOEYqLg3D0aAjKyzVoblZCozFAp2tGamqdRYACgFqtxtSpUxmORD0Ac+YXzBnnMWeIyBbmzC+YM93DrOl5FEKIzofgB1BbW4uwsDDU1NQgNDTUE+XqdXbu3IktW7ZIphUUaLFqVaxdlaGpRb1jy+64ceMwduxY2ZZv794+2Levn12VRVZWFiIjI7u3Ib1ESUmJzbNN9lKr1cjMzERcXJwLS0YmrFeluD/cjznDnHEl5oz8sV61xH3iXswZ5oyrMWvkz956lQ1PMmAwGPDqq69KWuArK9VOtcDPnXtS0rKu1Wrx+OOPd7t112AwWL1Wu7MzGCa2WvztxcrCOVVVVVizZo1T19frdDpMnTqVwehGrFeluD/ciznTOeaMc5gz8sZ61RL3ifswZzrHnHEes0be2PDkQw4fPoyPP/5YMm3x4gSnbxk5e3aRZNqdd96JtLS07hQRwC93p7DW4uxod0d7sbLonq5uY9uRVqtFeno6rz33ANarUtwf7sWcsY050z3MGflivWqJ+8R9mDO2MWe6j1kjX/bWqxzjSQYKCwslz4uKgpyqpAGgtDQIxcVBksqxsLDQJRV1ZGQkMjMzrXZ3jI+3HGSvO1hZuIZSqcTYsWORnp6O/Px8FBYWory8HNXV1dDr9VCpVAgPD4dOp0NSUhJSUlK4v4l6IOaMJeaMazBniAhgzljDnHEdZo3vY8OTDHTsNpifH2JjTvscPRoiqTSdvZWpNXFxccjKynK6u2P//v0xbNgwVFZWsrLwIKVSibS0NJcENhH5HuYMc8bdmDNEvRtzhjnjCcwa38WGJxmorq6WPC8v13RrfR2X77j+7oqMjERWVha7OxIR+QjmDBERuRNzhog6w4YnGdDr9ZLnTU3dq8iam6XLd1y/K7C7IxGR72DOEBGROzFniKgzbHiSAZVKJalMAwMN3VqfRiNdXqVy38fM7o5ERPLHnCEiIndizhBRZ+y/tyW5TXh4uOS5TtfcrfV1XL7j+omIqHdhzhARkTsxZ4ioM2x4kgGdTid5npJS1631paZKl++4fiIi6l2YM0RE5E7MGSLqDBueZCApKUnyPCGhETExzt3KMzbW8jagHddPRES9C3OGiIjciTlDRJ1hw5MMpKSkIDg4WDJt8uRyqFRGh9ajUhkxaZL0lqBarRYpKSndLiMREfku5gwREbkTc4aIOsOGJxlQKpXIyMiQTIuKasGMGaV2V9YqlREzZpQiKqpFMp23+yQiIuYMERG5E3OGiDrDhieZSE9Pt7h2OTm5HnPnnuyym2psbCPmzj2J5OR6yXSdTof09HSXl5WIiHwPc4aIiNyJOUNEtiiEEKKrmWpraxEWFoaamhqEhoZ6oly9UlVVFZYuXYqWlhaL14qLg3D0aAjKyzVoblZCozFAp2tGamqdxTXQAKBWq5GVlYXIyEhPFJ2IHMR6VYr7wzOYM0S9B+tVS9wn7secIepd7K1X2fAkMyUlJcjJybFaWdtLrVYjMzMTcXFxLiwZEbkS61Up7g/PYc4Q9Q6sVy1xn3gGc4ao97C3XuWldjITFxeHrKwsp28ZqtPpkJWVxUqaiIisYs4QEZE7MWeIqCP2eJIpg8GAvLw85ObmoqGhocv5tVot0tPTOfgekY9gvSrF/eF5zBmino31qiXuE89izhD1fPbWqyoPlokcoFQqMXbsWKSnpyM/Px+FhYUoLy9HdXU19Ho9VCoVwsPDodPpkJT0/9m787ioysUN4M/AwLAMoiLgCCgIKoqmuYKmZu5ZLpVmaYuX8lq2m/d2y9ty27t5bbv1K7PdcqlcSkVDLTdwS81YUlQQFAFR9nWG9/cHdyYOM8DMMPs8389nPjBnzvLOYXifOe95z3tiEBsbywqaiIiMxpwhIiJrYs4QkRYbnhycp6cn4uLiEBcXZ++iEBGRC2LOEBGRNTFniMiohift1XhlZWVWLQwRkbvQ1qdGXO3sFpgzRESWxZzRx6whIrIsY7PGqIan8vJyAOAAb0REFlZeXo7AwEB7F8PumDNERNbBnPkTs4aIyDrayhqjBhdvaGjAxYsXERAQAJlMZtECEhG5IyEEysvL0a1bN3h48AajzBkiIstizuhj1hARWZaxWWNUwxMREREREREREZGpePqDiIiIiIiIiIisgg1PRERERERERERkFWx4IiIiIiIiIiIiq2DDExERERERERERWQUbnoiIiIiIiIiIyCrY8ERERERERERERFbBhiciIiIiIiIiIrIKNjwREREREREREZFVsOGJiIiIiIiIiIisgg1PRERERERERERkFWx4IiIiIiIiIiIiq2DDExERERERERERWQUbnoiIiIiIiIiIyCrY8ERERERERERERFbBhiciIiIiIiIiIrIKNjwREREREREREZFVsOGJiIiIiIiIiIisgg1PRERERERERERkFWx4IiIiIiIiIiIiq2DDExERERERERERWQUbnoiIiIiIiIiIyCrY8ERERERERERERFbBhiciIiIiIiIiIrIKNjyZ4ddff8W8efMQFhYGhUKBHj16YOLEiVizZo1Vtvfll1/Cy8sL9957r9HLXL16Fffffz+Cg4OhVCoxceJE/P7773rzpaWlYfLkyVAqlejSpQsSExNx9epVvfk2btyIwYMHw9fXF5GRkXjllVfQ0NAgmaehoQGvvfYaoqKi4OPjg0GDBmHDhg0mv19q2cqVK9G3b1/4+PggNjYWH330kdHLXr16FQkJCZDJZMjOzjY4z759+zBq1Cj4+flBpVJhyZIlqKmpMascNTU1WLp0Kbp16wY/Pz+MHDkSe/bsMbq8RO6OWcOssadXXnkFMpkMzz//vNHL5OXlYfbs2ejYsSMCAwNx6623Ijc3V28+Zg2R7TFTmCn21FamGPu3N8QemWJs3lETgkzyzjvvCA8PDzF16lTx7bffiqNHj4pt27aJ++67T3h6eors7GyLbaukpEQsWLBA+Pn5iS5duoh77rnHqOXUarWIj48XkZGRYuPGjWLv3r1i0qRJIigoSJw/f1433/nz50VQUJAYP3682LNnj9i8ebPo2bOniI+PF2q1Wjffjz/+KGQymXjkkUfEoUOHxIcffih8fX3F0qVLJdtdunSp8PHxEe+//744dOiQeOKJJ4RMJhM//vijRfaHu/vvf/8rPDw8xIsvvigOHTokXn31VeHh4SH++9//trnsjz/+KHr06CEiIiIEAHHu3Dm9eY4ePSp8fHzE7bffLlJSUsQ333wjunTpImbPnm1WOWbPni06d+4sVq9eLVJTU8W8efOEj4+POHr0aLv2A5E7YNYwa+zlwoULYvr06aJz587C399fPPfcc0YtV1ZWJqKjo8W1114rduzYIZKTk8WQIUNEdHS0KCsr083HrCGyPWYKM8VejMkUY//2htgjU4zNO5Jiw5MJduzYIWQymVi2bJnB17dt2yYKCwsttr3U1FQxY8YMkZGRIcaOHWt0xf3NN98IACIlJUU3raKiQoSGhoq//vWvuml//etfRZcuXST/IIcPHxYAxDfffKObFhsbKyZPnizZxr///W8hl8t1lUFubq6Qy+Xi1Vdflcw3bdo00adPH6PfMxlWVVUlOnXqJPn7CSHE4sWLRadOnURlZWWryy9YsEC8/fbbYufOnS02PE2ePFn069dPEtrr16+XfJaMLUdKSore50ij0YgBAwbofZaISIpZ8ydmje19++234u677xZ5eXmiR48eRjc8vfrqq8LLy0vk5OTopuXl5Qlvb2/J34tZQ2RbzJQ/MVNsz5hMMfZvb4g9MsXYvCMpNjyZYOjQoWLIkCGioaHBpOV2794tABh8GFsZm1Jxz549W/Tu3Vtv+gMPPCC6dOmiK39ISIhYuHCh3nx9+/YVt956qxBCiLS0NAFAfP3115J5Ll26JACId999VwjR2IoMQFy8eFEy39q1awUAcfLkSYNlraysFI888ogIDQ0VPj4+YtSoUeLgwYMiNDRUUjEdPHhQ3HHHHSI0NFQoFArRq1cvSQv1p59+KgCI8+fPi1tuuUX4+/uLsLAw8eGHHwohhNiyZYvo37+/UCgUYsSIESItLU237HPPPSe6du0qTp8+LcaPHy98fX1FdHS02LBhgxBCiM8++0xER0cLHx8fMXHiRHHhwgXdspcvXxYvvPCC6Nu3r1AoFCI0NFTMnz9fFBUVGXy/Tctq6NHSF/wtW7YIAOLAgQOS6QcPHhQAxA8//NDi9prSfhabNzyVlpYKuVwuXnnlFcn0+vp6ERAQIJYsWWJSOZYuXSr8/f1FXV2dZL7XX39dyOVycfXqVaPKS+SOmDV/YtY0slXWNGdKw9OwYcPEpEmT9KZPnTpVDBkyRAjBrCGyB2bKn5gpjRwtU4z92zdnr0wxJu9IH8d4MlJOTg6OHDmC++67DzKZzKRlhw0bhpMnTxp8vPzyyxYv6/HjxzF48GC96YMHD8bly5dx4cIFXLx4EYWFhS3Od/z4cd26tNOaCg0NRVhYmGS+rl27QqVS6a2r6Xqau/vuu/HJJ5/gxRdfxL59+zB58mTcdNNNKCkpkcyXmJgIpVKJL774Avv27cPs2bOxePFibN++XTLfjTfeiPDwcOzcuROzZ8/GokWL8Mknn+Dee+/F008/je3bt6O6uhrz5s2TLFdeXo4pU6bg+uuvx65duzB8+HDMmzcPH374IZ577jm89dZb2LhxIzIyMrB48WLdcitXrsSPP/6If/zjH9i/fz8++OADbN++HQ8//LDB9wsAM2fObPHz8OCDDxpc5vjx45DJZLj22msl0wcNGgSZTNbi/jXW77//DrVarfd3lsvluOaaayR/Z2PKcfz4cQwYMABeXl6S+QYPHgy1Wm30NdtE7oZZw6yxZ9aYq6GhASdPnmzx73zy5Ek0NDQwa4hsjJnCTHGGTDHmb2+IPTLF2LwjfXJ7F8BZnDx5EgAwZMgQk5f19/dH//79LV2kFl28eBE33XST3nRtpXrx4kV4eHhIpjWf7+LFi7p5jZ2vpXmarqepY8eO4bvvvsNbb72F+++/H0Dj/u3QoQMee+wxybzbtm1DeHi47vnQoUPxySef4KeffsLkyZN104cNG4a3335bt67PPvsM9913H3bv3o2xY8cCAJ599lncdtttuHDhAsLCwgAAlZWVuPvuu7Fs2TIAQExMDNasWYNHH30Uv//+O2JiYgAAjz32GJYtWwaNRgNPT0/cfffd+Pvf/64L8yFDhuDgwYP4+OOP9d6vVseOHdGxY8cWXzfk4sWL6NixI3x8fCTTvb29ERQUZHD/mrp+oOW/c1pamknluHjxInr37m1wXU23R0RSzBpmDWC/rDHXlStXUFNT0+Lfpq6uDpcvX2bWENkYM4WZAjh+phjzt2+6H5su13S+5staI1OMzbuQkJBW37M7Yo8nI5WWlgIAOnToYPKyv/zyC+RyucFHYmKipYuK6upq+Pr66k3XTquqqkJ1dbVkWvP5qqurIYRoc76qqiqjt9ncTz/9BAB6rfcLFy7UBYuWtrK5cOECdu7ciQ8++ABA45fdph599FHd73K5HNHR0Rg4cKCu0gaAPn36AIDenQceeeQR3e9dunRB586dMXXqVF2lrV22pqYGRUVFAIBu3bpBJpOhsrIShw8fxurVq5GWlqZXrqa++OKLFj8P//rXvwwu09L+BaR/B3O19+9s7HytfR6IiFnDrPlzWXtkjbna+vsBxn0emDVElsVMYaZol3XkTDG3LrdHphibd6SPPZ6MFBAQAKCxS6Ophg4d2mJXzU6dOrWnWAYpFArU19frTddOUygU8PT0lExrPp+3tzdkMhkUCoVuWvNuh/X19bogUygUBvdN0202l52dDX9/f3Tp0kUy3dfXF926dZNM27BhA5555hlkZGSgc+fOiI6ORl1dnV5Xxr59+0qeK5VKvXUplUoAQG1trW6aSqXSa8VXKpUG19d02dzcXDz00ENISkqCTCZDVFQUPD09IYTQe79a06dPb/Hz0FLreEt/U6BxHxvav6Zo+ndubf3GlsOYzyAR6WPWMGsMLWurrDFXWxminYdZQ2RbzBRmiqFlHS1TzK3L7ZEpxuYd6WPDk5FiY2MBAGlpaRg6dKhJy9q6q2pwcDAuX76sN13byh0cHKyruFuaLzg4WDevdr7u3bvrzRcdHa2bLzMzs9VtGtLSP2bT69B/+eUX3HLLLbjvvvuwY8cO3dmD66+/Xm85b29vo6YBkFSuLc3T2rJ1dXWYMGECZDIZkpOTMWrUKHh4eOCzzz7DggULDC4HmNdVNTg4GFevXkVDQ4PkbIoQAsXFxS3uX1PWDxj3eTCmHMZ8BolIH7OGWdN8WVtmjbk6deoET0/PFv/OHh4e6Ny5M7OGyMaYKcyU5ss6YqaYW5fbI1OMzTvSx0vtjNS7d2/06dMHa9eutXdR2hQXF6e7prWptLQ0+Pn5ITIyEj169IBSqWxxvri4ON26tNOaqqysRE5OjmS+8+fPo6KiQm9dTdfTVEREBK5cuaK3jFqtxqVLl3TPV61ahbCwMHz44YeS63ubdzW1tX379uHUqVN45513MHr0aF1FZo1yxcXFQa1W448//pBMP3XqFOrr6w3uX1P069cPgP7fWTut6d/ZmHK09hnUvk5E+pg1zJrmbJk15vLy8kLv3r1b/DvHxMRAoVAwa4hsjJnCTGnOETPFmL+9IfbIFGPzjvSx4ckEzz33HLZt24bVq1cbfH3Tpk04evSojUulX1FMnz4dR44cQVZWlm5afX091q9fj2nTpkEul8PDwwPTpk3Dd999J+kqePr0aRw6dAgzZswA0NjNtlu3bvjmm28k21i7di3UajWmT58OALj55pvR0NCAdevWSeZbvXo1unbtiuHDh+uVe8yYMbp5mvrmm28kZSotLUXHjh0lLdQ7duzA2bNn2945VqS9br5pq3Z1dTU+//xzi29r4sSJ8PHx0fs7rF69Gj4+PpIBCs0JjtDQUIwYMQJr1qyRTN+1axcuXbqk+zwYW47p06ejsLAQu3bt0ptv2LBhBgfkI6JGzJo/MWtsmzXG0mg0encZmj59OpKSkiR3dbp69Sq2bt2q+zsza4hsj5nyJ2aKY2aKMX97oHHspOLiYt089soUY/KODBBkkieffFJ4eHiIBQsWiC1btohff/1VbNmyRcyfP1/IZDJx4MABq2x37Nix4p577tGb/vLLLwsA4uWXX9ZNq66uFrGxsSIuLk5s3bpV7N+/X8yaNUv4+/uLtLQ03XxpaWnCz89PzJo1S+zbt09s27ZNxMXFib59+4rq6mrdfJ999pmQyWRi2bJl4vDhw+LTTz8VgYGBYsGCBZKy3HvvvSIwMFB8+umn4siRI+Kf//ynkMlk4rPPPmvxfY0fP174+fmJd999Vxw4cED85z//EcHBwUKpVIrnn39eCCHEihUrBADx/PPPi8OHD4t3331XdO3aVXTp0kW3Tz799FNh6ONsaL+dO3dOABC7d+8WQgjx3HPPiR49eugt26NHD/Hcc89Jpu3evVsAEOfOnRMXLlwQfn5+YvTo0eLnn38W27dvF0OGDBGRkZEGy9Jezz//vPD29hYrVqwQR44cEW+99Zbw9vYWL7zwgm4eQ5+Hlsrf3M6dO4Wnp6dYuHChOHjwoPj2229FWFiYuOGGG0wuhxBCjBs3ToSHh4v169eLgwcPioULFwpPT0+xc+fO9u8MIhfHrGHW2Ctr2iqbEELcf//9AoD46quvdNMKCgpEaGioGD16tNi1a5fYvXu3GD16tOjatau4dOmSbj5mDZHtMVOYKY6cKcb+7Xv16iUUCoU4e/asbpo9MsXYvCMpNjyZYevWrWLq1KkiKChIyOVyERoaKmbMmCF27NhhtW22VHGvWrVK+Pn5iVWrVkmmX7hwQdxxxx2iU6dOwtfXV4wdO1YcOnRIb/mUlBQxZswY4evrKzp27CjuvPNOkZ+frzffZ599JuLi4oS3t7cIDw8XzzzzjKitrZXMU1tbK/7xj3+I8PBw4e3tLeLi4sSXX37Z6vu6evWqWLhwoQgODhYKhUIMHjxY7Nq1S3Tr1k288cYbQggh1Gq1+Nvf/ibCwsKEj4+P7r0MHz7crhW3EI2fhUGDBgkfHx8RFRUlVqxYIf773/9apeJuaGgQ//73v0V0dLTw9vYW0dHR4j//+Y9oaGjQzdPS56Gl8je3ZcsWMXToUKFQKERwcLB48MEHRWlpqcnlEEKIkpISsWjRIhESEiIUCoUYOnSo2LZtW/t2ApEbYdYwa+yRNW2VTYjG96JUKkVSUpJkemZmppg2bZoICAgQSqVS3HTTTeLUqVN6yzNriGyPmcJMcdRMEcK4v/0NN9wgwsLC9Bp37JEpxuYd/UkmRCvD1xPZgVqtho+PD7788kvccccd9i4OERG5IGYNERFZCjOFqHUc44nsylC754YNGyCE0F1DTURE1B7MGiIishRmCpHp5PYuALm3sWPHYtKkSbjuuuvg6emJgwcP4sUXX8SiRYsQFhZm7+IREZELYNYQEZGlMFOITMdL7ciu3n77bXzyySc4e/Ys1Go1oqOjcc899+CJJ56Ap6envYtHREQugFlDRESWwkwhMh0bnoiIiIiIiIiIyCo4xhMREREREREREVmFUWM8NTQ04OLFiwgICIBMJrN2mYiIXJ4QAuXl5ejWrRs8PHgOgDlDRGRZzBl9zBoiIssyNmuMani6ePEiIiIiLFY4IiJqlJubi/DwcHsXw+6YM0RE1sGc+ROzhojIOtrKGqMangICAnQr69Chg2VKRkTkxsrKyhAREaGrX90dc8Z15OXlQSaT8c4+RHbGnNHHrLG+jIwMfP7551i3bh2Ki4sNztO1a1cMHz4cQ4YMwTXXXIP4+Hj4+fkZvQ1zc+bEiRM4fvw4fv31Vxw5cgRpaWkwNNyxp6cnxo8fj7vuugs33ngj5HLeCJ6oJcZmjVGDi5eVlSEwMBClpaWspImILID1qhT3h+tYvHgxZDIZ3nvvPXsXhcitsV7Vx31iHUIIbN26FW+++SZ+/vlnvdf9/PwwadIkTJkyBePHj0d0dHS7LnW0VM6UlJRgz5492L59O7Zu3Yrs7Gy9ecLCwvDII49g0aJF/MwQGWBsvcqGJyIiO2C9KsX94Rpyc3MRExMDADhz5gwv7yGyI9ar+rhPLEsIgR9++AHPPvssTpw4IXlNoVBgxowZuOOOOzB58mT4+vpaZJvWyhkhBE6cOIG1a9di9erVyM3NlbzesWNHLF26FI8++ij8/f0tsk0iV2BsvcqRBomIiMgiXnvtNdTV1aGurg6vvfaavYtDRERWcvDgQVx33XWYMWOGpNGpd+/eePvtt5Gfn4+1a9di5syZFmt0AqyXMzKZDIMGDcKrr76K7OxsJCUl4eabb9b1zCopKcEzzzyDPn36YM2aNQYv0SOilrHhiYiIiNotNzcXH3/8se75ypUrkZeXZ8cSERGRpeXn5+Oee+5BfHw8Dhw4oJs+dOhQbNy4ERkZGXjkkUfQqVMni2/bVjnj4eGByZMnY/PmzcjMzMS9996ru1vXhQsXcMcdd2DatGm4cOGCxbdN5Ko4UhoRERG1m/YstJb2bDTHeiIicn61tbV455138OKLL6K8vFw3vW/fvnj11Vcxffr0do3bZAx75Ezv3r3x6aef4u9//zuWLl2KH3/8EQCwbds2XHPNNfjyyy9x4403Wm37ZD9VVVXIysrC2bNnkZ2djby8PFy6dAlFRUUoLi5GWVkZKioqUF1djbq6Omg0GshkMnh6ekKhUMDX1xcBAQEIDAxEUFAQQkJCoFKpEBERgcjISERHRyMqKgpeXl72fqs2wTGeiIjsgPWqFPeHc9OOudH0gAAAvL29OdYTkZ2wXtXHfWK66upqfPXVV3j55ZeRk5Ojm96pUyf861//wqJFi2xy1zdHyZlNmzbhgQceQH5+vm7aSy+9hKefftrqDW9kPcXFxUhNTcXhw4dx7NgxnDx5EtnZ2Va/pFIul6N379645pprMHjwYAwfPhzDhg0z6S6P9mZsvcoeT0RERNQuzc9Ca7HXExGRc1Gr1cjOzsbRo0fx008/4fvvv8fVq1d1r8tkMtx///14+eWX0aVLF5uVy1FyZsaMGRg9ejQSExOxceNGAMCyZcuQk5ODDz74AJ6enjYpB7VPVVUVdu/eje3bt2PXrl1IS0szaXkPDw906NABAQEB8PX1hbe3Nzw9PSGEgEajQW1tLaqqqlBeXi7pIdicWq1Geno60tPTsWbNGgCNjVHDhg3D+PHjMXnyZMTHx9ukcdfa2OPJzSQnJ+PJxx7Dm2+9hQkTJti7OERui/WqFPeH82rpLLQWez0R2QfrVX3OvE9qamp0l/zk5ubi4sWLust+rl69itLSUt1lP7W1tVCr1WhoaAAA3eU/Xl5ekodcLodMJoMQAjU1NSgvL8fly5d1yzU3efJkvP766xg4cKAt37pD5owQAq+99hqefvpp3bR58+bh888/Z+OTg6qsrMTmzZuxbt06bN++HdXV1S3Oq1Qq0a9fP8TGxiI6OhqRkZHo3r07VCoVQkJCEBgYqBv3qy0ajQbFxcUoLCzExYsXcf78eZw7dw6nT59GZmYmMjMzUV9f3+LyQUFBmD59OubOnYvx48c73OfL2HqVDU9uRAiBkfHxSD10CPHDh+NAaiq7hBLZCetVKe4P57V48WK8//77uufe//siVtfkwGXx4sXs9UR2lZubC5lM5lYNoKxX9TnDPhFC4Ny5czhy5AiOHTuG3377DRkZGTa57McQPz8/3HrrrXj44YcxbNgwm28fcOycWbNmDe666y6o1WoAQGJiIlauXMljLAdy/PhxfPDBB/jmm28M9j7y9PTE4MGDMWrUKMTHx2PIkCHo2bOn0Q1LWubmTH19PTIyMnD48GGkpqZi7969+OOPPwzOq1Kp8Je//AULFy5E9+7dTdqOtbDhifRs374dU6ZMwePR0Vhx5gySkpIwefJkexeLyC2xXpXi/nBOhs5CL46KggDw/rlzumns9UT2tnjxYshkMrdqAGW9qs8R90lDQwNOnDiB3bt3Y8+ePThw4ACKiopMXo9cLodSqYSfnx8UCgXkcrnuwFkIAbVaDbVajfr6etTV1emeCyEgk8mgUCigVCoRHByMyMhIxMXFISEhAWPGjLHreDPOkDObN2/Grbfeqmt8WrZsGV588UWbl4P+JITAzp078corr2D37t16r4eGhuLmm2/GtGnTMG7cOAQGBrZ7m5bMmYsXL2LHjh3YsmULtm3bhsrKSsnrnp6emD17Np5++mkMGDCg3dtrDzY8kYS2txPOnMGB667DyH37gOho9noishPWq1LcH87J0FnoMxMnQgiBmORkhzgbTaQ9cAXgVg2grFf1Oco+uXr1KpKSkrBlyxZs374dly9fbnX+gIAA9OnTB7169ULPnj3Ro0cPhIWFoWvXrggODkbnzp3h5+cn+U7vKr38nCVn1q1bh7lz5+p6pX366ae499577VIWd3fkyBE8+eST+OWXXyTTlUolbr/9dsybNw9jxoyx6CVr1syZ6upqbN26FV9++SW2bNmia+DUmjt3Ll555RVERUVZbJumMLpeFUYoLS0VAERpaakxs5MDSkpKEgBEUkKCEDNniqSEhMbnSUn2LhqRW2K9KsX94XzOnz8vvL29BQDdY3FUlBAzZwoxc6Z4MCpK8pq3t7fIzc21d7HJDT344IN/fkYXL7Z3cWyG9ao+e+6TgoIC8cEHH4gJEyYIuVwuqR+bPjp16iSmTp0qnnvuObF582aRk5MjGhoaTN7egw8+6PSfd0vlzPnz522SP2+99ZauLF5eXmL//v1W3yb9qbS0VDzwwANCJpNJPhe9evUS//3vf0VZWZnVtm2rnLl48aJ47rnnRJcuXSTvUaFQiBdeeEHU1tZabdstMbZeZY8nNyCa9XbSDiLIXk9E9sN6VYr7w/m0dBY63NcXAJBbVeVQZ6PJPTW/TMedLvtkvarP1vukpKQE33//Pb755hvs2rXL4KDdAQEBuOGGGzB+/HiMGzcO/fr1M3lsmeZcpZefpXLGlpfaNi1zaGgojhw54rT735kcPHgQc+fORXZ2tm5ar1698K9//QuzZ8+26oDc9siZqqoqfPjhh3j11Vcll+YOHDgQX3/9Nfr162e1bTdnbL3avlqNnMKOHTuQeugQnu/dW9fAJJPJ8Hzv3kg9dAg7duywcwmJiMiZ5Obm4uOPP5ZMu79HD93BAABE+Pnhvh49JPOsXLkSeXl5NikjEaB/C3btrdeJrKW2thYbNmzAbbfdhtDQUCQmJiI5OVnS6BQZGYnHHnsMO3fuxOXLl7Fx40Y8/PDD6N+/f7sbnYA/P/fO/Hm3VM5o12Or/Hnrrbdwww03AAAKCgowa9Ys1NTUWH277uyzzz7D6NGjdY1O/v7+WL58OdLS0jB37lyr3wXOHjnj5+eHxx9/HFlZWXjyySd17/HEiRMYNmwY1q1bZ9Xtm4MNTy5OCIHnn30W8UFBmBQSInltUkgI4oOC8Pyzz9rlLhlEROScmn/J8vbwwFO9e+vN91SvXrq7DwE86CfbMnTgCrABlCxPCIEDBw7ggQcegEqlwi233ILvvvtOUk/27NkTTz31FI4ePYqzZ89ixYoVuOGGG+Dt7W3RsjT/3Dvr591SOWPrRjgvLy+sXbsWkZGRABrHG1q4cCGPtaxkxYoVWLBgAerr6wEAo0aNwsmTJ/HEE0/Ay8vL6tu3d8506NAB//73v3H48GHExcUBaOwNdfvtt+P111+3+vZNwYYnF2eot5MWez0REZGpjDkLrcVeT2RPzQ9ctdgASpaSlZWF5557DjExMRg1ahT+7//+D1evXtW9HhoaikceeQSpqanIysrCq6++isGDB1t1iAtX6OVnqZyxVyNcly5dsGnTJt3dAL/88kusWLHC6tt1N5999hmeeOIJ3fOHHnoIu3fvtukg246SM9deey0OHTqEu+++WzftqaeewrJlyxym0ZMNTy6std5OWuz1RPaWnJyMQf37Izk52d5FISIjGHsWWou9nsgeWjoLrcUGUDJXSUkJPvzwQ4waNUo3hszZs2d1r/v5+WHevHnYtm0b8vLy8Pbbb2PEiBE2GU/V3r0vLMVSOWPPRrhrrrkGn332me750qVLkZSUZJNtu4Njx47hr3/9q+75888/j3feeccmvZy0HC1n/Pz88Nlnn+GVV17RTXv55Zclz+2JDU8urLXeTlrs9UT2JITAP595BifS0vDPZ55h4yeRgzPlLLQWez2RPRg6cGUDKJmroaEBycnJuOOOO9C1a1csWrQIBw4c0L0uk8kwYcIEfP7557h06RK++uorTJkyBXK53KbldJTeF+1hyZxZuXKl3ry2zJ/Zs2dj2bJlABo/Q3PmzMHJkydtsm1XptFo8Je//EX3WX/wwQfx7LPP2vxmWY6YMzKZDP/4xz/w7rvv6qYtW7bM4P+CrbHhqRlX6X1hTG8nLW2vpycefRQD4+Kc/r2T89A2jj4eHc3GT3Ibzpwzpp6F1mKvJ7Kllg5c2QBKprp8+TJef/119OrVCxMnTsSaNWtQW1ure71///544403kJubi59++gl33303AgIC7FJWR+t9YS5L5ox23J+mbJ0/L7zwAm655RYAQHl5OaZOnYqcnBybbd8VrVu3DsePHwfQ2LNsxYoVNm90cvSceeihh/DGG2/oni9atAgbN260eTmacrqGp9zcXKv98Vyp94UxvZ20tL2e0v/4A7+lp0veuzMfIJFja9o4urx/f17ySQ6DOWOYOWehtVrr9cScIUtr6cCVDaBkrPT0dCQmJiI8PBxPPfWU5FK6oKAgPPLIIzh69Ch+++03LF26FGFhYSat3xo544i9L0xl6ZxpiS0bAzw8PPDFF19g6NChAIALFy5g3Lhxks8Umeb999/X/b5ixQqLD9BvDGfImaVLl+rGwGpoaMDtt9+Obdu22aUsgBM2PGmv17UGV+l9oT2gj1Yq0UWhwK8lJW0+uigUiPLzQzcfH917d+YDJHJ8zRtHecknOQrmjGHmnoXWMvRl7NVXX2XOkEW1duDKyz6pLcePH8ctt9yCuLg4fPLJJ5LeTRMnTsT69etx8eJFvP322+0aJNzSOePovS+MZemcaboeezYG+Pv7Y8uWLej9v/dy7tw5DB8+HJs3b7ZZGVzFlStXsH//fgBA3759MW7cOJuXwZly5t///jfmz58PoPFzP2PGDHz66ad2KYtMGPEtr6ysDIGBgSgtLUWHDh1sUS6DcnNzERMTAwA4c+YMwsPDLbZuIQRGxscDZ87gwHXXYeS+fUB0NA6kptq861571dbWIiYqCnn5+SYvG+HrC5WvLzxiYvDcCy9g6tSpeDw6GivOnEFSUhImT55shRKTu2n+/yaTyRqnOfH/nakcpV51FI6yP5gzhmn3S9MDgrsiIrC8f3+T1vPEyZP4qsmXL7lcDrVazZwhi1m8eLHkbLi3hwfOTJyo6zGRW1WFmORk1DU0SJZ57733bF5Wa3OUetWRtLRPcnJy8I9//APffPONZP7AwEAkJibiwQcfRHR0tEXKYI2caelzL4Rwms+7tXIGAO6JiIC/XI73z53TTfP29rZ4zrfl4sWLmDhxItLT03XTJk6ciMceewwTJ0606cDYzurnn3/WNTY9/PDDeOedd2xeBmfLmfr6esybNw/r16/XTZs3bx7eeustdOnSpd3rNzprhBFKS0sFAFFaWmrM7Fbz4IMPCgACgFi8eLFF152UlCQAiKSEBCFmzhRJCQmNz5OSLLodWzl//rw4evSo5HHkyBExIC5ODAgMFEfGjhUDAgPFgLg48e677woA4t0BA0Tu5Mm69963Tx8RHxQkGmbMEPFBQSJ++HDR0NBg77dGLqD5/5v24ez/d6ZwlHrVUTjK/mDOGNZ0v1j6EapQMGfIIs6fPy+8vb0ln6/FUVGSnBEzZ4oHo6Ik83h7e4vc3Fx7F9/iHKVedSTN90ldXZ145ZVXhI+Pj+QzoVKpxPLly0VZWZnFy2DpnGnrc+8sn3dr5sw9ERHi/KRJwtvDQ7qfLJzzxrh69aq4+eab9crYsWNHMWPGDPHyyy+LzZs3i8zMTFFTU2Pz8jm69evX6/bZG2+8YfPtO2vOqNVq8dBDD0nK1KlTJ/Hvf/9bVFZWtmvdxmaN0/R4at4KbslWauEmvS+2b9+OKVOmICkhAZNDQ7G9oABTUlLQt08fBF6+LHnv/XbtQmZ5ud68PBtN7WXo/03ymov937XEEepVR+II+4M5Y5ihs9CW5CWT4eykSUgrK2POULu0dRZay9HORluLI9SrjqbpPsnPz8edd96JX3/9Vfd6ly5dsGzZMvz1r3+Fj4+PxbdvjZxxtt4Xhlg7Z7T75NVTp+ze6wlo/E7wzTffYNmyZTjXpDzNyWQydO3aFREREYiIiEB4eLju98jISERGRiI4ONhhvz9Yww8//IDp06cDAJ5//nk899xzNt2+s+fM6tWrsXjxYpSWluqmBQcH4+GHH8YDDzxgVg8oY7PGacZ4an7NryWvzTU0ELerjTkjDNzlblJICGIDApDxxx96g5DLhMCwjh0l83LwZ7KE1ga+d7X/O3IuzBnDWro9t6XUC4HXTp1izlC7mDIosaONwUG298MPP2DIkCG6RicPDw889thjyMrKwqOPPmqVRifA8jljzOfeGT7v1s6ZuoYGvHbqlMMM/CyTyXDnnXfi1KlT2LhxI+bOnYvOnTvrzSeEQH5+Pg4dOoTvvvsOb7/9Np588kncfvvtGDFiBEJDQxEYGIghQ4Zg/vz5ePXVV7FlyxbkmzHcirNoeslr00ZjW3CFnJk3bx4yMjJw9913676PFhUV4dlnn0VERAQSExN1dwy0NKfo8dRSK7glWqndpfdF895OQOP7i9u5E0q5HAfHjtW9P13vpibzSqbzbDSZqbX/N8k8LvJ/1xp716uOxt77gzljmLXPQmtpzxiy1xOZy9iz0FqOejbakuxdrzoi7T7R9joFgNjYWHz55Ze6u45ZizVyxtl7XwC2zxlH6fXUXENDA/744w8cO3YM6enpyMrKQnZ2NnJyclBQUGDyCZmwsDAkJCTguuuuw7hx4zBgwACH+45hjoaGBnTt2hVFRUXw8fHBhQsXDDbaWYOr5UxaWhpeeuklrFu3Dg1NyggAY8aMwaOPPooZM2bA09Oz1fUYmzVO0fDU/I/c/LX2/PEMNchIXneBxpaWDnoMNTAJITByzx4AwIExY5zqAIkcX1v/b7r5rPR/l5ubC5lMZvcvF4D961VHY+/9wZwxrKamBuXl5UbNK4TAjVOmANnZ2DpiBGQyGXYVFWHukSNYM3QobggO/nO+lBQAwNaEBF2WBMjlUHh4MGfIZIYOXBdHReG9gQNbXW7xiRNWOQB1lKyxd73qiLT7ROvOO+/ERx99BH9/f6tv29I5Y+rn3lqf9/ZqK2f+/ve/S+7C5SWT4fD116Nbs15pD504gXUXL7Y6X4BcjqLaWoduDDCkrq4OFy9eRF5eHnJzc3H+/HlkZ2fj7Nmzugaq5g0HzYWGhmLq1KmYOXMmJk2aBN8WGkucwWOPPYa3334bAPC3v/0Nr7/+utW36co5c+7cObz77rtYtWoVysrKJK9FR0fjb3/7G+655x4oFAqDy7tMw1NbreDt+eO5S++Llno7GWpgaqm3k25dDnyARI7NmP83ybxW+L9bvHgxZDKZQ3y54AGBFHPGuXMG0M8aV80ZR2lUoD+ZehZay1pnox0la5gz+po2PD399NN46aWXbFLnWiNnXK33hSHGHuwbfG9O2AinZWrO1NbW4tSpUzh58iSOHz+Oo0eP4vDhwy026CmVStx6661YsGABxjTraOAMcnJy0Lt3b9TV1UEul2Pv3r2Ij4+36jbdIWcqKirwxRdf4N1330VmZqbktYiICPzzn//EggULIJfLJa+5zBhPza/59fbwsNi1ua2NNaPlLGNwtMTQ2E4AsKOwEKlXr+L52FjdexdC4PnMTMR36iSZtymOwUHmMub/Tcsa/3fa67Id4fpqcizMmfYzlDWumjOvvfaaXcYEIcNMGXOjOWuMwcGscQ6PPPIIXn75ZZsdcFs6Z8z53DvqmDOtMbTfnurdW3++06clB/YtzaflKGM9tcTUnFEoFBgwYADuvPNOvPHGG9i5cyeuXr2KY8eO4a233sJNN90EPz8/3fwVFRX4/PPPcf3116Nfv354//33UVVVZY23YhU9evTA008/DQBQq9W45ZZbkJ2dbbXtuUvOKJVKPPjgg0hLS8O2bdswfvx4yTYXLlyIgQMHYteuXWat36Ebnlr6I1vij9dSg4whjv4luDWGDnpa+uJv6CChOVc4QCLb0/6/RSuV6KJQ4NeSkjYfXRQKRCuVFvu/0355cbQvF2RfzBnLaJ41rpozbFRwPMYemLbE0gegzBrn8MILL9hsW9bIGXM/947e4NKUsQf7uVVV+Dgnp835mnLkRjhL5YynpycGDRqERx99FD/88AOKi4uxZcsW3HvvvZLLTTMzM7F48WJERUXhP//5D2pqaizxNqzu6aefxujRowEA+fn5uP7663Hq1CmrbMvdcsbDwwNTpkxBcnIyDh06hJtuukn3Wnp6OsaPH48FCxZI7oxn1HotXVBLaumPbIk/nr17X9iCpXs7aTn7ARLZXl1dHfJyc3GmogJDf/4ZQ4x4DP35Z5ypqMCF3Nx2DzjZ/MuLo3y5IPtjzrSfJXs7aTlqzrBRwbEYOjC9PSwMCg8PFNXWGvXw8fTEnG7dJOswNyOYNc7Dw8N2h0CWzhlH631hLdbq7aTlqI1w1soZHx8f3Hjjjfj0009x6dIlfP311xgzZozu9cLCQixZsgSxsbH4/vvvHSp7DfHy8sL333+P2NhYAI2X38XHx2P79u0W3Y6758ywYcPwww8/YN++fRg+fLhu+meffYZBgwbh6NGjRq/LYcd4auua3vZcm6sdc6MoPR1rhw6FMZ1sBYDbjxxBcL9+Zo/BYetxIVob26morg5rhw3TvfcDV67g4d9+a3PQZ926HXwMDnI8ubm5KCoqMnm5kJCQdv/PGBrQ097jGnDsDSnmjHPmDNDy2E6uljPNPy+ONiaIO2ptsGZLrNvUjHC0rGHO6LP1PrFGzpg71oyuTO0cc8YWOWOtsZ2ac7SxnuyRM8eOHcNrr72G9evXSxqbZs2ahQ8//BDB/7sxiKO6dOkSJk2ahJMnT+qmPf7443jppZcklxeaiznzp4aGBnz88cdYunSpbhByHx8frFy5EnfddZfzDi7eVqXankqztrYWMVFRyMvPN7lcESoVTp871+Ko7q2x5WCTLR301DU0YNbBg7hUWyuZ31MmQ3dfX6wfPtxmB0hEtmCN2xdbAg8IpJgzf3KWnAEMZ42r5oyjNSq4O2vfgt3UjHDErGHO6LP1PrF0zhj6nN0VEYHl/fubVK4nTp7EV016SZjyObVFzhjbuKbXcGTjRjhLs2fO/Pbbb3jyySfx008/6aZ169YN3333ndUH7m6vsrIyzJ8/Hz/88INuWlRUFFasWIHp06eb/f2BOWNYTk4O5s6di9TUVACNPUgbGhrarleFEUpLSwUAUVpaaszs7Xb+/Hnh7e0t0Pi9UwAQi6OihJg5U/J4MCpKMo+3t7fIzc01ehvvvvuuACDeHTBAHL3+evHugAGNz999Vxw9etTgw9j1t/SeTClje9TU1IhwlUqyf1p7eMlkRs/b9BGhUomamhqrvx8icz344IMtfn4XL15st3LZul51dK6aM0ePHjU5a5wlZ4QwLWucOWcMfV5M/TyQZbVWt1vqYUpGOGLWMGf02XKfWCNnrPm5N+ZzaoucMbTf7oqIEIVTp0oex66/Xng3yxVD87X1mB8e7hD1uiPkTENDg1i7dq3o0qWLbvsKhUJ8//33Ntl+e2g0GvGf//xHKBQKyf4bPXq0+OWXX8xaJ3OmZbW1teLuu+8WAMSdd95pVL3qkD2ejG3lbk8rtTBwi2thxVtaN31Ptmq5NuXSpkuXLuHq1asAgM6dOyPUiMsgAMtcBkVkLda4fbGl8Ey0lCvmDGDbrLFHzgDGZ03TnAGMzxpHyJnWutqz15PtWfsstJaxGeGoWcOc0WfLfWLpnHGE3he2yBlrXtpkShlsXa87Us7k5+fjjjvuwC+//AKgcaDyb7/9FjNnzrRZGcz1xx9/4IEHHsDu3bsl08eMGYOnnnoKU6ZMMep7F3OmbQ0NDfj2228xadIkdOrUyfkutTP2ml7da2Zem2to/CPAOmNKcFwI20lOTsaTjz2GN996CxMmTLB3ccjODH3pA+AQXap5QCDlijkD2C5rmDPW44hf9txdTU0NysvLbbKtgIAA+Pj4tDqPo2YNc0afrfaJNXLGFg0yplzmZ426z1YH+22xdb3uiDlTX1+P++67D1988QWAxrF8Dhw4gGuvvdZmZTCXEAIbNmzAP/7xD7073fXt2xePPvoo5s+fD39//xbXwZwxntH1qjFdqWzZLbV5FzJvDw+RO3myXrdU7eP8pEnC28PDpK5mDQ0NIn74cBEfFCQaZsyQrK9hxgwRHxQk4ocPFw0NDVZ5T8aU0RmdP3/erpccaP+uACz69yPn1FIX9/ZcOmVJvARCytVyRgjbZo275Iw9GPq8mPN5INfkyFnDnNFnq31i6Zxp6TIsSz9MvczP0nWfLS5tMvZxzz33WPS9mfK+HSVnNBqNmDdvnq4Mffr0EdXV1TYvh7nq6+vF559/Lvr06aP39+3YsaNYsmSJOHfunL2L2SZHzhkhjK9XbXcvUSOYc3tQc24L2totri19S2tD78mYMjqj1157za63IdX+XR+PjnbKW5KTZVn69sXkGmyVM4DtssadcsbWWvq8OMvtyMn6mDXUnDVyJjg4GHl5eTh27Bi8vLwk8/2le3cUTp1q8LGge3fJvF5eXjh+/DgKCwsNPvLy8tClSxej3lPzMrZXS9uwly+//NIm9boj54yHhwdWrVqFoUOHAmi8jO3tt9+2aRnaQy6X4+6770Z6ejo2bNiA0aNH614rKSnB8uXLER0djdmzZ+PIkSN2LGnrXCVnHKrhqaWd2hZTdroQAs8/+yzig4IwKSTE4DyTQkIQHxSE5599VnJbSXM0f0/GlNEZaStNe335bvp3Xd6/v8X+fuScWvvSZ24jArkGW+QMYNuscZecsQdX+bJH1sGscV7ffvut1dZtjZzx8fFBcHAwVq5cifr6esm6X+jbF8EKhcHHC7GxknXW19dj5cqVCA4ObvFh6JIfW+SMtnGtpUYx7eP8+fNIT09v1+P8+fMtrl/buOfp6YmamhqLvLfWOHrOKBQKfPLJJ/D4X1mWL19u90shTeXh4YGZM2diz549OHr0KO69917dnYO14xQNGzYMN998M9LS0uxcWilXyhmHaXgy5+yAlik7vbUz0FqWOhPdVsu9I38wTKWtNO1VKTb/u1qy1xo5n7a+9DlKmJNt2SpnANtljTvljK250pc9sg5mjfNKTEzEww8/jNLSUouu15o5Y8seu03ZKme0jWttPSIiItC3b992PSIiIlpcv7Zxr76+Hm+99Va731drnCVnBgwYgNtuuw0AUFRUhJ9++snmZbCUwYMH49NPP0Vubi5efPFFyU1OfvzxRwwcOBB///vfbdLoaAxXyhmHaXgy9+yAlqGd/te//hVpaWnQaDQAjDsDrWWJM9GG3pOzfDBM0bzStHWlaOjvaslea+RcjPli5khhTrZji5wBbJs17pIz9uBKX/bI8pg1zu+9995Dz5498eyzz+Jck4G928MaOTN//nxs2rQJf/vb32zSY7c5d8oZWx/TOFPOzJ07V/f7nj177FIGSwoODsayZcuQnZ2NDz74QDdwu0ajwRtvvIGRI0ciJyfHrmV0tZxxiIYnQzv19rAwKDw8UFRba9TDx9MTc7p1k6xj+/btWLVqFVasWIH9+/cjKSmpzTPQWu09E+3I1+taWvNK09aVoqGeBez15L6M/dLnSGFO1mernNFoNEb1dtJqT13lTjlja672ZY8sj1nj3Hz/97985coVvPjii+jZsycGDhyIRx99FF9++SWOHDmC4uJik04ItJYzBTU1yK2qwtmKCmSWl+P3sjKcKCnBsSaPEyUlKFWrMaNrV8k69u3bhx9//BHr16+XTLdWj9223pMr54wtj2mcLWcGDRqk+91SDbWOwMfHB4sWLcKpU6fwwgsvwNvbGwBw7NgxxMfH4/fff7db2VwtZ2TCiBrV2rcetebtQYcNG4Zp06YBAEpLS/HL99/jo6gotH4o0EgAuP3IEQT364cDqaltHkA0ZeiWh2cmToQQAjHJyQ5x60NLaOn2n7a67acQAiPj44EzZ3DguuskfyMhBEbu2wdER5v89yPnZI3bF1sLb3Mt5So5o1KpsG7tWmQfOoS1Q4daNWvcJWfsoaV92/wgL7eqivvaDTlL1jBn9Gn3yW+//YZ///vf+PrrryU9VptTKBQICgpCYGAg/P39oVAoIJfLdfV0Q0MD1Go16uvrcfbsWRQXF1ul3HK5HGq1+s/nMhl+ue46JHTubFRmmFtXuVPO2PqYxtly5tKlS1CpVACA6dOnY9OmTTbdvq389ttvuPXWW5GVlQWgsWfUnj17EBsba9NyOEvOAMZnjd0bnlr6J7cUT09PPPLIIwgMDAQA1NTUYPXq1cjNzTV6HREqFU6fO6cbhKwtbX1Q7PnBsLTWDuZsUSlu374dU6ZMQVJCAiY3uUZX93pBAaakpCApKQmTJ0+2alnI/owNcS17hjkPCKRcKWfqamvx5VdfmZQzgGlZ4045Y2vO9GWP7MNZsoY5o6/5PsnLy8OXX36JDRs24MiRI043PENnLy8M79QJ13fpgikhIejWSg+oJ06exFdNesq0VVe5W87Y8pjGGXPm0KFDGDFiBIDGMdIc6Q6EllZcXIwbb7wRhw4dAgBERETgwIEDNt3fzpIzgBM1PFnzLLRW07PRQONZg+uuuw4BAQFGLR8SEmLSB62tD4qjtFy3V1sHc9auFFvr7SSZh72e3IKpIa6bh2eiHYK75wxgWta4S840l5ycjCcfewxvvvUWJkyYYJVtONOXPbI9Z8oa5oy+1vbJ1atXcejQIZw4cQKnT59GTk4OLl26hOLiYpSVlaGqqgoNTf7PXUFrdZU75Yytj2mcMWdefvllLFu2DEDj+GiLFy+22bbtoaSkBDfccAOOHTsGAOjfvz/27NmDTp06WX3bzpQzgJM0PFn7LLSWh4cnHn30z7PRQOPlEImJifD09LTotoz9oDhCy3V7Gao0AdisUmyrt5NuPvZ6cgumhrgWz0Q7BuaM8dwpZ5rSnmxIPXQI8cOHW+VkgrN92SPbc6asYc7oa88+EUJAo9Ggvr4eQgjIZDJ4eHggPz8fffr0cbpbzAMt11XuljO2PKZxxpypra1Fr169dD25z507h8jISKtv194KCgowcuRInD17FgAQHx+PHTt2mHRS0RzOlDOAkzQ81dTUoLy8vM35Dh48qDd6/pkz/ti0qRs0mrbHR/f0bMBttxWjb99ayfQJEyZg1KhRphW6Dc52va65Wqo0BWCTStGY3k6SednryaWZG+K6eXkm2u6YM8Zzl5xpTnuy4fHoaKw4c8YqJxOc7cse2ZazZQ1zRp819omxOQOYkzVfAfi53WVsjaG6yp1yxtbHNM6YM//617/w3HPPAQBuuukm/PDDD1bfpqPIysrCqFGjUFhYCAAYMWIEtm7dis6dO1tle86WM8eOHUN0dLRR9apd72rn4+OD4ODgVh+dO3dGZmYm/P39dY/Kys7YvDkWGk1HAB3afGg0HfHdd1EoLJSOm5GamtrqgIKmMubuBFqOdJcCc7Q0yr6tRtW31V2jyDlY4/bFjng3CDIdc8Z5c6YpIQSef/ZZxAcFYXn//ogPCsLzzz5r0fFYTNm3zbnSvqaWMWvIEGNyxrysqQOwz+rlb15XuVvO2PKYxhlzZvfu3fjXv/4FoHFMy5deesmq23M0MTEx+Omnn3QNTQcPHsTIkSNx6tQpq2zPWXJGCIEXX3wRgwcPxptvvmnUMnZteDJGZmYmKisrJdM2bVJBrTat6Gq1BzZvVkmmVVRUIDMzs91l1DL1g+KsX0BaqzRtUSlqD0CilUp0USjwa0lJm48uCgWilUqLH6iQ/bV2++Ki2lqjHj6enpjTrZtkHc72xclVlJSU2HybzBnH1/xkgzVOJjjLlz2yD2YNtZfpWdMBwP8B+FjvoVK9g6VLl0oee/bsQWFhIQoKCrBy5Up06dJFtyZvb2+sXLkShYWFeo+8vDzJvO6UM7Y+pnG2nDl48CBmzpypO4H29NNPY6CRPW9cyTXXXIPdu3cj9H9Du/zxxx8YOnQovvnmG4tux1lyprS0FLfffjueffZZAMCLL75o1HJ2H1y8LZs2bcLx48d1z7Oz/fDZZ5Fmr2/Bgmz06FGlez5o0CDMmDGjHSVs5IzX65rL3oMN1tbWIiYqCnn5+SYva+odCsnxWXPgaGt2YeYlEFLa/QEAsbGxSEhIwIgRIxAfH4+4uDjI5XKrbZs549gMXVpt6UuoDe3buyIisLx/f5PWY+pdo8h5OGPWMGf0udMxTUFBAe644w7s3r0bQOMVACtXrkRiYmKL63S3nLHlMY2z5cwPP/yAO+64Q9dYeuONN2Lz5s0WH7fSmZw7dw4333wz0tLSdNNuueUWvP322xbZ/86QM1u3bsWiRYskd25+8cUX8c9//tOxx3gyxv/93/+hoKBA9zwpKRSpqUFmry8+vhhTpvy5vtDQUCxatKhdZQSc83pdczjKYIO5ubkoKioyeTlT71BIjs3aA0db84sTDwikmjY8Nefv749hw4YhPj5e9wht5YYCpmLOOLaWbiRhyRtHOMOXPbIfZ80a5ow+dzumqa+vx6JFi/DJJ5/opn3yySdYsGCBwXW6U87Y+pjGWXKmtrYWzz77LN544w3dtHHjxuHHH3+En5+fRbbhzCoqKrBo0SKsXr1aN83Pzw9Lly7FE088YXa94ug5k5aWhqeeego//vijblpgYCA+//xzjBs3zvHHeDJGcXGx5Hl+vk+71td8+ebrN4czXq9rLmO7iFq7K2hERAQGDx5s8oONTq6l+efR0pypu7iruPbaa+Hl5SWZVllZiZ9//hmvvfYaZs6cia5duyIqKgp33nkn3nnnHRw5cgT19fVmb5M547iaju00KSRE8tqkkBCLjPVkaN9akrPsa2oZs4YswR5Z4+XlhY8//hiPP/64blpiYiLWrVunN6+75Ywtj2mcJWf27NmDIUOGSBqd5syZg61bt7LR6X+USiW++uorrFmzBsHBwQCAqqoqvPDCC4iMjMRzzz0naWA2lqPmzOHDhzFnzhwMGDBA0ug0fvx4nDhxwqQe/Q7f8KRWqyXPq6vb172vpka6fPP1m8PZrtc1l7sNNkiOzdohrsXPrW39/PPPKCsrw759+7B8+XLMnj0bERERevNlZ2fjm2++waOPPophw4YhMDAQY8eOxT/+8Q/88MMPJjX2MGccV2s3krDUWE+O+mWPHAOzhizFXlkjk8mwfPlyPPbYYwAaG/Tnz5+PpKQkyXzulDO2PqZx9JxJS0vDrbfeirFjx+ouI/Py8sKbb76JNWvWwMenfY2kruj2229HZmYmHnroId1wEFevXsW//vUvdO/eHXfeeSeSk5ONusGMo+VMaWkpPv74Y4wYMQLDhw/H+vXrdSf4wsLC8NVXX+Gnn35Cj2b/F21x+EvtXn75ZUlF+umnPZCT42/2+nr0qMSCBTm653K5HM8884zZ63O263Xbw9Tut87Y7Zachym3L26vgIAAi4cuL4GQamt/XLx4EQcPHkRKSgpSU1Nx5MgRVFdXt7rOvn37YtSoURg9ejRGjx6NyMhIg2MBMWccJ2eaMjS2k8F52jHWk7W7tms5+r6mljlz1jBn9LnzMY0QAvfffz9WrVoFAPD19cVPP/2EUaNGuV3O2PKYxlFzRgiBffv24T//+Q82btwoeW3o0KH4+OOP3XIgcXNkZWXhpZdewldffaXX0KRSqXDrrbdi5syZGD16NLy9vfWWd4ScuXz5MrZu3YoNGzZg27ZtqK2tlbweGhqKJ598Eg8++KBe7zdj61WHb3hy9LE3nOV63fZyt8EGiayNBwRSpu6P+vp6/Pbbb0hJSUFKSgoOHDiA7OzsVpcJCwvDmDFjMGbMGIwdOxaxsbGQyWTMGQfJmeZaGttJb752jPXkCF/2iKyFOaPP3Y9pNBoN5s6di2+//RZA4xgtO3fuxCeffOI2OWPrYxpHy5nCwkJ88803+Pjjj/H7779LXuvatSv+9a9/4S9/+YtbDyJurvPnz+O9997DJ598YrDnvb+/P8aOHYvrr78e1113Ha699lq7fS+4fPkyUlNTsXfvXuzatQtHjx41OGzBwIED8dBDD2H+/PktltVlGp4c+W5Djj4ImCW502CDRLbAAwIpS+yP/Px8HDhwAPv378f+/fvx66+/tnqZW2hoKMaOHYvOnTtDLpcjKCgIMpmMOeMAjOntJJnXgne4I3IVzBl9PKZpHDx6+vTpukuUAwMDUVlZaZHLwg1xtJxxx2Oaixcv4ocffsB3332HXbt26fXK6datG5YsWYJFixZxLCcLqK2txebNm/HVV18hKSmpxe9wXl5eiIuLw8CBA9G/f3/06dMHMTEx6NGjh0X+DkIIXLlyBWfPnkVWVhYyMjJw8uRJHD9+vNWTtaGhoZg9ezbuvvtuDB06tM3vVcbWq9a7P7WFxMTESCrpyMgqhIVV4cIF0/8Y4eFVkgpau35z2ep6XXtXaJYYbLDpGYKVK1fiqaeecpgAIiLXoO3OfOuttwJoHOzx4MGD2Lt3L/bu3YuUlBTdbYGBxltNNx1gNSAgAFFRUYiKikLXrnJcumR6HcWcsQzt2E5JCQltfuHRjvU0JSUFO3bsaPcd7oiIrMFRjmkUCgW+//57TJ06FXv37kVpaanJ2zeFI+WMuxzTVFVV4cCBA0hOTsaOHTtw7Ngxg/ONHDkSDzzwAObMmWPwEjAyj0KhwOzZszF79myUlZVh27Zt2LJlC3bs2CHp9VhfX4/jx49L6gWtoKAgqFQqhISEoHPnzggMDIRSqYSvry8UCgU8/jeemlqtRm1tLaqqqlBeXo6SkhJcvnwZBQUFuHjxIqqqqvTWbciAAQMwZcoU3HzzzRg5cqRVerw5fI8njUaDFStWSA4WCgsV+OijKKjVxo+NLpc3YOHCcwgJ+fN6RaVSiccee8ysHeuo1+tag7lnBrSc+QwBkbXwTLSULfZHfX09fv31V/zyyy/45ZdfsHfv3ja6v3cDcM3/HnEAWq/zmDOWoe3tVJSejrVDh8KY/ksCwO1HjiC4Xz/2eiL6H+aMPh7T/Km8vBwTJkzAoUOHjF7GXI6SM656THP58mWkpKRg//792LdvHw4dOtTi3X4jIyMxd+5c3HXXXejXr5+NS+rehBDIyMjQnQw9fPgwMjMz0dDk82QLfn5+uPbaazF8+HCMHDkSY8aMQUizOwebwmUutQOA/fv3Izk5WTLt1Ckl1q0LN6qilssbMGdOHnr3rpBMnzBhAkaNGmVWmRztel1rcbfBBolsxd71qqOxx/5Qq9X49ddfsXv3bnz//fc4duxYi1/UAE8AvQEM/N8jCk1vDMucsZza2lrEREUhLz/f5GUjVCqcPncOCoXCCiUjci7MGX323ieOdkxTXFyMuXPnSsp000034dVXX0VoK2PrmcPeOeMqxzRqtRq//fYbUlNTdTdcycrKanWZwYMHY9q0aZgxYwYGDx7MkzMOpKqqChkZGcjIyMCpU6dw5swZnD9/Hnl5ebh06RJqamrMWm9gYCBUKhUiIiIQGRmJmJgY9OnTB/369UN0dLSux5QluFTDk0ajwapVq5Df7EtoYaECmzapWu2iGh5ehenT8yVnBYDGSzISExM5cFob3HVQWyJrs3e96mjsvT80Gg0+/PBDHD58GOfOncPZs2eRl5dncKDFRh3Q2BPqWqhUvTBrViVzxoJyc3NRVFRk8nIhISE8oUH0P/auVx2RvfeJIx7TqNVqLFmyBO+8845umlKpxBNPPIGHHnoIwcHBZq3X0TjrMU1lZSVSUlKwZ88e7Nu3DwcPHmzz8qmYmBhcf/31GDduHMaPH2/xRkSyDSEEKioqcOXKFZSWlqKyshLV1dWoq6vT9ZKSy+VQKBTw9fVFQEAAOnbsiM6dO9v0BJxLNTwBQFFREVatWqV3az8AyMnxQ0ZGAPLzfVBT4wkfHw1Uqhr07Vuud/0z0HjdZWJiostUpNbiroPaEtmCI9SrjsQR9kfznKmpqUF2djbOnDmDP/44h7Kyyy0uGxYWhpiYGPTq1QvdunWDr68vc4aI7MoR6lVH4wj7xFGPab799lssWrRIcjcub29vXU+ZcePGISIiol29ZYQQKC8vR1FREYqLi1FSUoLKykrU19fDw8MDfn5+6NSpE8LDwxEWFmaxXhnOdEyj0Whw+PBh7NixA8nJyUhNTW2lN3bjZ2Dw4MFISEjAyJEjMWrUKHTt2rXd5SAylss1PAGNlcbq1asNVtTGUigUmDdvHiIiIixYMtdkzTMDTbfBXk/kjhylXnUUjrI/WsuZq1evIisrC1lZWTh37lyLX2D9/f0xadIkzJ49G5MmTUJQkPm3yyYiMpej1KuOxFH2iaMe01y+fBn//Oc/8fHHHxu8y11ISAj69ev3v5twdEXnzp3h7+8PLy8vAI29p2pqalBRUYGSkhJcuXIFly9fRmFhIQoKClBQUIDq6mqjyuLr64v+/ftj+PDhGD16NMaNG2f2ODSOfkxz+fJlJCUlYcuWLdi+fTuuXr3a4rwREREYOXIkEhISkJCQgIEDB/LycrIrl2x4AhrPEmzYsEGvi6oxVCoVZs2axTPQRnDXQW2JbMWR6lVH4Ej7w5icUavVyM3N1TVENb1LSVMeHh6Ij4/HjTfeiBtvvBGDBg3i2ApEZBOOVK86CkfaJ458TJOTk4P33nsPX375ZYv5Zg+DBw/GlClTMG3aNIwYMcKoywsd8ZhGCIETJ05g69at2LJlC1JTU1scYLpXr14YN24cxo4di9GjR7PzBDkcl214Ahq7IGoHVGt6Z4iWKJVKxMfHIz4+nmNtGMldB7UlshVHq1ftzdH2h6k5o1arUVdXh1OnTmHnzp0t1p8qlQpTpkzB1KlTMXHiRHTs2NHCJSciauRo9aojcLR94ujHNBqNBgcOHEBycjIOHDiAEydOmDX+HtB4e/iuXbsiNDQUISEhCAoKQqdOneDv7w9vb280NDSgqqoKRUVFyMnJQUZGBs6cOdPiWIudO3fG5MmTMWXKFEyYMAHdunUzOJ+jHNNcunQJu3btwk8//YTt27e32OAYGBiIiRMnYvLkyZg0aRK6d+9uzSITtZtLNzxpaTQaZGZmIisrC/n5+SguLoZarYZcLkdQUBBUKhViYmIQGxvLBiciciiOWq/ai6PuD3Nypq6uDvv27cPWrVuxdetWZGRkGFy3p6cnEhISMHXqVEyZMgWDBg2y6F1GiMi9OWq9ak+Ouk+c6ZimpKQE58+fR0FBgW6MJrVaDSEE5HI5fH194e/vj8DAQHTu3BldunRBUFCQ7nI8U5SWliI1NRW7d+/Gjh07cOzYsRbnjY2NxdixYzFq1CgkJCQgOjrabj2MNRoN/vjjDxw8eBAHDhzA3r178ccff7Q4f79+/TBt2jRMmzYNI0eONGtfEdmLWzQ8ERE5K9arUq68P7Kzs3WNULt27WpxfIuQkBBMnDgRkyZNwqRJkzg4KBG1iyvXq+biPnFuly5dwrZt27Blyxb89NNPKCsra3Hejh07YtCgQbjmmmvQt29f9OnTB9HR0QgLC7NY411NTQ1ycnJw5swZnDp1ChkZGTh58iR+++23Vnuw+fr6Yty4cZg6dSqmTZuGqKgoi5SHyB7Y8ERE5MBYr0q5y/6oqanBL7/8gm3btmHbtm04depUi/MOGDAAEyZMwMSJEzF69GgolUoblpSInJ271Kum4D5xHfX19UhJScGOHTuwc+dOHD58GBqNps3lPD09oVKpoFKpEBISgs6dOyMwMBBKpRK+vr7w9vbW9T7WaDSora1FVVUVysvLUVJSguLiYhQWFuLixYtGX3Yol8sxdOhQjBs3DuPHj8eoUaM4zAi5DDY8ERE5MNarUu66P86dO4ekpCQkJSVh165dqKioMDifXC7HiBEjMH78eFx//fVISEjgl1YiapW71qut4T5xXRUVFbrxsg4dOoSjR4+aNXC7JURFReHaa6/FsGHDEB8fj+HDh8PPz88uZSGyNjY8ERE5MNarUtwfjWNDac/e/vTTTzhy5EiLg6oqFArEx8dj7NixGDNmDOLj4+Hv72/jEhORI2O9qo/7xL0UFRUhLS0NGRkZOH36NM6ePYvz58/jwoULKCoqajFj2+Ll5YWuXbsiPDwc3bt3R8+ePdGrVy/07dsX/fr142eL3AobnoiIHBjrVSnuD31XrlzB7t27kZycjJ07d+L06dMtziuXyzFkyBBcd911GDVqFEaOHInQ0FAblpaIHA3rVX3cJ6SlVqtx5coVXLlyBWVlZaioqEB1dTXq6+uh0Wggk8ng6ekJb29v+Pv7Q6lUIjAwEEFBQQgMDLTbwOVEjoYNT0REDoz1qhT3R9vy8vKwe/du7N69Gz///DPOnTvX6vzR0dFISEhAQkIC4uPjMWDAAN4ph8iNsF7Vx31CRGRZbHgiInJgrFeluD9Ml5ubi19++QV79uzB3r17kZmZ2er8vr6+GDx4MEaMGIHhw4dj+PDhiIyM5FlbIhfFelUf9wkRkWUZW6/KbVgmIiIispCIiAjMnz8f8+fPBwBcvnwZ+/fvx4EDB7B//34cOXIEtbW1uvmrq6uxf/9+7N+/XzctKCgIQ4cOxbBhwzB06FAMHToU3bp1Y2MUEREREVkMG56IiIhcQJcuXTBjxgzMmDEDQONg5ceOHUNqaipSU1Nx8OBBvcvziouLsX37dmzfvl03rWvXrhgyZIjuoW2MIiIiIiIyBy+1IyKyA9arUtwftlFUVIRDhw7h0KFDOHz4MA4fPozLly+3uZy2MUrbK2ro0KHo2rWrDUpMROZivaqP+4SIyLJ4qR0RERFJBAcHY9q0aZg2bRoAQAiBnJwcHD16FIcPH8bRo0dx9OhRXL16VbLcpUuXsGXLFmzZskU3LSwsDMOGDcOwYcMwfPhwDB06FB07drTl2yEiA4QQOHPmDA4cOGDvohAREQFgwxMREZHbkslkiIyMRGRkJG699VYAjQet586dw9GjR3HkyBFdY1RJSYlk2QsXLuDChQvYuHGjblpsbCzi4+MRHx+PkSNHol+/fvD09LThOyJyL1VVVcjIyMBvv/2G3377DceOHcPx48dRWlpq76IRERHp8FI7IiI7YL0qxf3h2IQQOHv2rK4xStsgVVZW1upygYGBSEhIwJgxYzBmzBgMGzYM3t7eNio1kWsQQqCoqAinT5/GH3/8gczMTGRkZCAjIwNnz55FW1/lWa/+iVlDRGRZvNSOiIiILEImkyE6OhrR0dGYM2cOAKChoQGnTp3SjRl18OBBnDhxAvX19brlSktLkZSUhKSkJACAr68vrrvuOowfPx4TJ07EoEGD4OHhYZf3RORIampqcP78eWRnZyM7Oxtnz57F2bNncebMGWRlZbXZyNtUt27dMHjwYAwYMACvvvqqFUtNRERkHPZ4IiKyA9arUtwfrqGmpga//vorUlJScODAAezbtw+FhYUtzh8cHIwpU6Zg2rRpmDJlCgIDA21YWiLbUKvVuHTpEnJzc5GXl6f7ef78ed2joKDA5PX6+/ujb9++6N+/P/r374+BAwdi4MCBCA4OBsB61RDuEyIiyzK2XmXDExGRHbBeleL+cE1CCGRlZWHPnj345ZdfsHv3buTl5Rmc18vLCzfccANuu+02zJo1C0FBQTYuLZHpNBoN8vPzkZOTI2lU0v68cOEC8vPz0dDQYNb6PTw80KNHD8TExKBXr17o3bs3YmNjERsbi4iIiFZ7DLJe1cd9QkRkWVZpeHrppZcQFBQEf39/3UOpVOp+an/39/dn13kiolbwy68U94d7EELg9OnTSE5Oxo4dO7Bz505UVFTozSeXyzF16lTcfffduPnmm6FQKOxQWqJGJSUlOHXqFLKysnDmzBmcPXsW586dQ05ODnJzc6HRaMxet0wmg0qlQvfu3dGjRw9ERkYiKipK94iMjISXl5dZ62a9qo/7hIjIsqzS8GQKPz8/+Pv7IyAgQNcopX1opzX92fz3gIAAdOjQQfc7ByMlIlfCL79S3B/uqa6uDnv27MHmzZuxceNG5Obm6s3TpUsXLFiwAA888ACioqLsUEpyF/X19UhLS8Ovv/6KEydO4OTJk8jIyMClS5fMWp9MJkNISAjCw8Mlj4iICN0jLCzMat9xWa/q4z4hIrIsuzc8WZq3t7ekIapDhw6659rfW3sEBgaiQ4cO7I1FRA6BX36luD9ICIEjR45g7dq1WLNmDS5cuCB53cPDAzNnzsRTTz2FYcOG2amU5Epqamqwf/9+7Nq1C3v37sXhw4dRU1Nj9PKdOnVCjx490KNHD0RERKB79+66hqXw8HB069bNridOWa/q4z4hIrIsqzQ8ffbZZxBCoKKiApWVlaisrNT7XfuorKxEeXm57ndTgtyaZDKZXmNUYGCg5NGhQwd07NhRb3pgYCA6duyIDh06sPGKiNqFX36luD+oKY1Gg927d2PVqlX4/vvvUVdXJ3l98uTJeOmllzB06FA7lZCcVUVFBTZt2oRvv/0WO3bsQFVVVavzBwcHo2/fvujTpw969eqFmJgY9OzZE1FRUQ5fV7Fe1cd9QkRkWQ43uLhardY1SmkbpJr+1D4qKipQVlam+9n0Ne3zsrIyvS+htta0wapjx466hipDvxt6mHu9PhG5Bn75leL+oJYUFhZi5cqVeO+99/QueZo7dy5ef/11dO/e3U6lI2fx+++/45133sHXX3+NyspKg/NERUVhxIgRGDp0KAYNGoRrrrlGd4c4Z8R6VR/3CRGRZTlcw5Ol1dXVSRqi2nqUlpZKftc+r66utkv5/fz8dI1QnTp1avX35j/Z44rI+TlivWpP3B/UltraWnz++ed49dVXkZ2drZvu6+uL5557Dk888QRP6pCe9PR0PPPMM9i4caPeayEhIbjxxhsxceJEXH/99ejWrZvtC2hFrFf1cZ8QEVmWyzc8WUp9fb2kMaqlR0lJicHnJSUlNr+M0MPDQ9ejqlOnTnqPlqZrX/P09LRpeYlInyvXq+bg/iBj1dXVYeXKlXj++edx+fJl3fTBgwfjyy+/RL9+/exYOnIU1dXVePbZZ7FixQrJXecCAgJwxx13YN68eRg1apRLfydivaqP+4SIyLLY8GRDdXV1KCkpkTRGNf396tWrkunaadrf2xpfwNI6dOhgsFGqc+fO6NixIzp37mxwOhutiCyH9aoU9weZqqSkBM899xzee+89NDQ0AAB8fHzw1ltvYeHChZDJZHYuIdlLeno6brvtNmRkZOimdevWDUuXLkViYiICAgLsWDrbYb2qj/uEiMiyjK1X5TYsk8vy9vZGSEgIQkJCzFq+rq4OpaWlksYo7e9Nfxr6vaSkRHImzxjaSw5zcnJMLqu2AUrbONW8saqlRiteHkhERJbUsWNHvP3225g3bx7uvfdeZGRkoKamBosWLcKBAwfwf//3f/D19bV3McnGtm/fjttuuw0VFRUAAIVCgWeeeQZPPvkkPw9ERER2woYnB+Dt7Y3g4GCzBrAUQqC8vFzSINXao6SkBFeuXNH9VKvVJm1P29jVdHwNY3h4eBjsYdXac+1DqVTyzDURERk0fPhwHD16FEuXLsV///tfAMAXX3yBzMxMbNq0CV27drVzCclWvv/+e9x+++267zbXXHMN1qxZg759+9q5ZERERO6NDU9OTiaToUOHDujQoYPJd/URQqCyslLSMNW0Uar59OaNWKb0tGpoaEBxcTGKi4tNfYuQy+UtjlnVtMdV059stCIich++vr547733MGbMGPzlL39BZWUlDh06hISEBGzfvh29e/e2dxHJyrZt2yZpdLrlllvw5Zdfws/Pz84lIyKynurqaly8eBGXLl1CUVGRboiXyspK1NTUoL6+Hg0NDZDJZJDL5VAoFPDz80OHDh3QsWNHBAUFITQ0FN26dUOnTp143ERWw4YnNyaTyaBUKqFUKhEREWHSskIIVFRU6BqkmjZMtdVoVVJSAiOGFtNRq9UoKipCUVGRqW8Rcrlc786ALQ3E3ny+wMBAjmlFRORE5syZgz59+uDmm29Gbm4usrOzMWrUKGzfvh2DBw+2d/HISn799VfMnj1b1+h0zz33YNWqVcxwInIJQghcuHABx44dw++//4709HScPn0a586dQ2FhocW24+/vjx49eqBXr16IjY1FXFwcrrnmGvTr1493jaV24+DiZHMNDQ26Ma0MNVq11uOqrKzMpmXVng1o2ijV0vOOHTsiMDBQ12jFca2oNaxXpbg/yJIuXryIG2+8ESdOnAAABAYGIikpCfHx8XYuGVnapUuXMHToUFy4cAEAcNttt2HNmjVsdALrVUO4T8gZNDQ04Pjx49i9ezf27t2L1NRUFBQU2K08Pj4+GDx4MEaNGoXrr78eo0ePdpubNFDbeFc7ckkajcbo8aya97IqLS01qadVe2kvg9Q2SDVtnGr+s/nv2oePjw+7vLoo1qtS3B9kaSUlJbjpppuwf/9+AEBAQACSkpIwcuRIO5eMLKWurg7jx4/Hvn37AAAJCQnYtWsXfHx87Fwyx8B6VR/3CTmqqqoqJCUlYePGjdi2bRsuX77c5jJhYWHo0aMHwsPDoVKpEBwcjM6dOyMwMBBKpRK+vr7w8vKCh4cHhBBQq9Wora1FZWUlysrKcPXqVVy+fBmXLl3CxYsXkZOTg+zsbNTV1bW6XblcjtGjR2P69Om45ZZbTB7uhVwLG56ImtFoNLpKtrU7BWp/FhQUoKysDBUVFbh69WqblbA1eHl5SRqiOnToIPlpaJp2zC/t7wEBAZDLeVWto2G9KsX9QdZQWVmJ6dOnY9euXQAaG5927NjhMD2fcnNzIZPJEB4ebu+iOKWHH34Y7733HoDGA7CjR48iNDTUzqVyHKxX9XGfkCMRQuCXX37BJ598gu+//x6VlZUG5+vYsSOGDRuGwYMHY+DAgYiLi0NMTIzRY9iZkjUajQa5ubnIyMjAyZMncezYMRw+fBhnzpxpcZlRo0bhnnvuwdy5c9kTyg2x4YmonRYvXgyZTKb7UltdXS1pmDL2UVpaipKSErs0XGlpBxHUNkRpf9c+105r+rPpdKVSqXvORizLYL0qxf1B1lJdXY3p06cjOTkZQOMl1MnJyRg2bJidS6afM2S8zz//HPfeey+AxrsD7927F8OHD7dvoRwM61V93CfkCGpqavD555/jrbfeQmZmpt7rAQEBGD9+PCZMmIDrr78effv2bdfwHZbImsLCQuzduxc7d+7E9u3bcfbsWb15lEolFixYgMcffxxRUVFmb4ucCxueHJBGo0FmZiaysrKQn5+P4uJiqNVqyOVyBAUFQaVSISYmBrGxsRybwM5yc3MRExMDADhz5oxFzkbX1NToNUaVlpbqHoael5WVSaaZcidBa/Hx8dE1QmkbpAz9NObh7+8Pf39/t2zMYr0qxf1hGcwZw6qrq3HzzTdj586dABrPHu/atQvXXnut3cpkjZxxFwcPHsTYsWNRW1sLAPj444+RmJho51I5Htar+rhP2o85Y776+np89NFHePnll5Gfny95rWPHjrj11ltx22234YYbboC3t7dFtmmNrBFCICMjA99//z3WrFmDtLQ0yeuenp6466678Pzzz6NHjx7t3h45NjY8ORCNRoPU1FSkpKS02IWyKX9/fyQkJCA+Pp4Vtp0sXrwY77//vu53RzgbLYRAVVWVrjGqaaNU02nNf2/+KC8vR0NDg73fjoRCoZA0RDX93dDDz89P7/emP7UPf39/+Pj4OOQg76xXpbg/2oc507aqqirceOON+OWXXwAAnTt3xu7du3HNNdfYpTyOmDPOICcnByNGjNANtLto0SJ88MEHdi6VY2K9qo/7xHzMmfbZuXMnFi9ejD/++EMyffTo0XjggQcwa9Ysq4xPZ+2sEULg119/xYcffoivvvoK1dXVutcUCgWWLl2Kp59+Gr6+vhbdLjkONjw5iKKiImzYsEGvVdsYKpUKs2bNQnBwsBVKRi3RnhnQXhrn7e3tUmejmzZgaRuitD+b/950WkVFhWSa9rn2jLMj8/X11TVG+fr6wt/fXzet+WvNp2untfbw8fHR/ZTL5UYNCM96VYr7w3zMGeNVVFRgypQpugHHu3Tpgl27dmHAgAE2LYer54y1XLlyBddddx0yMjIAAGPHjsWOHTss1jPA1bBe1cd9Yh7mjPmqq6uxZMkSvQbyWbNm4emnn8bQoUOttm1bZ82VK1fw3nvvYcWKFSgpKdFN79WrF7788kuMGDHCKtsl+2LDkwPIzc3F6tWr23VgrlAoMG/ePERERFiwZNSapmcGmk7j2WjD6uvrdY1QTX+29aisrJT8rn2u/d2WdyC0JE9PT73GKO1P7cPX1xdKpRKrV69mvfo/zBnzMGdMV1ZWhsmTJyM1NRUAEBQUhJ07d2LgwIE2KwNzxnTl5eWYOHEiDh48CKDxQCYlJQVBQUF2LpnjYr2qj/vEdMwZ8128eBE333wzfv31V920hIQEvP322zYZZ9BeWVNSUoJXXnkFb731Furr6wE03gnvP//5Dx566CHesdvFsOHJzoqKirBq1SqDlXR2th8yMwOQn++D6mpP+PpqoFLVIDa2HJGRVXrzKxQKJCYmuu2ZAltqfmZAi2ejbUsIgerqalRVVUkaoyorK1FVVaX3u6GfTR+VlZW69Wkf2iC0l6CgIBQXF7Ne/R/mjOmYM+YrLS3F5MmTdY0YnTp1wvbt221yIMCcMV15eTluvPFG7Nu3DwAQGhqKAwcOoGfPnnYumWNjvaqP+8Q0zBnz5ebmYuzYsTh37hyAxt73b775JhYtWmSTISAcIWsyMjKwYMECXdYCwKOPPor//Oc/DjkMBpnH2HrV/Ub0tQGNRoPvv/9er5IuLFRg0yYVLlzQv/VlTo4/UlODEBZWhRkz8hES8ueytbW12LBhAxITE3mNtJW99tprBu8+V1dXh9dee41no21EJpPpLn/r0qWLVbahVqsljVHa36urq/V+bzqtpqZGMq3586bTmv6sqamRbN8a1/GT+2DOtE9gYCC2b9+OqVOnIiUlBVevXsX48ePxww8/YOzYsVbdNnPGNFeuXMG0adN0PdQ6deqEHTt2sNGJyMqYM+arqqrCTTfdpGt0ioyMxA8//ID+/fvbrAyOkDV9+/bFvn378Mwzz+CNN94AALz99tsAgBUrVrDnk5thjycr2L9/v+62zVqnTimxbl041Oq2W3fl8gbMmZOH3r0rJNMnTJiAUaNGWbSs9KeWzgxo8Ww0tYcQArW1tbpGqKtXr6Jfv36sV/+HOWMa5oxllJeX4+abb9YNOK5QKLBmzRrMnDnTKttjzpjm/PnzmDp1KtLT0wE0NjolJydj8ODBdi6Zc2C9qo/7xHjMGfM99dRTeP311wEA0dHR2LNnD7p162az7Tti1nzyySe4//77dTc4+u9//4sHH3zQZtsn6zG2XmUfNwvTaDRISUmRTCssVBhdSQOAWu2BdevCUViokExPTU2FRqOxWFlJqvmZAW8PD3g36QaqPUNAZA6ZTAYfHx907NgRXbt2RVhYmL2LRE6KOWM5AQEB2Lp1K2688UYAjWfkb731VqudCWbOGO/gwYMYPny4rtEpNDQUP//8MxudiGyAOWO+0tJSvPPOOwAaT2Zs3rzZpo1OgGNmzV/+8hd8/PHHuudPPPEEMjMzbVoGsi82PFlYZmam3i1GN21SGV1Ja6nVHti8WSWZVlFRwX9QK8nNzZVUhgBwf48euK9HD8m0lStXIi8vz5ZFIyKSYM5Ylp+fHzZu3Ij58+cDABoaGvDwww/jkUcegVqttth2mDPGEUJg5cqVGDNmDAoKCgAAMTEx2L9/P6655ho7l47IPTBnzLdr1y5UV1cDABITE9GvXz+bbt+Rs2bBggV49NFHATSe6HniiSdsun2yLzY8WVhWVpbkeXa2n8FroI2Rl+eHnBzpss3XT5Zh6MzAU71746levex+hoCIqCnmjOV5eXnh888/x1NPPaWb9u6772Lq1KkoLi62yDaYM20rLy/H3XffjYULF+r21dixY5Gamoro6Gg7l47IfTBnzJebm6v7PT4+3ubbd/SsefXVV9G9e3cAwLZt2/D777/bvAxkH2x4srD8/HzJ88zMgHatLyNDunzz9VP7tXRmINzXFxF+fg5xhoCISIs5Yx0eHh549dVXsWrVKnh5eQEAkpOTMWTIEBw+fLhd62bOtO3AgQO49tpr8dVXX+mmPfTQQ/jpp58QFBRkx5IRuR/mjPk6d+6s+/3MmTM23bYzZI2vry+efPJJ3fNvvvnGptsn+2HDk4U1PzOan9++O1c1X95SZ17pTy2dGdBylDMEREQAc8ba/vKXv2Dnu86OzQAA4uJJREFUzp0ICQkBAOTk5GDUqFFYsWKFblBUUzFnWlZVVYUnn3wSo0eP1h2kBQQE4JtvvsG7776rawQkItthzphv7Nixuru1ffjhhygtLbXZtp0la2bPnq37fd++fTbfPtkHG54srPl4ENXV7btdaE2NdHlLjjdBrZ8Z0HKUMwRERABzxhZGjx6No0ePIiEhAQBQX1+PJ554AlOmTDG57mfOtGzr1q3o378/li9frmvUS0hIwPHjxzF37lw7l47IfTFnzBcREYFbbrkFAHDp0iXcd999Zp+0MIUzZU3Xrl0RHBwMAMjOzrbptsl+2PBkYXK5XPLc17d9d23w8ZEu33z91D5tnRnQcpQzBEREzBnbCA8Pxy+//IKlS5fqpv3000/o378/PvnkEwghjFoPc0ZfVlYWZsyYgWnTpuHcuXMAGu/+9Nprr2Hv3r3o2bOnnUtI5N6YM+2zfPly3W3lv/32Wzz88MNWb3xytqxRKBrvdlhfX2/zbZN9sOHJwpqPQ6BS1bRrfc2X5zgHlmPMmQEtRzlDQETEnLEdLy8vvPHGG9ixY4fudtilpaVITEzE+PHj27wzE3NG6vLly3j88cfRr18/bN68WTf9+uuvx4kTJ/D3v/8dnp7t61lBRO3HnGmfHj164Ouvv4bH/xp43n//fSxYsEDSMGRJzpY11dXVunG+QkNDbbZdsi82PFmYSiW9ZWhsbHm71te3r3T55usn8xl7ZkDLUc4QEJF7Y87Y3sSJE3Hy5Encddddumm7d+/GNddcg7/97W8tjuHBnGlUWlqK559/Hj179sRbb72lO8OtUqnw5ZdfYteuXejTp4+dS0lEWsyZ9ps2bRo+//xzXePTF198gYkTJ6KwsNDi23K2rNm5cyc0msZecEOGDLHZdsm+2PBkYTExMZLnkZFVCAurMmtd4eFV6NFDumzz9ZN5TDkzoOUIZwiIiJgz9tG5c2d88cUX2Lp1KyIjIwE0XiLw73//G7169cK7774r+eLPnGns4fTss8+iR48eeOGFF1Be3njw6evri2eeeQanTp3C/PnzdQPxEpFjYM5Yxvz587F+/Xr4+DQOrr5nzx4MHjwY+/fvt9g2nC1rhBB46623dM9nzJhh9W2SY2DDk4XFxsbC399fMm3GjHzI5aZd1yuXN2D6dOmtRpVKJWJjY9tdRjL9zICWvc8QEBExZ+xr6tSpSEtLw7Jly3RjVBQVFeGRRx5B7969sXLlSl02uGvOnD59GosXL0b37t3x4osv6nqEyeVyLFy4EKdPn8ZLL70EpVJp55ISkSHMGcu55ZZb8PPPP+t6eV24cAFjx47FSy+9pOv10x7OljXfffcddu7cCQDo2bMnpk6davVtkmOQCSNGxywrK0NgYCBKS0t1A6VRy/bv34/k5GTJtFOnlFi3LhxqddttfXJ5A+bMyUPv3hWS6RMmTMCoUaMsWtb20mg0yMzMRFZWFvLz81FcXAy1Wg25XI6goCCoVCrExMQgNjbWYcZtyM3NRUxMjKSSXhwVhfcGDjRq+cUnTuD9/w2GCgDe3t44c+YMwsPDLV5Wcl2sV6W4P0zDnHGMnMnOzsY//vEPrFmzRjJdpVKhsLBQclDh6jmj0WiwdetWfPDBB9i2bZvkNblcjrvvvhvPPPMMBw63Idar+rhPjMecsWzOXLp0CXPnzsUvv/yimzZq1Ch8/vnniI6ONmudznZM88cffyA+Ph4lJSUAgLVr12LOnDlW2RbZjrH1KhuerECj0WDVqlW6QdO0CgsV2LRJhQsX/FpcNjy8CtOn5yMkpFYyXaVSITEx0WEabzQaDVJTU5GSkoLKyso25/f390dCQgLi4+Pt/h4WL16M999/X/fc28MDZyZObLVLalO5VVWISU5GXZO7UyxevBjvvfeexctKrov1qhT3h2mYM/rsmTNHjx7FsmXLkJSUZPB1L5kMZydNcsmcOX36ND7//HN8/vnnepdp+Pv7IzExEUuWLEH37t3tVEL3xXpVH/eJ8Zgz+tqbM2q1Gi+++CJeeukl3V3u/Pz88Prrr+PBBx/UjQdlLGc6pjlz5gzGjRuH3NxcAMBtt92GdevW8VJrF8CGJzsrKirCqlWrUFtbq/daTo4fMjICkJ/vg5oaT/j4aKBS1aBv33K9a6CBxttNJiYmIjg42BZFb1NRURE2bNigF0TGUKlUmDVrlt3ei6EzA3dFRGB5//4mreeJkyfxVZMv2M5wNpocC+tVKe4P0zFnDLNnzhw8eBDLli3T6yUAACM6dcLcsDDc3LUrOnh5tbkuR86Z3NxcfPvtt1izZg0OHTqk93qPHj3w4IMP4v7770enTp3sUEICWK8awn1iGuaMYe3Nmf379+Puu+/G2bNnddNGjRqFlStXom/fvkatw5mOaQ4cOIBZs2bpBlYfOHAg9u7di4CAAIttg+yHDU8OIDc3F6tXrzZYWRtLoVBg3rx5iIiIsGDJzOfs76n5mQFLr9sRz0aTY2K9KsX9YR5nr5MNcfb35Io509DQgBMnTmDLli3YvHkzDh8+rDePp6cnbrzxRixcuBBTp051mB4N7oz1qj7uE9M5e51siCO8p4qKCvztb3/DBx98oJvm5eWFv//973j66afh20avJWfIGo1GgzfffBPLli2DWq0GAMTFxWHnzp0IDQ1t9/rJMbDhyUE461lbQ1o765Gd7YfMzMazHtXVnvD1bTzrERtbjshIxzjrYejMgCU50tlocnysV6W4P8zHnGHOWJoQAqdPn8aePXuwe/du7Ny5EwUFBQbnHThwIObPn4958+a5xS3SnQnrVX3cJ+ZhzlgvZ37++Wfcd999OHPmjG5aZGQkVqxYgRkzZhi8FM0ZsubQoUN46KGHJCcqxo0bh2+//RadO3e2RDHJQbDhyYGYev2wUqlEfHy8Q4yHpKXRaPDxxx/j0qVLkunGXOcdFlaFGTPsf523Nc8MNN0Gez2RMVivSnF/tA9zhjljroaGBmRnZ+PkyZM4duwYjhw5goMHD+Ly5cstLjNw4EDccsstmD17ttGXhZDtsV7Vx31iPuaM9XKmuroaL774It58803U19frpo8bNw5vvvkmBg8eLJnfkbMmPT0dL7zwAtatW6ebJpPJ8Pe//x0vvvgi5HK5JYtJDoANTw7Ike/M0xZnv7OFtc8MaLHXExmL9aoU94dlMGdcP2c8PT3x3//+F3379kVQUBACAwOhVCrh4+MDLy8vyGQyNDQ0oL6+HtXV1aioqEBpaSmKi4tRUFCA/Px85ObmIjs7G1lZWTh9+jSqq6tb3aZSqcT111+PqVOnYtq0aejRo4dV3yNZButVfdwn7cecsV7OZGRk4OGHH8bOnTsl02+//XY8//zziI2NdchjmoaGBuzatQvvvPMOfvjhB8lrcXFx+OijjzBy5EhrFZXsjA1PZDEajQYrVqyQnN0oLFTgo4+ijKqkteTyBixceE5ypkCpVOKxxx6zejDV1NSgvLzcqtvQCggIgI+Pj022Rc6L9aoU94d7c+ecOX/+PPbs2YP9+/fj4MGDeneGs4fOnTsjPj4e1113HcaOHYthw4bBy4gB0cmxsF7Vx33ivpwlZ4QQ2LBhA5YuXSoZfFwmk2H27Nl4+OGH0adPn3ZvxxhtHdP88ccfWLNmDb744gtJWQEgODgYzz77LP76178yP1ycsfUq+7pRmzIzM/W61G7apDKpkgYAtdoDmzercN992bppFRUVyMzMRFxcnCWK2iIfHx82BhEROSh3zpng4GAMGTIEjz/+OAAgPz8fhw8fxq+//orffvsN6enpOHPmjG5gVkuSy+Xo2bMn+vbti/79+2PgwIEYPHgwevbsyVtcE5FLcZackclkuOWWW3DTTTfhgw8+wMsvv4yioiIIIbBu3TqsW7cO8fHxuP/++3HbbbfZtAG1trYWBw4cwPbt2/HDDz8gPT1db57w8HA8/vjj+Otf/wp/f3+blY0cn9s3PDlzd1FbycrKkjzPzvZr9Rro1uTl+SEnx09ym9WsrCyrHxAQEZHjYs78SaVSYfr06Zg+fbpumlqtxvnz55GdnY28vDzk5+ejqKgIV65cQWlpKSoqKlBbW4v6+noIISCTyeDt7Q0fHx8olUoEBgaic+fOCAkJQdeuXREeHo4ePXogIiKC420QuQAez7TN2XLG29sbjz76KBITE/H+++9j+fLlKCwsBACkpqYiNTUVDz74ICZPnoybbroJN9xwg0VPGjQ0NODcuXM4fvw4Dh8+jJSUFBw6dAg1NTV688pkMowfPx4LFy7EzJkz2cOJDHLbbxttDZCnVqtRUFCAgoICHD9+HP7+/khISHCoAfJspfkdLDIzA9q1voyMAElFbc4dMoiIyHUwZ1qn7ZnUs2dPexeFiBwIj2eM56w5o1Qq8be//Q0PP/wwvvrqK7z33nv47bffADT2QNq8eTM2b94MAAgNDcW1116LuLg4REdHIyIiAsHBwejUqRP8/Pzg7e0NoPFzob08/OrVqygqKsKlS5d04/+dPn0ap06dQlWV/p38tGQyGRISEnDrrbdizpw5HN+W2uSWDU/m3BK0srISycnJSEtLc6hbgtpCcXGx5Hl+fvsuWWu+fPP1ExGRe2HOEBGZhsczpnH2nPH19cX999+P++67D4cPH8YXX3yB7777TnKHvoKCAiQlJSEpKckqZYiKisLYsWMxfvx4TJo0CSEhIVbZDrkmt2t4ys3NxerVq1FbW9v2zAbk5+dj1apVmDdvHiIiIixcOsfUfFyJ6ur2nSGpqZEub41xK4iIyHkwZ4iIjGfr4xlXuJTPVXJGJpNh+PDhGD58ON555x0cOXIEP/30E/bs2YPDhw/j6tWr7d6Gp6cnoqKiEBcXh2uuuQZDhgzB8OHDoVKpLPAOyF25VcNTUVFRi5V0drYfMjMDkJ/vg+pqT/j6aqBS1SA2thyRkdJuhrW1tVi9ejUSExPd4kyBXC6XVKa+vpp2rc/HR7o8x5cgInchhEB1dTXq6urg7e0NX19fDuIM5gwRkbFseTzjSpfyuWLOeHh46BqhnnnmGQghcOHCBWRmZiI7OxsXLlzA5cuXUVJSgqqqKtTX1+vKqh0DsGPHjujSpQu6du2KsLAw9OjRA927d9ddlkdkKW7zTUyj0eD777/Xq6QLCxXYtEllcHC5nBx/pKYGISysCjNm5Etum1lbW4sNGzYgMTHR4SpWSwsKCkJBQYHuuUpVg5wc8+9SoFJJB6ULCgoye11ERM6gpqYGx48fR2rqYZSWXtFNDwzsjPj4YRg0aJBb33mTOUNE1DZbHs+42qV87pAzMpkM4eHhHG+JHJJp9490YqmpqZJrYAHg1CklPvooqs07Gly44IePPorCqVNKyfT8/HykpqZavKyOpnm3ytjY8natr29f6fLstklEriwrKwvLl69AUtIOHDigxrp14fjii+5Yty4cBw6okZS0A8uXr9C74447Yc4QEbXNVsczubm5WLVqldkDZmsv5cvNzTVreWtgzhDZl1s0PGk0GqSkpEimFRYqsG5dONRq43aBWu2BdevCUViokExPTU2FRmNcV00hBKqqqnTdHYUQxr0BO4uJiZE8j4ysQlhYy3c5aE14eJXkDhCG1k9E5CqysrKwevXXyMxUYPnyXli/Phzp6R1w9qwS6ekdsH59OJYv74XMTAVWr/663Y1PzBnmDBG5Jlsdz7R2KZ8ptJfyFRUVtWs9lsKcIbIvt7jULjMzU++65E2bVEZX0lpqtQc2b1bhvvuyddMqKiqQmZmJuLi4Fpdz9kssYmNj4e/vL9mHM2bk46OPokzah3J5A6ZPl545USqViI2NtVhZiYgcRU1NDdauXY+sLCW+/jocDQ2Gx3KqqJDj66/DceedeVi7dj2WLHnc5ExgzjRizhCRq7LF8UxsbKzBS/nM5UhDkzBniOzLLRqemp9Bzs72a7M7akvy8vyQk+MnaeXOyspqseEpKysLa9euR319PdLTlTh9WgWNRgZPT4FevSpQUrIDO3fuxu23z3bYlnJPT08kJCQgOTlZNy0kpBZz5uQZfZZFLm/AnDl5kuvKATjk4INERJZw/Phx1NfXY+PGyBYbnbQaGmTYuLErlizJwokTJzBixAijt8OcacScISJXZovjmZKSEr1L+Zpv09jBy7W0l/KNGjXKrLJaCnOGyL7couGp+fXJmZkB7VpfRkaApKJu6fpn7SUWZ8/6Izs7ENdcU4q4uD+vB7582Ru7d3dBZGQ1Vq/+GvPm3emwBwXx8fFIS0uTvNfevSuwcOG5Fgcz1AoPr8L06fl6lbRKpUJ8fLzVykyOzRVuzUvUEiEEUlMPIz09ABUVxkVtRYUX0tMD0LHjIQwfPtyou90xZxoxZ8gQ5gy5Elscz5w6dcrgvOYOXq6VkpLiEI0zzBmyNOaM8dyi4am4uFjyPD+/fZcbNF+++fqBPy+xuHjRB926VaFHjwpkZHTArl0hqKnxgI9PA/r1K8PYsUWor/fAxYs+Zl9iYQuenp6YNWsWVq1aJel+GxJSi/vvz0ZOjh8yMhrPgNTUeMLHp/EMSN++5XrXQAOAQqHArFmz3P4f0B250q15yX219UUjJCQEpaVXkJERZtJ609MDEBd3AdXV1fDza/1MNnOGOUOGMWfIFTTPmaZ3ZAMsfzxz+fJlg+PWnjqlNKpHkHbw8jlz8tC7d4XktcrKyjaHJrEF5gxZCnPGdG7R8KRWqyXPq6vb98euqZEu33z9gPYSizqEhgJnziixeXM3vbPe6ekdoFSqMX36RURHV6C+HiZfYmFLwcHBmDdvnsEBB3v00B9kryUKhQLz5s1zqFuskm242q15yf2Y8kUDAKZNy0dgYD1SUoLavNwO+DOf6urq2mx4Ys60jDnjvpgz5OzayhktSx/PGGp0Mnfw8oULz+n1DDp16pTdG54A5gy1H3PGPG5xVzu5XPpF3NfXuLvQtcTHR7p88/ULIZCSchAajQxnziixZk1Ei5daVFTIsWZNBM6cUUKjkeHAgVSHvgtRREQEEhMTzb5lqEqlQmJiIiIiIixcMnJ0rnhrXnIvRUVFWLVqFZKTk1s9GGjK17cBEycW4r77ziE4uO3BWrX55O3t3ep8zJmWMWfcF3OGnJ0pOWPp4xlD2jN4eXM5OTkmrceamDNkLuaM+dyix1NQUJCke6pKVYOcHH+z16dS1eitv6nq6mqUlZVAJgM2b+5m1KCymzer8Pjjp1FWVmLUJRb2FBwcjMTERKPOxmgplUrEx8e7dfdCd9barXlNGahSe2vexMREtzxTQPaTm5vbrttLd+tWg8TEc1i9ujtyc1uu3/v1K0dgYGf4+vq2uj7mjD7mjHtjzpCzMzVnLH0805ylBy8vKysza13WwpwhUzFn2sflG56EEAgJCZE0PMXGliM1NaiVpVrXt2+55Hnz1vLa2lpoNEBGRgeTBpXNyAhA377lqK2tdegDAqDxGulRo0YhPj6eA6pRqzQajcFb85o7UKUj3ZqX3IOlvmj4+DRg3rzzWLUqCkVFCr11KZX16NevHAkJk9scWJw5w5yhPzFnyNkZkzM9e1agd+8/G0csfTzTnKUHL3fEnrbMGTIWc6b9XLbhqaamBsePH0dq6mGUll6RvBYZWYWwsCqzWvHDw/Wv/W1+hyCNRgNPz8axNUyRkdEB/fuXo6GhweRy2Yunpyfi4uIc4pptckypqal6t+Zt70CVjnJrXnJ9lv6i4ePTgFmzLuDjj6MkvZQ8PARmzrwELy8vDBw40KhyMWeIGjFnyJkZmzNlZV6ShidLH880Z+nByx0Zc4bawpxpP5cc4ykrKwvLl69AUtIOHDigxrffhqG6WvpWZ8zIh1xu2hdvubwB06dLr+dUKpWIjY2VTNO2WtbUmLZ7tYMEeni45J+F3JBGo0FKSopkmrkDVRYWSnuIpKamGhwIk8iSWvqi8dFHUW1+2dd+0Th1SimZ3q1bDRIS/rwbqlJZjzvvzENMTAXmzp1j1B3nmDNEjZgz5OyMzZk//ghARYW0Z4Qlj2eas/Tg5UTOijljGS73zTMrKwurV3+NzEwFli/vhfXrw/H774HYt6+LZL6QkFrMmZNndGUtlzdgzpw8vTs0GLrGV6Fo/ED5+JgWBNpBArXLEzm7zMxMvWvmLTVQZUVFBTIzM9tdRqKWWPOLxqhRl9G/fwlmz87DkiVZiI2txfz58xAdHW3UepkzRI2YM+TMTMkZjUaGlBTppXWWPJ5pfom3pQcvb+sSciJHxZyxDJdqeKqpqcHateuRlaXE11+HS8a9SEkJwsWL0rPIvXtXYOHCcwgLa72raXh4FRYuPCfpGgc0ju0UHx+vN7+vry86dOiEfv1MG0SvX78ydOjQqc1BZYmcRVZWluS5JQaqbG39RJZkzS8afn4NuO22ixg5Uo6pUydjyZLHjW50ApgzRFrMGXJmpuaMNY9nOnTo0Gx664OPt6X58s3XT+QsmDOW4VJjPB0/fhz19fXYuDFS7w4/DQ0ybNgQhsTEc5IzxCEhtbj//mzk5PghI6NxgNiaGk/4+DQOENu3b7nBa6AVCgVmzZplcDAwmUyGhIThKCnZAaVSbdTAr0plPfr2rcDIkW0PKkvkLJrfatTSA1WaeytTImNY44tG08/vgAEDMGvWLLPqfOYMUSPmDDkzU3PGmsczkZGROHHihO41Sw9eHhkZafa6iOyJOWMZLtPwJIRAauphpKcHtPgFvKhIgdWru2PevPN6lyf06NH2IHtaCoUC8+bNa/X2h4MGDcLOnbsxY8ZFfPNNRKu3um4cVDYf3t7GDSpL5CyKi4slzy09UGXz9RNZkrW/aBQWFrarAYg5Y38ajYZ3QrIz5gw5M3NyxlrHM7169ZI0PFl68PJevXqZvB5izjgC5oxluEzDU3V1NUpLryAtLbzV+XJz/bBqVRRmzbqAbt1M70KqUqkwa9asVhudAMDHxwe33z4bq1d/jTvvzMPGjV1RUeGlN59SWY+ZMy8hJqYSc+fOM2pQWSJnoVarJc8tPVBl8/UTWZKjf9FgztiPRqNBamoqUlJS9C6TARrrpoKCAhQUFOD48ePw9/dHQkKCwXEhqX2YM+TMzM0ZaxzPxMbGwt/fX1KnzZiRj48+ijLpEnNjb8ZErWPOOA7mjGW4TMNTXV0dAOPu8FNUpMDHH0chIaEY1113Gb6+bQ/Ip1QqER8fb9I/c0xMDObNuxNr167HkiVZSE8PQHp6AKqrPeHrq0G/fuXo168cXl5emDvX+EFliZyFXC6XVKaWHqhSLneZKowckDN80WDO2F5RURE2bNhgUtf4yspKJCcnIy0tzaiTV2Q85gw5s/bkTNPjmYSEYiiVbX/2Wzue8fT0REJCApKTk3XTtIOXG3tTDVNuxkQtY844FuaMZbjMu/T29gZg/B1+Ghpk2L+/C0pL5bjttosYMGAACgsLLd59MSYmBkuWPI4TJ06gY8dDiIu7oHstMLAzEhImY+DAgTwDTS4pKCgIBQUFuucqVQ1ycvzNXl/zgSqDgswfe4CoLc7yRYM5Yzu5ublYvXo1amtr257ZgPz8fKxatQrz5s1DRESEhUvnnpgz5MzamzPa45nU1CD06VOOQYOuondvae+Y0NBQo49n4uPjkZaWJmnw0A5evmmTqtXL7sLDqzB9er5eo1NLN2Miw5gzjoc5Yxku0/Dk6+uLwMDOiIsrQ3q68XdN6Nu3AoGBnc0e4NUYPj4+GDFiBIYPH47q6mrU1dXB29sbvr6+HODVRoQQ3Pd2oFKpJBW1pQeqVKlULcxJ1H7O9EWDOWN9RUVFLR4MZGf7ITOzcUBfbW8zlaoGsbHliIyUjnNSW1uL1atXIzExkWekLYA5Q87MUjmj0ciQnt4BHTrUSxqeQkNDsWjRIqPX4+npiVmzZmHVqlWSus4aN2MifcwZx8ScsQyXaXiSyWSIjx9m8h1++vUrR0KCbe7wI5PJ4OfnBz8/8+6KRKarqanB8ePHkZp6GKWlV3TTAwM7Iz5+GAYNGsReAFYUExOD48eP655beqDKmJiY9haRqEXO+EWDOWMdGo0G33//vd7BQGGhosVeADk5/khNDUJYWBVmzJD2AqitrcWGDRuQmJjIA7J2Ys6QM3PEnAkODsa8efMMNoBY+mZM9CfmjONizliG8SPFOYFBgwbBy8sLM2fmw8NDtDpv4x1+LsHLi3f4cVVZWVlYvnwFkpJ24MABNdatC8cXX3THunXhOHBAjaSkHVi+fIXerWzJcrQDVTY1Y0Y+5HLjLonV4kCVZA/Nvwhov2iYw52/aLiC1NRUXLp0STLt1CklPvooqs0vnhcu+OGjj6Jw6pRSMj0/Px+pqakWL6u7Yc6QM3PUnImIiEBiYqLZJ0hUKhUSExN5qZcJmDOOizljGS7V8KS9w09MTAXuvDMPSmW9wfmUynrceWceYmIqMHfuHPZ4cUFZWVlYvfprZGYqsHx5L6xfH4709A44e1aJ9PQOWL8+HMuX90JmpgKrV3/Nxicr0Q5U2ZR2oEpjK2sOVEn2wi8aBDSehU5JSZFMKyxUGD3YLgCo1R5Yty4chYUKyfTU1FRoNO0bO8zdMWfImTlyzgQHByMxMRETJkzQK2NLlEolJkyYwEu8TMSccWzMGctwqYYn4M87/MTG1mLJkizMnp2HuLhS9OxZgbi4UsyenYclS7IQG1uL+fN5hx9XVFNTg7Vr1yMrS4mvvw5v8bLLigo5vv46HFlZSqxdux41NabfjpbaFh8fr3fGTDtQZVtn9cLDq7Bw4Tn07l0hmc6BKskW+EWDACAzM1PvVtabNqlMur040HhQsHmztC6sqKhAZmZmu8vo7pgz5KwcPWc8PT0xatQoPP7447jtttswaNAghIaG6m6OIZfLERoaikGDBuG2227DY489hlGjRjHfTMSccXzMmfZzmTGemuIdftzb8ePHUV9fj40bI9HQ0PrYXQ0NMmzc2BVLlmThxIkTGDFihI1K6T44UCU5M97hh5r3iM3O9jNrXAcAyMvzQ06On6Ruy8rKQlxcXLvK6O6YM+TMnCFnPD09ERcXx7rKSpgzjo85034u2fAE8A4/7koIgdTUw0hPDzBqgHkAqKjwQnp6ADp2PIThw4fz82EFHKiSnBW/aFDTg0EAyMwMaNf6MjICJJ+N5usn8zBnyFkxZ4g54xyYM+3jsg1PWrzDj3uprq5GaekVpKWFm7RcenoA4uIuoLq6mp8VK9EOVLlhwwazAlClUmHWrFluV0mT/fGLhnsrLi6WPM/Pb19v6ebLN18/mY85Q86KOePemDPOgzljPpcb44ncW11dHQCgpsa0j3Z1tadkebIODlRJzop3+HFfarVa8lybF+aqqZEu33z91D7MGXJWzBn3xZxxLswZ87h8jydyL97e3gAAHx/T7gbi66uRLE/Wox2oMj4+HpmZmcjKykJ+fj6Ki4uhVqshl8sRFBQElUqFmJgYxMbGsrs4OQTtF43U1FSkpKToDQRqiFKpRHx8PAcTd2JyuVzypV2bF+by8ZEurx2klyyHOUPOijnjnpgzzoc5Yzp+Csml+Pr6IjCwM+LiypCe3sHo5fr1K0dgYGf4+vpasXTUFAeqJGfELxruJygoCAUFBbrnKlUNcnKMO8NpiEolvYNqUFCQ2eui1jFnyBkxZ9wPc8Z5MWeMx4YncikymQzx8cNQUrIDSqXaqAHGlcp69OtXjoSEyRxYnIiMwi8a7kOlUkkOCGJjy5Gaav6X+L59y/XWT0TUHHPGfTBnyB1wjCdyOYMGDYKXlxdmzsyHh4dodV4PD4GZMy/By8sLAwcOtFEJiYjIWcTExEieR0ZWISzMuIF+mwsP1x8kuPn6iYjIvTBnyB2w4Ylcjo+PD26/fTZiYipw5515UCrrDc6nVNbjzjvzEBNTgblz58DHp313kCAiItcTGxurN3jojBn5kMtNG0tQLm/A9OnSO+AolUrExsa2u4xEROS8mDPkDtjwRC4pJiYG8+bdidjYWixZkoXZs/MQF1eKnj0rEBdXitmz87BkSRZiY2sxf/48REdH27vIRETkgDw9PZGQkCCZFhJSizlz8ow+KJDLGzBnTh5CQqS3SedgwERExJwhd8AxnshlxcTEYMmSx3HixAl07HgIcXEXdK8FBnZGQsJkDBw4kD2diIioVfHx8UhLS0N+/p9nknv3rsDCheewaZMKFy74tbhseHgVpk/P1zsYUKlUiI+Pt1qZiYjIeTBnyNXJhBCtD4IDoKysDIGBgSgtLUWHDsbfKYzIUQghUF1djbq6Onh7e8PX15cDiZNdsV6V4v4gR1dUVIRVq1ahtrZW77WcHD9kZAQgP98HNTWe8PHRQKWqQd++5XpjbQCAQqFAYmIigoODbVF0clOsV/Vxn5AjY86QMzK2XmWPJ3ILMpkMfn5+8PNr+WwBERFRS4KDgzFv3jysXr1a76CgRw/9wVxbolAoMG/ePB4MEBGRBHOGXBnHeCIiIiIyQkREBBITE82+NbVKpUJiYiIiIiIsXDIiInIFzBlyVezxRERERGSk4OBgJCYmIjU1FSkpKaisrGxzGaVSifj4eA7ySkREbWLOkCtiwxMRERGRCTw9PTFq1CjEx8cjMzMTWVlZyM/PR3FxMdRqNeRyOYKCgqBSqRATE4PY2FgeCBARkdGYM+Rq2PBEREREZAZPT0/ExcUhLi7O3kUhIiIXxJwhV8ExnoiIiIiIiIiIyCrY8ERERERERERERFbBhiciIiIiIiIiIrIKNjwREREREREREZFVsOGJiIiIiIiIiIisgg1PRERERERERERkFWx4IiIiIiIiIiIiq2DDExERERERERERWQUbnoiIiIiIiIiIyCrY8ERERERERERERFYht3cBiIiIiMi5aTQaZGZmIisrC/n5+SguLoZarYZcLkdQUBBUKhViYmIQGxsLT09PexeXiIicELPGebHhiYiIiIjMotFokJqaipSUFFRWVuq9rlarUVBQgIKCAhw/fhz+/v5ISEhAfHw8DwqIiMgozBrnx4YnIiIichk8G2o7RUVF2LBhA/Lz841eprKyEsnJyUhLS8OsWbMQHBxsxRISEVkec8a2mDWuQSaEEG3NVFZWhsDAQJSWlqJDhw62KBcRkUtjvSrF/UHt1dbZ0OZ4NrR9cnNzsXr1atTW1pq9DoVCgXnz5iEiIsKCJSMt1qv6uE/IEGMbknr16oXDhw8zZ2yIWeP4jK1X2fBE5GaEEKiurkZdXR28vb3h6+sLmUxm72K5HdarUtwf1B7mnA3VUqlUPBtqoqKiIqxatcrggUB2th8yMwOQn++D6mpP+PpqoFLVIDa2HJGRVXrzKxQKJCYmcv9bAetVfdwn1JSpJyw8PDzQ0NBg8naYM+Zh1jgHNjwRkURNTQ2OHz+O1NTDKC29opseGNgZ8fHDMGjQIPj4+NixhO6F9aoU9weZi2dDbUuj0eDjjz/GpUuXJNMLCxXYtEmFCxf8Wlw2LKwKM2bkIyRE+rdSqVRITExkjwALY72qj/uEtNpzwsIczBnTMGucBxueyOGx543tZGVlYe3a9aivr0d6egDS0jqgpsYDPj4NiIsrQ79+5fDy8sLtt89GTEyMvYvrFlivSnF/kDl4NtT29u/fj+TkZMm0U6eUWLcuHGq1R5vLy+UNmDMnD717V0imT5gwAaNGjbJoWd0d61V93CcEWOaEBQDk5ytw4kRH5owVMGuch7H1KgcXJ4sxtiGJPW9sKysrC6tXf42sLCU2boxERYX03z49vQOUSjVmzszH6tVfY968O9n4REQOqWnOeHp64vvvv9c7cGjtbGhOjj9SU4MMng2tra3Fhg0beDa0FRqNBikpKZJphYUKow8EAECt9sC6deFYuPCcZP+npqZyHBQisrqioqIWG51MPWHRqVM9zpxRoqhIoZvGnGk/Zo1rYsMTtZspDUn6PW/CJT1vSkp2YOfO3ex5YyE1NTVYu3Y9srKU+PrrcDQ0GO5RVlEhx9dfh+POO/Owdu16LFnyOBv/iMhhtJQzzRl7NvTCBT989FGU3tnQ/Px8pKam8mxoCzIzM/XGQdm0SWX0gYCWWu2BzZtVuO++bN20iooKZGZmIi4uzhJFJSLSo9FoLHrCwsenAbNmXcDHH0fpfcdmzpiPWeOa2PBE7WJKQxIA9ryxsePHj6O+vh4bN0a22Oik1dAgw8aNXbFkSRZOnDiBESNG2KiUREQtM5QzdXUy3HrrBfj6/jnIK8+GWl9WVpbkeXa2X6vjbLQmL88POTl+6NHjz14EWVlZPBggIqtJTU3VGzOovScsunWrQUJCMfbv76K3DHPGPMwa12RasyFRE9pLuDIzFVi+vBfWrw9HenoHnD2rRHp6B6xfH47ly3shM1OB1au/xjffrNX1vGne6KSl7XmTlaXE2rXrUVNTY+N35TqEEEhNPYz09IAW93dzFRVeSE8PQErKIRgx/BsRkVW1lDPe3kLS6AS072xoU9qzoaSv+SC8mZkB7VpfRoZ0eVsN8ktE7seSl28VFiok0+Pjr8DT0/D3ZuaM6Zg1rokNT2SW5pdwtdWQdPq0P9RqNbZtCzG65019fT1OnDhhjeK7herqapSWXkFammmDZ6anB6C09Aqqq6utVDIiora1ljMxMdLBQi1xNrSp5mdbqVFxcbHkeX5++y7Jbr588/UTEVmKpS/faiogQI0+fcpbXIY5YxpmjWtiwxOZ5c9LuFRGNSRt2tRYQTc/WGgJe960X11dHQCgpsa0f/Pqak/J8kRE9tBaznTrJm0Y59lQ21Cr1ZLn2rwwV02NdPnm6ycishRrXL7VVFvHOMwZ4zFrXBMbnshk7bmEa9iwqwCMa0hiz5v28fb2BtA48KEpfH01kuWJiGytrZwJCpI2jPNsqG3I5dK/hTYvzOXjI12++fqJiCzF2pdvNT8hor995oyxmDWuiQ1PZDJzL+HKyOiALl3qjK482POmfXx9fREY2BlxcWUmLdevXzkCAzvD19fXSiUjImpdWzkjl4tm8/NsqC0EBQVJnqtU7RuHsfnyzddPRGQp1r58q/kJkeaYM8Zj1rgmNvc5OI1Gg8zMTGRlZSE/Px/FxcVQq9WQy+UICgqCSqVCTEwMYmNjbXZnhPZewqVQNMCYTkzsedM+MpkM8fHDUFKyA0ql2qjeaUplPfr1K0dCwmTIZK1fQklErsEZc0atlsHL68/GJ54NtQ2VSoWCggLd89jYcqSmmv8Fvm9f6ZgoKpWqhTmJyJk5Qs5Y+/Kt5idEmmPOGI9Z45r4iXdQGo0GqampSElJ0RsID2isPAsKClBQUIDjx4/D398fCQkJNrk1Z3sv4aqtNa7Bij1v2m/QoEHYuXM3Zs7Mx9dfh7c6HpeHh8DMmZfg5eWFgQMH2rCURGQPzpwzxcXe6Nr1z1tTq1Q1yMnxN3t7PBtqnJiYGBw/flz3PDKyCmFhVWaNkxIeXiW5vbV2/UTkOhwpZ+RyuaTxydInLNTq1k/YMmeMx6xxTbzUzgEVFRVh1apVSE5ONlhJG1JZ+f/s3XdYk9fbB/BvIIQVBFkaAVFBZLgXuK2Ku666qrbWYm0dbR21VevqcPycddS2KtU66p7Vqoh7gLgHQ0SRLSAieyU57x++SQlhBLLD/bkurzZPnnFyeHLuPGfmITg4GIGBgUhPT1dr+mo+hCsbGRkmCrUw/NfzpiP1vFGCmZkZxowZBXf3XIwblwg+v6Tc/fj8Eowblwh391yMHTsaZmbKdT8mhOg2fY8zycmyDRKenhWvJqQIag1VjKenJywtZSv4hg5NAZdbvYYoLleMIUNk51vh8/nw9PRUOo2EEN2ga3FG3cO3MjIqH6FBcUZxFGsME1U86ZiEhAQEBgbWeKWDlJQUBAYGIiEhQcUp+49kCJe3dw74fMXGJ/P5JfDyyoFYbASjKu466nmjWu7u7hg/fhw8PYswZ04MRo1KhI9PFpo0yYWPTxZGjUrEnDkx8PQswoQJ4+Hm5qbtJBNC1MgQ4kxMDF/mtaQ1tCaoNVRxxsbG6NSpk8w2R8cijB6dqPADAZcrxujRiXB0LJLZromedIQQzdDFOFO2okfVDRZlG0RKozhTPRRrDBMNtdMh6enp2Lt3L4qKiuTee/nSAlFRVkhJMUNBgTHMzUUQCArh6ZmDRo1kC7KioiLs3bsXAQEBcHBwUEtaazKEi8vlwsGhCOPGJeL48frIzTWR25fPL8GwYa/+v+fNeOp5oyLu7u6YM2cWHj58CBubMPj4JEnfs7a2RadO/dCqVSvKb0IMnKHEmadPrZCbaww+/7+hDkOHpmDr1sYQChVvU6PW0Orz8/NDeHi4zAOlh0cupkyJxYkTgkqHQjg752PIkBS5BwGBQAA/Pz+1pZkQojm6GmfUPXyrbIOIBMWZmqFYY3g4jLEq17bPzs6GtbU1srKyUKdO9VYyI4oRiUTYvn07Xr16JbM9Lc20yi+Xk1M+hg4t/8sVEBCgtlrdmJgY7N37N2Ji+ApVJE2YMB6MMRw4cAglJSWIiLBCRISVNPB4e+fA2zsHJiYmGDt2NPW8URPGGAoKClBcXAwejwdzc3MazqgFVK7KovxQP0OLM126vIa/f5rM/tHRfBw86KxQ5ZOkNdTDI1dme58+fdClSxfVfAADJRlCU96DZVycBSIj3z1YFhYaw8zs3YOll1eO3IMaAJiamqq1ArM2o3JVHuWJeulynBGJRFi/fr3MsL+0NNMaNVhMmRIrk86cHC5++aUpRCKO3L4UZ2qOYo1+ULRcpYonHXHjxg0EBwfLbNOHH9AxMTHVrkgqLCzEw4cPERIShqysN9Jzvet505F63pBagcpVWZQf6mdoccbCQohBg17B3Fy2270iDziVtYaqsyLNkCQkJFTYq0FRpqamGD9+PFxcXFSYMiJB5ao8yhP10vU4o670nT/viBs37GW2UZxRDYo1uo8qnvSIOmvg+Xw+Zs6cqdbCraYVSdTzhtRmVK7KovxQL0ONM3y+NQoL8+SWyQaoNVQT0tPTcezYsRrN4yIQCDB8+HDKbzWiclUe5Yn66EOcEYlE5c49pUyDRVYWF8eONUBBAZfijJpQrNFtVPGkR8LDw3H48GGZbdu2NarxmOPJk1/KbBs5ciR8fHyUSaJCqCKJEMVRuSqL8kO9DDnOJCYmUmuoFlW1XHpZfD4ffn5+NMGrBlC5Ko/yRH30Jc6ocvhWdVCcUQ7FGt2laLlKk4vrgJiYGJnXL19a1KiQBoDERAvExVnIFI4xMTEaeSDgcDiwsLCAhUXN0k4IIUQ9DDnOuLi4ICAggFpDtcTY2BhdunSBn58foqKiEBMTg5SUFGRkZEAoFILL5cLOzg4CgQDu7u7w9PSkhwBCDJC+xBkHBweMHz++3AYLV1f5ScNVgeKM8ijW6D+qeNIBZX8oR0VZKXW+yEgrmUKzpkuZEkIIMQyGHmccHBwQEBBAraFaZGxsDB8fH41UQBJCdI8+xRllGyyMjIwgFour3I/ijOpRrNFfVPGkAzIyMmRep6QoN7F22ePLnp8QQkjtUhviDLWGEkKI9uhbnFGmwaJDhw549uwZxRlCqoEqnnRA2UlRCwqUK6AKC2WPL2/SVUIIIbVHbYoz1BpKCCGap49xRpkGC4ozhFQPVTzpAC6XK1OYmpuLlDqfmZns8Vwu/ZkJIaQ2ozhDCCFEnfQ5zlCDBSHqp/jalkRt7OzsZF4LBIVKna/s8WXPTwghpHahOEMIIUSdKM4QQipDFU86QCAQyLz29MxR6nxeXrLHlz0/IYSQ2oXiDCGEEHWiOEMIqQxVPOkAd3d3mdeNGuXDyalmS3k6O8svA1r2/IQQQmoXijOEEELUieIMIaQyVPGkAzw9PWFpaSmzbejQFHC5VS/TWRqXK8aQIbJLgvL5fHh6eiqdRkIIIfqL4gwhhBB1ojhDCKkMVTzpAGNjY3Tq1Elmm6NjEUaPTlS4sOZyxRg9OhGOjkUy2/38/GgZT0IIqeUozhBCCFEnijOEkMpQxZOO8PPzkxu77OGRiylTYqvspursnI8pU2Lh4ZErs10gEMDPz0/laSWEEKJ/KM4QQghRJ4ozhJCKcBhjrKqdsrOzYW1tjaysLNSpU0cT6aqV0tPTERgYiKKiIrn34uIsEBlphZQUMxQWGsPMTASBoBBeXjlyY6ABwNTUFAEBAXBwcNBE0gkh1UTlqizKD82gOENI7UHlqjzKE/WjOENI7aJouUoVTzomISEBe/fuLbewVpSpqSnGjx8PFxcXFaaMEKJKVK7KovzQHIozhNQOVK7KozzRDIozhNQeiparNNROx7i4uCAgIKDGS4YKBAIEBARQIU0IIaRcFGcIIYSoE8UZQkhZ1ONJR4lEIoSGhiIkJAR5eXlV7s/n8+Hn50eT7xGiJ6hclUX5oXkUZwgxbFSuyqM80SyKM4QYPkXLVa4G00SqwdjYGF26dIGfnx+ioqIQExODlJQUZGRkQCgUgsvlws7ODgKBAO7u7vD09KQCmhBCiMIozhBCCFEnijOEEAmqeNJxxsbG8PHxgY+Pj7aTQgghxABRnCGEEKJOFGcIITTHEyGEEEIIIYQQQghRC4V6PEmmgcrOzlZrYgghpLaQlKcKTLNXK1CcIYQQ1aI4I49iDSGEqJaisUahiqecnBwAoJUFCCFExXJycmBtba3tZGgdxRlCCFEPijP/oVhDCCHqUVWsUWhVO7FYjOTkZFhZWYHD4ag0gYQQUhsxxpCTk4MGDRrAyIhGPVOcIYQQ1aI4I49iDSGEqJaisUahiidCCCGEEEIIIYQQQqqLmj8IIYQQQgghhBBCiFpQxRMhhBBCCCGEEEIIUQuqeCKEEEIIIYQQQgghakEVT4QQQgghhBBCCCFELajiiRBCCCGEEEIIIYSoBVU8EUIIIYQQQgghhBC1oIonQgghhBBCCCGEEKIWVPFECCGEEEIIIYQQQtSCKp4IIYQQQgghhBBCiFpQxRMhhBBCCCGEEEIIUQuqeCKEEEIIIYQQQgghakEVT4QQQgghhBBCCCFELajiiRBCCCGEEEIIIYSoBVU8EUIIIYQQQgghhBC1oIonQgghhBBCCCGEEKIWVPFECCGEEEIIIYQQQtSCKp4IIYQQQgghhBBCiFpQxRMhhBBCCCGEEEIIUQuqeCKEEEIIIYQQQgghakEVT4QQQgghhBBCCCFELajiiRBCCCGEEEIIIYSoBVU8EUIIIYQQQgghhBC1oIonQgghhBBCCCGEEKIWtbri6d69exg/fjycnJxgamoKV1dX+Pv7Y//+/Wq53u7du2FiYoJPPvmk3PcLCwsxd+5cNGjQABYWFujcuTOuXr0qt19iYiJGjRoFGxsbWFtb44MPPkBCQoLcftevX0eXLl1gYWEBgUCAOXPmoLCwsMp0isVirFy5Eo0bN4aZmRlat26NY8eOye2XmZmJzz77DA4ODuDz+fD398eTJ0/k9gsPD0e/fv3A5/Nhb2+PgIAAZGZmyu13/PhxtG3bFubm5mjUqBGWL18OsVhcZXqJYmp6PwDv7ompU6eCw+Fg586d5e6j6vty27Zt8PLygpmZGTw9PbF169ZqfV5CdAHFmfJRnDFc58+fB5/PR8+ePRU+Rlv3JcUZom8oppSPYorhqiqmKPq3L482Yoqi3xmDxGqpjRs3MiMjIzZgwAB2+PBhdvfuXXbmzBk2efJkZmxszF6+fKmya719+5ZNmjSJWVhYMHt7ezZx4sRy9xs1ahSztbVle/fuZaGhoWz8+PHMzMyM3b17V7pPdnY2c3NzY23atGFBQUEsODiYtWvXjrm5ubHs7Gzpfnfv3mVmZmZszJgxLCQkhO3bt4/Z29uzUaNGVZneuXPnMjMzM7ZlyxYWFhbGZs+ezTgcDjt16pR0H6FQyPz8/FijRo3Y8ePH2bVr11jfvn2ZnZ0di4+Pl+4XHx/P7OzsWO/evdnVq1fZyZMnWZMmTZifnx8TCoXS/U6dOsU4HA776quvWFhYGPvjjz+Yubk5mzt3bnWymlRAmfshMjKSdenShbm4uDAAbMeOHXL7qPq+/PXXX5mRkRH76aefWFhYGFuxYgUzMjJiv/76q9J5QYimUJypGMUZw1NUVMS++eYbZmZmxgQCAevRo4fCx2rjvqQ4Q/QNxZSKUUwxPIrGFEX+9uXRVkxR5DtjqGplxVNQUBDjcDhs4cKF5b5/5swZlpaWprLrhYaGsqFDh7LIyEjWo0ePcgvvkJAQBoDt27dPuk0kErEWLVqwfv36SbetWLGCmZiYsLi4OOm2xMRExuPx2IoVK6Tb+vXrx7y9vWUKyEOHDjEALCQkpMK0JiQkMC6XK3MuxhgbNGgQa9asmfT1vn375M6Vm5vL6tWrxz7//HPpts8//5zZ29vLfIFv374t91k9PT1lPidjjK1evZpxuVyZYEBqpqb3A2OMbdiwgX311VcsMzOzwoonVd6X+fn5rG7dujL3EWOMTZ8+ndWtW5fl5eVV67MTog0UZyjO1DbJycnsvffeY6GhoWzixIkKVzxp476kOEP0DcUUiim1jSIxRdG/fXm0EVMU/c4YqlpZ8dS+fXvWrl07JhaLq3XcpUuXGIBy/1XUElBWRYX33LlzmaWlJSsuLpbZ/r///Y9xuVyWmZnJGGOsQ4cOrG/fvnLHDxgwgLVr144xxlhWVhbjcrls+fLlMvuUlJQwKysrNmfOnArT9+uvvzIALDk5WWb7gQMHGAD2+PFjxti72loPDw+546dOncrs7e2leevo6MimTJkit5+Xlxf74IMPGGOMhYeHMwDs77//ltnn1atXDADbtGlThendtGkTc3d3ZzwejzVr1ozt3LmTjRkzRqZwio+PZ3PmzGFubm6Mx+MxJycn9uWXX0oLgdjYWAaA/fPPP+y7775jdnZ2zMbGhn3xxRdMKBSyp0+fsj59+jBzc3PWpEkTduTIEem5JffEnTt3WEBAAKtTpw5zcHBgS5cuZYy9C9y+vr7MzMyM+fj4sKtXr0qPLSoqYn/++Sfr3Lkzs7S0ZHXq1GHvvfcee/DgQYWfV5LW8v5V9CNfmfuhrIoqnlR5X54+fZoBYDdv3pTZ79atW9K/EyG6juIMxZnaFGfKqk7FkzbuS4ozRN9QTKGYQjFFfl9F//bl0UZMUfQ7Y6hq3RxPcXFxuHPnDiZPngwOh1OtYzt06IDHjx+X+2/ZsmVKpevBgwdo0aIFTExMZLa3bdsWQqEQT548gVgsxuPHj9G2bVu549u2bYvHjx9DLBbjyZMnEAqFcvtxuVy0bNkSDx48qDQd9evXh0AgkDu/5H3JfytKx+vXr5GUlITk5GSkpaVVuF/pc5W+hkS9evXg5ORUYXo3b96ML7/8EsOHD8eNGzewcOFCfPvtt7h8+bLMfsuWLcOjR4+wcuVKhISEYMWKFdi2bRt++uknmf3mz5+PO3fu4Pjx41i9ejUCAwOxdu1a9O7dGz169MDFixfh6+uL8ePHIzU1VebYTz75BLm5uTh37hzmzJmDpUuX4vfff8fgwYMxceJEBAcHQyAQYNSoUSguLgbwbpz+4sWLMXz4cFy4cAEnT55Efn4+Bg8eDKFQWO5ndnJyqvAe3LFjR7nHKHM/KELV9+WDBw/A4XDQpk0bmf1at24NDoejdHoJUTeKMxRnalucUYY27kuKM0SfUEyhmEIxpXyK/u3L0lZMUeQ7Y8i42k6Apj1+/BgA0K5du2ofa2lpiebNm6s6SQCA5ORkeHh4yG2XfJGSk5Px5s0bFBYWyn25JPsVFxfj9evXSE5Oljm27H7h4eGVpqOi4yTvS/47ePDgSvczMjKqNB2lz6XIfqWVlJTghx9+wLBhw7Bq1SoAQPv27eHj44P27dvD09NTuu/ChQvh7Owsfd22bVucPn0a58+fx4oVK2TOeebMGZiYmKBr1644ceIE5s2bh6VLl2LhwoUAAHd3d+zfvx/BwcEYP3689FhHR0fs27cPHA4Hfn5+2LNnD6ZNm4adO3fi448/BgCsXLkS7du3x+3bt9GlSxd4eXkhIiICVlZW0vMsXboUAwYMQFRUVLn3momJSbXvQWXuB0Wo+r5MTk6GjY0NzMzMZPbh8Xiws7Mr934gRJdQnKE4U9vijDK0cV9SnCH6hGIKxRSKKeVT9G9flrZiiiLfGUNW63o8ZWVlAQDq1KlT7WOvXLkCLpdb7r+AgACl0lVQUABzc3O57ZJt+fn5KCgokNlW0/3y8/OVSoeq0ltQUADGWI3Se//+fbx+/VqmAAWANm3awNfXV2abpOB++/Ytbt68ib/++gsJCQl48+aNzH5Tp06VqYFu1qwZGGP46quvpNvs7e1ha2srt+LBV199JdMK1axZM9StWxcTJkyQ2QZAeqy1tTWsrKwgFAoRHh6OY8eO4fz58wAglzaJuLi4Cu/B3r17l3uMMveDIlR9X1Z0b6kqvYSoG8UZijO1Lc4oQxv3JcUZok8oplBMoZhSPkX/9uUdV3q/io5VdUypaXoNRa3r8SSpoc3Jyan2se3bt6+wy17dunWVSRZMTU1RUlIit12yzdTUFKampjLbarqf5P2K0lFe3pQ+v6LpNTY2rjQdPB4PHA5HJr1lux6WlJSUG2hfvnwJAGjUqJHce25ubjKFa3h4OGbMmIFr167B1NQUTZo0QUFBgdxyp15eXjKv+Xw+BAIBbGxs5LYXFRVVeWyzZs2kLSeSbQCkxxYWFmLevHn466+/kJ2dDRcXF2mNd0VLsTZo0KDCe9DS0rLc7crcD4pQ9X1Z0b2lqvQSom4UZyjO1LY4owxt3JcUZ4g+oZhCMYViSvkU/duXd1zp/So6VtUxRZF70JDVuoonSTfG8PBwtG/fvlrHqrO7qoODA16/fi23PT09Xfp+3bp1YWxsXOF+RkZGsLW1hYODAwBUuJ/k/YrSERUVVWk6FE2vpPCuKh2l09uwYUO5/dzc3CpMb3lf0NK192/evEGPHj3g4eGBO3fuoHXr1gDedQvduXOnzHE8Hk/uXOVtAwDGmNLHTp06FYcPH8Yff/yB4cOHw9zcHC9fvkTjxo3LPQ6oWXdVZe4HRaj6vnRwcEBmZibEYrFM8GOMISMjQ+n0EqJuFGcozgC1K84oQxv3JcUZok8oplBMASimlEfRv31Z2oopityDhqzWDbXz8PBAs2bNcODAAW0nRYaPj0+545cl23x8fGBiYgIPD48K93N3d4epqSm8vb1lji27n4+PT6XpiI+PR25uboXpqCq9FhYWaNSoEVxdXcHn86tMh+S/ZffLy8tDXFxcuel1cXEB8K77ZlmlWwyOHz+OjIwM7Ny5U1pwl91HG4qLi7Fnzx58+eWXGDdunLSLpTrSpcz9oAhV35c+Pj4QCoV4+vSpzD7R0dEoKSlROr2EqBvFGYozZffRBk3GGWVo476kOEP0CcUUiill99EGXYwpiv7ty9JWTFHkO2PIal3FEwAsWbIEZ86cwd69e8t9/8SJE7h7965G0zRkyBCkpaXh4sWLMtv37t2LDh06SLsxDhkyBGfPnsXbt2+l+2RmZuLff//F0KFDAbxbUcHX1xf79++XOdfFixfx6tUr6X4AkJqaKl2pAADef/99iMViHDx4UC4d9evXR8eOHaXpuHPnDmJiYqT7lJSU4NChQxg0aBC4XC6MjIwwaNAgHDlyRKZb4bNnzxAWFiZNR/v27dGgQQPs27dP5poHDhyAUCjEkCFD5PKrRYsWsLGxkfsbvnjxAjdu3JC+loyLt7W1lfnMx44dkzunJuXl5UEoFMqkCwB+++03lV9LmftBUaq8L/39/WFmZiZ3P+zduxdmZmbo169ftdNHiKZRnKE4U5viTHUkJSVBJBJJX2vjvqQ4Q/QNxRSKKRRT5Cn6txeJREhKSpLZRxsxRdHvjMFitdQ333zDjIyM2KRJk9jp06fZvXv32OnTp9mECRMYh8NhN2/eVMt1e/TowSZOnFjue++99x5zdnZmhw4dYrdu3WJTpkxhxsbG7MKFC9J9UlNTWb169Vi3bt3YxYsX2aVLl1i3bt1Y/fr12atXr6T7XbhwgRkbG7MpU6awW7duscOHDzMnJyfWq1cv6T5Xr15lRkZGzN/fXyYdn3zyCbO2tmY7duxgd+7cYYsWLWIcDoft3LlTuk9BQQHz9PRkPj4+7N9//2U3btxgw4cPZ5aWliw8PFy6X3h4OLOwsGDDhw9n169fZ2fOnGE+Pj7My8uLFRQUSPfbuXMn43A4bOHChez27dtsx44dzNramk2aNKnCvPzpp58YADZz5kx2/fp1tm/fPta4cWNWr1491rNnT8YYY3fv3mVGRkZsxIgR7ObNm+zo0aPMzc2NNWrUiLm6ujLGGIuNjWUA2KVLl2TOv2TJEuk+pbm6urIlS5Ywxhi7dOkSA8BiY2Nl9pk4cSLr0aOH3LEA2I4dOxhjjLVq1Yo5OTmxo0ePsps3b7Jx48axRo0alZsWZSlzP1SU/tJUeV8yxtjSpUsZj8dj69evZ3fu3GG//PIL4/F47IcfflA+MwjREIozFGdqU5xRJG179uxhANhnn30ms13T9yVjFGeI/qGYQjGFYoo8Rf72n332GQPA9uzZI92mrZiiyHfGUNXaiifGGPv333/ZgAEDmJ2dHeNyuaxevXps6NChLCgoSG3XrKzwfvv2Lfviiy+Yo6MjMzU1Ze3bt2dnzpyR2y8qKooNGjSIWVlZMT6fzwYPHsyio6Pl9jt9+jRr3749MzU1ZQ4ODmzatGksKytL+v7Dhw+Zra2tXAFZVFTE5s+fz5ydnRmPx2M+Pj5s9+7dcudPSkpiH374Iatbty4zNzdnPXr0YGFhYXL7hYSEsO7duzNzc3NmY2PDxo0bx1JSUuT227lzJ/Px8WE8Ho85Ozuz77//nhUVFZWbV4wxJhaL2f/+9z/WpEkTZmJiwho3bsw2btzIxo0bxwYOHCjd76+//mLNmjVjpqamzNvbm+3evZt9++23Wi+8nz59yvr168esrKyYvb09mz59OgsNDVVb4V3T+6Gi9JelqvuSsXd/29WrVzM3NzfG4/GYm5sbW7duHROLxTX78IRoCcUZijOM1Z44U1Xazp49y/h8vvSzSWj6vmSM4gzRTxRTKKYwRjGlNEX+9kuWLGF8Pp+dPXtWZrs2Yoqi3xlDxGGszExjhOi5nj17olmzZvjjjz+0nRRCCCEGiOIMIYQQVaGYQmqDWjnHEzEM5dWZJiYmIiQkBD179tR8ggghhBgUijOEEEJUhWIKqc2oxxPRW1999RWEQiEGDx4Me3t7PH36FD/99BMsLCxw+/ZtmJiYaDuJhBBC9BjFGUIIIapCMYXUZlTxRPTWuXPnsGLFCjx+/Bg5OTkQCAR4//338cMPP8DOzk7bySOEEKLnKM4QQghRFYoppDajiidCCCGEEEIIIYQQohY0xxMhhBBCCCGEEEIIUQuuIjuJxWIkJyfDysoKHA5H3WkihBCDxxhDTk4OGjRoACMjagOgOEMIIapFcUYexRpCCFEtRWONQhVPycnJcHFxUVniCCGEvJOQkABnZ2dtJ0PrKM4QQoh6UJz5D8UaQghRj6pijUIVT1ZWVtKT1alTRzUpI4SQWiw7OxsuLi7S8rW2ozhjOObMmQMOh4M1a9ZoOymE1GoUZ+RRrFGf2NhYbNu2DXv37sXbt2/l3q9Tpw66d++Obt26oVOnTvDx8QGXq9CjqBxl4wxjDElJSQgNDcWNGzdw+fJlvHjxQm4/DoeDvn37YsqUKejduzf1kiOkHIrGGoUmF8/Ozoa1tTWysrKokCaEEBWgclUW5YdhSEhIgLu7OwDg+fPn1MuCEC2iclUe5YnqPXz4EMuXL8fhw4chFotl3nNycsLIkSMxbNgwdOnSBSYmJkpfT11xJiYmBidPnsSRI0dw8+ZNufdbtGiBhQsXYuTIkTR0lZBSFC1X6VtDCCGEEJVYuXIliouLUVxcjJUrV2o7OYQQQtQkOjoao0ePRuvWrXHw4EFppZOpqSkmTJiAixcvIj4+Hr/88gt69uypkkonQH1xxt3dHbNnz8aNGzcQGxuLH374AQ0bNpS+//jxY4wZMwbt2rXDxYsXVXZdQmoL6vFECCFaQOWqLMoP/SdphS4uLgYA8Hg86vVEiBZRuSqP8kR5b968wQ8//IAtW7ZAKBRKtzs6OuKrr77C559/Dnt7e7VcW9NxRigU4uTJk1i1ahVu3bol896YMWOwYcMG1KtXTy3XJkRfKFqu1mxgLSGEEEJIKZJWaAlJa/TmzZu1mCpCCCGqUFJSgj/++ANLlizBmzdvpNsdHR2xYMECTJkyBebm5mpNg6bjDJfLxYgRIzB8+HAEBQVhwYIFuHfvHgDgwIEDCA4Oxvbt2zFs2DC1XJ9oH2MMqampiI+PR1JSEl69eoX09HRkZmYiKysLubm5KCwsRHFxsbTXn7GxMXg8HiwsLMDn82FtbQ1bW1s4Ojqifv36cHFxQcOGDVG3bl0tfzrNoh5PhBCiBVSuyqL80G9lW6ElqNcTIdpD5ao8ypPqEwqFOHjwIJYuXYpnz55Jt1tYWGDu3Ln45ptvwOfz1Z4OXYgzYrEYO3fuxLfffouMjAzp9tmzZ+N///tfjSdLJ7ohKSkJd+/excOHD/HkyRNERUXh2bNnKCgoUMv16tati6ZNm8LLywstWrRA69at0bZtW72rkKIeT4QQQgjRiLKt0BLU64kQQvSPUCjEgwcPcOLECezatQvx8fEy70+YMAErVqzQaKOCLsQZIyMjfPrppxg8eDC++OILHDt2DACwbt06RERE4NChQxqphCPKY4whJiYGwcHBuHLlCm7cuIHExESNpiEzMxNhYWEICwuT2e7p6YmuXbuiZ8+e6NOnj8EM56QeT7VMcHAwvpk5E2t++QV9+vTRdnIIqbWoXJVF+aG/KmqFlqBeT4RoB5Wr8gwhTxhjyMzMRHJyMlJTU/H69WuZYT/5+fkoLi5GSUkJRCKR9DgjIyNwuVxwuVwYGxvD2NgYHA4HYrEYJSUlyM3NRUZGBuLj4xEVFVVuL48ePXpg1apV6NixoyY/sk7GGcYYtmzZgpkzZ0rnuurYsSPOnDkDW1tbjaWDKE4sFuPmzZs4cuQI/vnnHzx//rzS/blcLpo0aQI3Nze4urrC2dkZAoEAjo6OsLW1hbW1Nfh8PszNzWFiYgJjY2MAgEgkQlFREfLz85GTk4OsrCxkZGQgLS0NycnJSExMxMuXL/H8+XPEx8ejquqYdu3aYciQIRg5ciS8vb1Vlh+qomi5ShVPtQhjDJ39/BAaFga/jh1xMzQUHA5H28kipFaiclUW5Yf+mj59OrZs2SJ9zfv/ZaaLSy2rPX36dOr1RIiGUbkqT5/yJD8/H48fP8aTJ08QGRmJp0+f4vnz54iLi0N+fr7G0mFkZIQBAwZgzpw56Nmzp1aeHXQ5zly5cgXDhg3D27dvAbyrJLhw4QKsra01nhZSvufPnyMwMBC7d++usFcTn89Hx44d0aFDB7Rt2xYtWrSAu7u7ylZjrEh+fj4iIyPx+PFj3L17F2FhYbh3757MxP2ltWzZEhMnTsTHH3+stkn8q4sqnoicc+fOoX///pjl5ob1z5/j7Nmz6Nevn7aTRUitROWqLMoP/VReK/T0xo3BAGyJjZVuo15PRNsSEhLA4XBq1T1I5ao8Xc0Txhiio6Nx7do13Lx5E2FhYYiMjJROVqxJxsbGaNy4Mdq2bYtevXphyJAhEAgEGk+HhD7EmcePH8Pf3x+pqakAgG7duuHcuXNqn2ydVIwxhkuXLmHNmjU4c+aM3PtcLhddu3ZFv3790Lt3b7Rp00bpObpUFWfy8/MREhKCCxcu4MyZM3jw4IHcPjweD+PGjcOcOXPQvHlzpa6nLKp4IjIkvZ3w/Dludu2KztevA25u1OuJEC2hclUW5Yd+Kq8V+rm/PxhjcA8O1onWaEKAd/cfh8OpVfcglavydClP0tLScO7cOZw7dw4XLlzAq1evqjzGzMwMrq6uaNiwIZycnFCvXj04ODjIDPuxsLCAqampdOiPZDidWCyGSCSCUCiESCSCSCQCYwwcDgc8Hg+WlpaoW7cu6tWrp1OTZOtLnImIiECPHj3w+vVrAMDIkSNx4MABGP1/7yyiORcvXsTChQsREhIis93Y2Bj9+vXD2LFjMXjwYJVP4q2uOJOQkICjR49i3759uHXrltz7w4YNw08//aS1CiiqeCIyJL2dznbqhH716uFcair6h4RQrydCtITKVVmUH/qnolboza1avfv/hw91pjWa1G6SexVArboHqVyVp+08iY6OxtGjR3HixAncunWrwrlduFwumjdvjrZt26Jly5bw8fFBs2bN4OTkpHBFhiH08tO3OHP37l306NEDeXl5AIAFCxZg2bJlWklLbRQbG4uZM2fi5MmTMttdXV3xxRdfYNKkSWqbqFtTcebp06fYunUr/vzzT+nwTuDdkNjJkydj+fLlsLOzU8u1K6JouUpVsLUAYwxLFy+Gn50d+jo6AgD6OjrCz84OSxcvrnJCM0IIIaSssisM8YyMMM/DQ/p6XtOm0nk4gP9WHiJE0yT3Kt2DRBtiYmKwbNkytGrVCs2aNcP8+fMRGhoq8/vb0tIS/fv3x4oVK3Dt2jVkZ2fj/v37CAwMxNdff40+ffrAxcWlWr1nVq5cqff3u6riTEJCgkZWLGvXrh0OHjwo/TstX74c+/fvV/t1azvGGH799Vc0b95cptKpefPm2LdvH2JiYjBv3jy1rg6nqTjTrFkzrF27FgkJCfjll1+kw2DFYjG2bt0KLy8vHD58WG3XVwb1eKoFyvZ2km6nXk+EaA2Vq7IoP/RLVa3Q0m061hpNap+y92ptugepXJWnqTxJTU3FgQMHsHfvXrml0iV8fHwwePBgDBgwAJ06dQKPx1PZ9Q2hl58q44ymh9pu2LABM2fOBACYm5vj+vXraNu2rUauXdvk5ORg4sSJOHbsmHSbQCDAypUrMWHCBI0MddRmnCkoKMDGjRuxbNky5OTkSLdPnjwZGzdu1Mg8Y9TjiQAov7eTBPV6IoQQUhNVtUJLUK8nom1l71W6B4m65Ofn4++//8bAgQPh5OSEr7/+Wq7SydfXF6tXr0ZMTAyePHmClStXokePHiqtdAIMo5efquJMQkICtm/fjm3btmmk1xMAfPXVV/j0008BvKsYGDZsGNLS0jRy7drk1atX6Natm0yl07Rp0xAVFYWPP/5YY/NraTPOmJub47vvvkNUVBSGDx8u3b59+3b06NFDobnjNIV6PBm4ino7Sd+nXk+EaAWVq7IoP/SHoq3Q0veo1xPRkvLuVaD23INUrspTdZ6IRCJcvnwZu3fvxpEjR5Cbmyu3T6tWrTBu3DiMGTMGrq6uSl+zKobQy0+Vcab05OSanHy8qKgIPXv2RGhoKACga9euuHDhgsorGWur9PR0dO/eHVFRUQAAGxsb7N69G4MHD9ZoOnQpzjDGsGvXLkybNg35+fkAgMaNGyM4OBhNmjRR23WpxxOptLeTBPV6IoQQUh2KtkJLUK8noi1l71UJugeJssLDw/Hdd9/B1dUVffr0wV9//SVT6dSwYUPMnz8fT548wYMHD/Dtt99qpNIJMIxefqqKM5LeThKa7PVkamqKo0ePokGDBgCA69evY9q0afS8pQLFxcUYNmyYtNKpYcOGCA0N1XilE6BbcYbD4WDixIkICQmBi4sLgHcTrvfo0QOxpSpmtYUqngxYUFAQQsPCsNTDAxwOp9x9OBwOlnp4IDQsDEFBQRpOISFAcHAwWjdvjuDgYG0nhRBShbI/4gHgM1dXOFcyh4CLhQUml3ng0uSPf1I7lXevlkb3IKmuN2/eYPPmzWjfvj2aN2+OVatWISkpSfp+nTp1EBAQgMuXLyM2NhbLly+Hj4+PRtNY0X2vT/e7KuPMwoULtVoJJxAIcPz4cZiZmQEAAgMDsXbtWo1d31AtWbIEN2/eBAA0aNAAV65cQbNmzTSeDl2NMy1btkRISAi8vb0BAImJiejTpw9SUlI0npbSqOLJQCnS20mCej0RbWGMYdH33+NheDgWff893X+E6LjqtkJLUK8nomnl3at0D5LqYozh0qVL+PDDDyEQCPDll1/i7t270ve5XC7ef/99HDx4EKmpqdJ5VTQ1t0xZutT7oqZUGWf27Nkjt5+mKwM6dOiAP//8U/p67ty5tNKdEqKiorB69WoAgImJCU6cOIFGjRppJS26HGecnJxw6dIleHl5AQBevHiB/v374+3bt1pJD0AVT3IMpfeFIr2dJEr3enL7/3GghGiC5D6d5eZGve5IraGvcaYmrdAS1OuJaFJF9yrdg0RRubm52Lx5M7y8vNCrVy/s379f5gGzbdu22LhxI5KTk3Hy5EmMGjVK2qtFW3S190V1qDrOiMViuf20URnw4Ycf4ocffpC+/uijj3D06FGNpsFQrFy5EiKRCACwYMECtG/fXivp0Ic44+joiPPnz0uH+T569AiDBg2SWf1Ok/Su4ikhIUFtfzxD6X0h6e3kxufD3tQU996+rfKfvakpGltYID4+HgsXLJB+dn19QCK6r3SvvLXNm1OvO6IzKM6Ur6at0BIV9XqiOENUraJ7lXrekaqkp6djwYIFcHFxwZdffomnT59K37O3t8esWbPw+PFj3L17F19++SUcHBxqdB11xBld7n2hKFXHmYpoozJg0aJF+OyzzwAAQqEQo0aNwrp16/Tqd4C25eXl4eDBgwDeTSb+zTffaC0t+hJnnJycEBQUJC2rbt68CX9/f6Snp2s8LXq3qt306dPB4XDUsiKBZAW4WW5uWP/8ud6u9FZUVAT3xo2RWINxnDYmJnhbUoKzZ8+ib9++6Oznh9CwMPh17IiboaFV9p4iRFFlV1ysbSss6lK5qgt0KT8ozsgrb9WWj1xcsLZ582qdZ/bjx9hT6sc+j8eDj7c37j94QHGGqERVq2HVplUWdalc1RUV5UlmZib+97//YdOmTdLVoCR69OiBqVOnYvjw4SpbkUzVcaai+54BenO/qyvOAIAJhwMOh4PiUj2gNLnCnYRIJEJAQAD++usv6bbu3btj+fLl6Ny5M8W/KgQHB8Pf3x8AMHnyZGzbtk0r6dDHOPPgwQP06tULmZmZAABXV1f8/fff6Ny5s9LnVjjWMAVkZWUxACwrK0uR3dUmPj6e8Xg8xuPxWEJCgkrPLRaLmV/HjszPzo6Jhw5lfnZ2zK9jRyYWi1V6HU2Jj49nd+/elfu3adMmBoCNc3ZmANimTZvYnTt3WAsfH9bC2prF9+0r/exnzpxhANgsNzcGgJ09e1bbH4sYiLLfNzZsmEF876pDV8pVXaEr+UFxpnzTpk1jANT2j+IMUZWy9yrPyIgl9OvH2LBhjA0bxuL79mU8IyOZfaZPn67tZKuFrpSruqRsngiFQrZ582Zma2src0+YmJiwSZMmsUePHqk8DeqIMxXd9/p0v6szzrSwsmLTGjeWzSM1xHlFiEQitmDBArk0Nm/enC1cuJAFBwezt2/fajxd+kDyHAuA/fnnn1pLh77GmYcPHzKBQCBNE4fDYdOnT2fp6elKnVfRWKNXFU+l/8iq/uOdPXv23Y/eTp0YGzaMne3UyeB+BFf00COpYCr72b2aNdPLBySi+8p+3yT/DPF7VxFdKVd1ha7kB8UZeZKHJHU9EHAAmUYPijOkpsq7V6c3biwTZ9iwYTrzAKpuulKu6pLSeRIeHs46dOggdy98+eWXar0fVB1nqrrv9eF+V3ec4XE47Fb37jpVGRAUFMTc3d0rTLOLiwvr3bs3mzJlClu2bBnbs2cPu3LlCouNjWXFxcVaS7c2LVu2TJo/x48f10oa9D3OJCYmsi5dusikzcrKin3//fcsLS2tRudUNNbozRxPZSfwUuXYXFbOCnCGuNJb2QnHJROKz545U+6ze1pZIfLpU7l9afJnoqzyvm8Shvi9I/qD4kz5KlolSVUYgP89e0ZxhihN0flhdG0ODqJ5O3bsQLt27XD79m3ptvHjx+PZs2fYuHGj2obEqCPOVHXf68P9ru44U8wYdiUk6NTEz/7+/ggPD8fOnTvRqVMnufcTEhJw4cIFbN26Fd9//z0mTJiAHj16oHHjxjAzM0PDhg3Ro0cPBAQEYMWKFTh27Biio6OlE28bIisrK+n/v3nzRitp0Pc44+TkhMuXL2PVqlWwtLQEAOTk5GDZsmVo2LAhvvjiC0RGRqrl2npT8VT2j6zKP155K8AZWmVLRQ89ZSuYJDiMoYONjd49IBHdV9mKi4b2vSP6heKMvKpWSVKVbXFx8LayojhDaqw6q2HRKotk5syZKCwsBAB4enri2rVr2LNnDxo2bKjW66o6zihy3+v6/a7JODPRxUWnKgN4PB4mTpyImzdvIikpCbt27cLUqVPRuXNn2NjYVHicWCxGQkICrl69ij///BMLFizAiBEj0KxZM1hZWcHPzw/Tp0/H7t278eLFC4OJqZ6entL/DwkJ0fj1DSXOcLlczJ07F9HR0fj8889hYmICACgsLMQff/wBb29v9OvXD//++2+5K0PWlF5MLl7eBF6AaibqYoyhs58f8Pw5bnbtKvMgzBhD5+vXATc3vZ/wtOxEzsC7z+dz4QL4XC5u9egh/XzSSZ5L7SuzXU8mwyW6p7Lvm8w+BvK9q4y2y1Vdo+38oDhTvsLCwmotu3vx4kWMHTsW+9u3Ry8HBzDGMDAkBAzAmU6dpJ/vYno6xt65I90PAKy4XFx5/ZriDKmR6dOnY8uWLdLXPCMjPPf3r3AZ9oT8fLgHB6tlsuGEhARwOBytT+Cs7XJVF0nyRGLGjBlYtWoVzCu4T1RJHXFG0ftenfe7sqqKM0lJSejYsSNKSkqk2z5t2BArfXxk9pv+8CEOJSfLbCu7nxWXizlPnujcxM/lYYzhzZs3ePHiBeLj42X+xcXF4eXLl8jIyFDoXM7OzujTpw/69++Pfv36VVqppcvy8vJgb2+PwsJC1K1bFwkJCdJeO5pgqHEmISEB69atw/bt25GbmyvznqenJ+bMmYOPPvoIpqam5R6vaKzRi4qnsn/ksu8p88crr0JG5n0DqGyp6KGnvAomxhg6X70KALjZvbtePSAR3VfV9026nwF876qi7XJV12g7PyjOKK+8WENxhmhCVSsMVURdKw+pc2XM6tB2uaqLJHliYmKCP//8ExMmTNDYtVUdZ6p73+viSluKUPRhf+Ldu9iVkFDlfrpcCVdd2dnZiImJQXR0NCIjIxEeHo4HDx7g+fPnFR7D5XLRq1cvjBkzBh988IFMRaw++Pjjj7F7924AwI8//ohFixZp5Lq1Ic5kZWXhzz//xObNm/HixQuZ95ycnDBv3jx89tlnchVQBlPxVFHrgIQyf7za0vuiot5O5f3wr6i3k/RcBvKARDRPke+bzL56/r2rCj0QyKI4o//3e9lYY6hxRld6s5D/VLcVWkIdD6CS8gSA1h/qKc7Ik+TJkSNHMGLECI1dVx1xRpd6X6iLog/75X42Pa6EUzbOZGVl4fbt2wgJCcHVq1dx48YNFBQUyO1nbm6OUaNGYdq0afD19VU22RoRGRmJFi1aQCQSgcfjITQ0FG3atFH7dWtTnBGJRDh16hTWrVuHq///O07C1dUVK1euxJgxY6S/6xSNNTo/x1N5E3ipamxuZXPNSOjDHByVqWgi56C0NIRmZmKpp6f0szPGsDQqCn5168pN+ixBcz2RmlLk+yah7987ol8oziivvFhjqHFm5cqVOjFBKHmnOnNulKWOOTgk5Ym2544hlevTp49Gr6fqOFOT+16X55ypiKITOa989kzmwb6i/SR0deJnCWXjjLW1Nfr06YNFixbh/PnzePPmDc6fP4+ZM2fCtdQ9UFBQgF27dsHPzw+dO3fG6dOndTLulubl5YXZs2cDePd3GzJkCBJK9XRTh9oWZ4yNjTF06FBcuXIFoaGhGDJkiPS9uLg4fPjhh3jvvffw9OnTap1Xp3s8VVTLzQCla6lrS+8LVfZ2kp5Tx1ujie6RfN/SIyJwoH17KPINYgDG3LkDB29vvfveKYJaomVRnNHfOAOorreT9Hw6Gmd0qTcLeaemrdASqmyNLlueaLsXBcUZedrIE3XEGV3qfaEu6urtJN1HR3s9qTvOMMYQFhaG3bt3Y+/evXj79q3M+35+flizZg26dOmi0uuqUlFREXr06IFbt24BAJo0aYKgoCC4ubmp5XoUZ4B79+5h/vz5Mg2kZmZmWLNmDSZMmAAbGxv97vFUUS23Kmqpa0PvC1X3dpLQ9dZoonuKi4uRmJCA57m5aH/5Mtop8K/95ct4npuLpIQEtS6xS2o3ijPKU2VvJwldjTPUm0W3lNcKPcbJCaZGRkgvKlLon5mxMUY3aCBzjpq2RqtzZUyiv1QdZ3St94W6qKu3k4Su9npSd5zhcDjw9fXF5s2bkZycjMDAQPiUmoA9NDQUXbt2xSeffII3b96o/PqqYGpqihMnTkgr6F68eAE/Pz9cuHBB5deiOPNO27Ztce7cOZw+fRpNmjQB8G5hgBkzZmDy5MkKnUNnezxVVcutTC21tnpfaHpeiMp6O6UXF+NAhw7Sz37zzRt8+ehRla3Q0nPraGs00V0JCQlIT0+v9nGOjo5ab31SB2qJlkVxRj/jDFBxbydDizO61puFVD5ZsyrOXZ3WaHWujFlTFGfkaTpP1BFntN37QhNxRt29naT76livJ23FGbFYjJMnT2LhwoUIDw+XbhcIBNizZw969eql1uvXVFJSEvr27YuIiAgA7yrVvv32WyxduhRmZmYquQbFGXn5+fmYN28eNm3aBADSMlVvJxevqlBVptAsKiqCe+PGSExJqXa6XAQCPIuNrXA5wcpocpWTih56isViDL91C6+KimT2N+Zw0NDcHIc6dqRhUIRoAD0QyKI48x99iTNA+bHGUONMeT8+dXWISm1Q1WTNyqruD3l1roxZUxRn5Gk6T1QdZ8q77z9yccHa5s2rla7Zjx9jT6neFtUd5qfuOKNo5ZpcxZEWh0CpgrbjjFAoxLZt2zB//nxkZWUBAIyMjLB27Vp8/fXXWo/D5Xn79i0+/PBDnD17VrqtadOm2LhxI/r376/UuSnOVO7YsWOYMmUKdu/ejQEDBuhnxZOitdzK1FLHx8dj8MCBQGIidrRuDQ6HA8YYJj14ADg7Y8dff5X75app7wtNzwtR3YceEw4HJTUYzqDMAxIhmhYcHIxvZs7Eml9+0fjEomXRA4EsQ4wzCQkJSEtLw6SJE6sVa/QlzgDVizX6HGd0pZWR/EedrdClr6HID3l1roypDIoz8jSZJ+qIM9rufaGJOKNo5VpSQQF8r1xBcam4oulKOFXSpTiTlJSESZMm4fz589Jt8+bNw/Lly3Wy8kksFmP16tVYtGgRSkpKpNv79u2LZcuWoX379jU6L8WZquXl5UEkEilUrlar4mnGjBlo0aIFPDw80KxZM9SvX18tN5+itdzK1FKXNwwNUF/X/tKfSVM1ktUZ2vTq1StkZmYCAGxtbVFPgWEQgOEOgyKGR9IzIzQsDH4dO2q9BwU9EMjStVZoCWVbQzUZa7QRZwDFY03pOAMoHmt0Ic7oWitjbafuVmgJRX/Il1eeANB6LwqKM/I0mSeqjjO60PtCE3FGEw/7iqRB099XXYszYrEYS5Yswc8//yzdtmzZMixYsECj6aiO8PBwfP7557hx44bM9oEDB2L+/Pno0qWLwr/9Kc4oTtFytVoVT2VZWVmhWbNm8PT0hKenJ7y8vODl5QV3d3eYmJjUKOGKtg5I36tBa3RlKw2pY2UhmhdCc3SpRwvRLZIKgFlublj//LnW542hBwJZutgKLX2vhr2eNBlrKM6oj662MtZmhYWFyMnJ0ci1rKysKp0rRJ0rYyqL4ow8TeWJOuKMtntfaCLOaOphvyo8Hg/Xr19Hhw4dNHI9XY4zv/32G6ZNmyZ9ffr0aQwcOFDj6VAUYwz79u3D999/j5cvX8q85+vri1mzZmHEiBFV1lVQnFGcwuUqU0BWVhbDu+kWFPpnYmLCfHx82KhRo9gPP/zADh8+zJ4+fcqEQmGV15o2bZrMuXhGRiyhXz/Ghg0r9198376MZ2Qkc8z06dMrvcbZs2cZAHa2U6dyz3m2U6d37589q0j2VPszKZJGUn1isZj5dezIADC/jh2ZWCzWdpKIjpDcG352dkw8dCjzs7PT+j0iKVezsrK0lgZdosn80EScYUyzsYbijPqUd7/U5H4ghqmi8qSm5YYqUZyRp6k8UXWciY+PZzwer1rPYzX5x+PxWEJCgkKfSR33dHnX0Na/Fi1aqPSzVedz61qcWb58uTQd9evXZ2/fvtVaWhRVWFjItmzZwho2bCj3t3V2dmbLly9nr1+/1nYyFaLLcYYxxcvVavV4On78OJKTk/H06VPpv5cvXyq81LGZmRl8fHzQsmVLtGzZEq1atUKrVq1ga2sLoPqtA9J9qtEazSppgZbZR0Ut0bo0XtfQ6VqPFqI7yg530oXVsqglWpYkPz788EPUq1cPdnZ2sLe3l/7XwcEBDg4OsLOzA5fLrfF1NBFnAM3GGooz6qPrrYxEu9S5MqYqUJyRp4k8UUeckfS++O6777Bjxw7pPiYcDm737IkGFfSWSCooQMcrV2Tm1/v0008rXX69vN4XmogzutLbqbSwsDC193rShzjDGMPgwYPx77//AgAWLVqEH3/8UePpqImSkhLs27cPa9euxaNHj2TeMzc3x6RJk/DNN9+gcePGWkph5XQ9zgBqGmpX3skKCwsRHR2NqKgoREZGIiIiAhEREXj69KnM5F6VadiwIVq3bo3k5GTcuXNHul3RlQmqMwdHRfNtyO2nogdTXRuva6jKPuSpergk0V/lVQCosnK5puiBQFZFQ7rL4nA4sLW1haOjI+rXr4969eqhfv36EAgEEAgEaNCgAZycnODk5AQrKyu542u6DHV153rSZKyhOKM+Fd0vjDGdWgmJaIc6V8ZUBYoz8iR5kpGRIW34VjV1xRlNNZwo8pnKvqeKe1rRoU2FhYXIzc1V6lp8Pr/CoU2lK/c+//xz/P7770pdqyr6EmdiY2Ph4eEBoVAIe3t7JCUlgcfjaSUtNcEYw6VLl7Bhwwb8888/Mh1nuFwuJk2ahKVLl6JBgwZaTKU8XY8zgAYrnioiFAoRExODJ0+e4MmTJ3j8+DEeP36MmJgYhXtIuZqbY2LDhuhQty462NigXiVjHxUpVBVpgZbZV8kHU10er2todLFHC9ENml5IQFH0QCBL0Yqn6qhTpw5cXFzg4uICV1dXWFtbY+3atRCJRNJ9FPnRLt1XwR/vmow1FGfURx9aGYn2aGJlTGVRnJEnyRNfX1/88ccfaKVg+a+omlYOSfet5H7RVMOJIp+pNEMq+zQ9X6K+xZmxY8fiwIEDAN7Nq9u7d2+tpENZz58/x8aNGxEYGIi8vDzpdj6fj2XLlmHGjBkw+v/Ju7VJH+IMoHisUVuOcrlceHp6YuTIkVi6dCmOHDmC6Oho5Obm4tatW9i6dStmzJiBrl27ltsqDQBxBQX48elTvB8aivpnz8L13DmMDgvD2mfPcCMjAwWlHh7mNW0qnd0dAIqLi/H5558jPDxc+pARFBSE0LAwLPXwqPLHPYfDwVIPD4SGhSEoKKhGebBy5UqZG4VnZCSXxsq6uhLFMMawdPFi+NnZoa+jIwCgr6Mj/OzssHTxYoUrOonhKe/ekKB7RDeFhYXh+vXrOH78OAIDA7Fq1SrMnTsXkyZNwqBBg9CxY0c0atQI5lX80AbeBcLw8HCcPXsWf/zxB1atWiVT6QQAl16/xsiwMCyIiMDOuDiEvnmDtxX8uFYkzgCajTUUZ9SnvLyd5+EhfV3e/UB5XXtUdX9I0H2im27duoXWrVtjyJAhOH78OAoKClRyXkXvi4qUd79MmDAB27dvx7Zt22T2/czVtcpKJwBwsbDAZFdXmW3btm1DYmKiQmmqTXGm7GdV92fTtzgzePBg6f+HhYVpLR3KcnNzw4YNGxAfH48lS5ZIK0tyc3Px9ddfY+DAgXjz5o2WU2l4cUZtPZ6qIy4uDk2bNpUZmsczMpKpmS+PCYeDFnXqoEPduuhoY4PTqak4mpIifd/Y2BhfffUVGjRoAD8/P3z7zTdICw/HgfbtoUibMgMw5s4dOHh7V7slWh/G6xoKXe3RQrSvquFO2rxHqCVaVk3yIycnB6mpqUhJScGrV6+QnJyM5ORkJCUlITExEUlJSUhISEBRUVG101PP1BTN+Hx4WVnBi8+Hd506aMbn4/uICOwp9WO9dJzp1KkTfH190a1LF6RHRKg91lCcUR99aWUk2qGplTGVRXFGXkW9a83MzODr64v27dvDy8sLjRs3hkAggJ2dHerUqQNTU9MKy2aRSISioiI8f/4c7dq1k3me6efoiM9cXVEkFqNILEaJWIxixiAUiyFkDGLGIHkQM+JwwOVwcDgpCTczM6XnMDIygqenJyIiIqTbFO3tJFHTXk+1Kc5oer5EfYwzYWFh8PX1fZcuAxpe/vr1ayxcuBB//PGHdJuHhweCgoLgWqbSVlP0Jc4AOjDUrjrUuTxo+/btpbWzr9PTceDgQaSnp1frHC4CAZ7FxsLU1FThY/RlvK6+q2xIiy7M40O0R9MLCVQXPRDIUld+MMaQnp6OadOm4ciRIyo7b2kdOnTAoEGDAAD16tXDrxs34klkZLXPU91YQ3FGfRQd0qILcysQzavukCdt3ScUZ+RJ8mTFihX49ddfFe71Y2RkBBMTE+niFowxiEQilJSUQFxFQ7k6NLW0xKeurmhjbY0WderARIFhQbMfP5ZpOFHkwbQ2xRlNz5eoj3HGUCueJC5cuIBx48YhLS0NAODq6oqrV6+iYcOGGk+LvsQZQI8qnjSxgoGnpyc8PDzQqFEjODg4wM/Pr1oTCjo6OlartlDfxuuqSnBwML6ZORNrfvkFffr00cg1dblHC9EuTS8kUF30QCBL3+NM69at4ebmhoYNG8Le3h4dO3as9sS11Yk1FGfUF2f0qZWRaJ42J3iuLooz8krniYWFBc6fP4+jR4/i/PnziIuL03byNK6yB9PaFGc0PY+VvsaZPXv24KOPPgIALF++HPPnz9fo9TUhLi4Offv2RXR0NIB3PZ+uX78OBwcHjaVBn+IMoEcVT+rs7VQeGxsbuLu747PPPsPw4cPVchPpw+zzqibpXRIaFga/jh010ntE13u0EO3R9EICNUEPBLIMLc40adIEn3zyCYYNGwYXFxeVX4PijPrijD61MhLN09YEzzVBcUZeZXny6tUrPHr0CNHR0YiPj8erV6/w5s0b5OTkID8/H8XFxdL5/DgcDoyNjWFiYgIej4eXL18iOTlZGx9JKZU9mNamOFPeZwWgts+mr3FmzJgxOHjwIAD9nly8KikpKejRoweePXsG4N0IqgsXLmisHNWnOAPoScWTJlqhq9KmTRv069cP/fv3R+fOnWFiYqLU+fRxvK4qSHqXzHJzw/rnzzXSe0TXe7QQ7VH03pDur4V7hB4IZBlynPHw8IC/vz/69++P9957D5aWlkqdj+KM+uKMvrUyEs1S54pl6kBxRp468kQX4owyynswrU1xRtPzWOlrnImNjYWHhweEQiHs7e2RlJQEHo+nkWtrQ1xcHLp06YKkpCQAQPfu3fHvv/8q/RuuKvoWZwA9qXgqLCxETk5OlfvdunULV69eldn2/LklTpxoAJGoqjHNQhgZxcLH5z5ycqKRkJAgt6qRhJWVFfz9/TFo0CAMGDAAAoFA0Y8ipY/jdZVVtneJJnqP6EOPFqIdkntDE5M7K4MeCGTpd5zJh5HRc3h6PkJe3gskJSVBKBSWu6epqSl69uyJwYMHY8iQITWaN4DijPrijL61MhLNqun9IaHp+4TijDx15ImicQaobqzJALAAQPnPLapS3oNpbYozmp7HSh/jDGMMgwcPxr///gsAWLx4MX744Qe1X1fbwsPD0b17d+kKd127dsU///wDGxsbtV1T3+IMoCcVT4oQiURYv3498vLypNvS0kyxdWtjCIVVT6QnweWKMWVKLOrWzUV8fDxevHiB2NjYSrvFtm/fHkOGDMHQoUPRokWLKn/c6ut4XWWV7V2iid4j+tCjhWhHUVER3Bs3RmKpFS4VVZOFBGqKHghkGVKcsbXNQ2JiImJjYxEfH4+EhIQKK6LatWuHESNGYNSoUWjatGmV16A4o744o4+tjERzyrs/PnJxwdrmzat1nppM8FxTFGfk6VesKQZQKLfV2FiMjz+Og739f/eipaUlPv/8c+Tm5uK3337Dli1bUFj47lgul4tly5Zh0qRJFabNysoKZmZmAGpXnNH0PFb6GmdWrFiBBQsWAAAEAgGioqJqTZly584d9OnTB1lZWQAAb29vnDx5Em5ubiq/lr7FGcYYzp07h06dOsHGxkb/K57Cw8Nx+PBhmW3btjVCUpJFtc/l7JyPyZNfymzr2bMnEhIScObMGZw7dw4ZGRnlHtuoUSMMGzYMI0aMQOfOnWFsbCy3j76O11VGeT2P1N3DSF96tBDtSUhIqPbqlUD1FxJQBj0QyDLkONO/f3+8evUKZ86cwb///ouEhIRyj23dujU+/PBDfPjhhxXOC0VxRn1xRh9bGYnmqHOuOHXdJxRn5BlyrBk5ciR8fHwAAC9evMAnn3yCa9euSd+fP38+li1bVmV5WZvijKbnsdLHOPPbb79h2rRp0tf//vsvBgwYoLbr6aJ79+6hf//+0mcLGxsbbNu2DSNHjlTpdfQpzuTk5GDq1KnYu3cvvv/+eyxbtkz/K55OnDiBBw8eSF+/fGmBnTsb1fh8kya9hKtrvvR169atMXToUADvWiLCwsJw+vRpnDp1Cg8fPiz3HPXq1ZO2UHfv3h3GxsZ6O15XWRX1PFJnDyN96dFCSGXogUBWbYkzjDE8evQIJ0+exLFjx3D//v1yz9GzZ09MnDgRI0eOBJ/PB6C/80IoSxNxRt9aGYlmqXsOH3XdJxRn5NWWWAMAQqEQ8+fPx5o1a6TbZs6ciXXr1lVY+VSb4oym57HStzgjFouxdOlS/PTTT9JthrqSnSKeP3+OwYMHIyoqSrpt7NixWL9+PerXr6/0+fUpzgQHB2PKlCmILfW9AKD/FU+///47UlNTpa/Pnq2H0FC7Gp/Pzy8D/fv/d7569erhiy++KHff+Ph4/PPPPzh+/DguX75c7lCJevXqYeTIkUhOTsaxY8ek2/VhvK6yKptnSd29nvShRwshlaEHAlm1Nc7ExsbiyJEjOHjwIG7fvi33vqWlJcaOHYvPPvsMf/31F3777TfpexRnVBdn9KmVkWieJlbGVMd9QnFGXm2MNVu2bMH06dOlr+fNm4cVK1aUe059nH+opjQ9j5U+xZnk5GRMmjQJQUFB0m3z5s3D8uXLa/WokezsbHz22WfSlf0AoE6dOliwYAG+/PJLWFhUv/eihD7EmZiYGMyfP1+m56aVlRU2b96MiRMn6n/F07Jly2QqfHbscEVcXM1nk3d1zcOkSXHS11wuF99//32Vx2VmZuLUqVM4evQozp49Kx03XRF9GK+rrKrmWaJ5lQipGD0QyKI486417e+//8aePXsQHR0t975kiJkExRnVxBl9amUkmqepFcvUcZ9QnJFXW2PNjh078Omnn0pfr1q1CnPnzpXZR1/nH6oJTc9jpS9xRiQSITAwEN999x3evn0LADAyMsKaNWswa9YsFaRU/zHGsGfPHsycOVM66TgA1K9fH7Nnz8aUKVNgbW1drXPqepyJiIjA6tWrsXv3bplF2rp3744dO3bA3t5eoXJV8VlTtaRsL6OCAvm5laqjsFD2+IomfC2rbt26+Oijj3Ds2DGkp6dj3759GD58eIVDtq5mZGDj8+d4XVRU5bnnNW0KntF/f4ri4mKsXLlSoXRpC2MMSxcvhp+dHfo6Opa7T19HR/jZ2WHp4sVQoH6TEEK0QlfijJubGxYtWoSoqCiEhIRgypQpsLKykr5fuhw1AjChgnmgykNxpmIrV65U6489fchrUjEHBwckJiYiLS1Nrf8SExNhb2+v7Y9L1EibsWbSpEkyvSm+/fZb7Ny5U2afsmUhz8gI8zw8FE6PPsWZ6n5WZT+brscZxhhOnz6Ndu3a4fPPP5dWOtWvXx9BQUFU6VQKh8PBRx99hKioKEyePBlG/39fvHr1Ct9++y2cnZ0xbdo03Lt3T+HfJboYZ4qLi3HkyBH07dsXPj4+2Llzp7TSydHREdu3b8elS5fQpEkTxfOOejwp1hJdkYiICLRs2VKm9q80Ew4H/RwdMd7FBT3t7WFcQfdEfZsXQtFV5ajXEyHlo5ZoWRRnypeXl4fffvsN3377rdwPGGMOB+/Xr4/pjRujlQKtaxRn5Ol6KyMhyqA4I6+2x5ply5Zh4cKFAABjY2OcOHECgwYN0rv5h5Sh6XmsdDnOlJSU4PDhw1izZg3u3bsn895HH32E9evXw86u5sNBa4Pw8HAsXboUR44ckfud5u3tjTFjxmDEiBHw8fHR+WGKRUVFuHz5Mo4cOYIjR47I9OgC3k2qPmvWLMyaNUumYVTRcpWrtpSriJ2dncx4aIGgUKlCWiCQHSKn7Jfp119/rbDSCQBKGMOp1FScKvUZFCGpudbFsdGKtEJLlG6N7tu3r85/4QghtY8uxxlLS0vExsaW22omYgzHU1JwvAYLLQAUZ4D/Whk1ofSPNEJI7aMLsWbBggVITU3Fpk2bIBKJMHLkSAQFBWH//v1yFSO7ExKwu4JVWBWli3Gmpj275jVtiu1xcdK5nhT9bLoYZ6Kjo/HXX3/hzz//xKtXr2Tea9euHdatW4fu3burI4kGx8fHB4cOHUJUVBR++eUX7NmzB3l5eQDedVBZsmQJlixZAldXV/Tt2xe9e/dGt27d0KBBAy2n/N0E8uHh4bhy5QqCg4Nx4cIF5Obmyu3XpEkTzJgxA5MnT1bqt4zO93jS9AoQ1aEv43VVTdFWaOn+1OuJEDnUEi2L4kz5KM5QnCGkpijOyKNY8+5hc9y4cThw4AAAgM/no7CwUOFh4dWlS3GmNs1jVdazZ89w7NgxHDp0CHfu3JF7v23btli4cCGGDRtGHQWUkJ2djf3792PXrl24ceNGhfu5urqiQ4cOaNOmDVq2bAkvLy80atQIxsbKDcGtSH5+PqKjoxEeHo6HDx/i3r17uH37NrKzs8vd38LCAsOGDcMnn3yC3r17S4cUlsdgejy5u7vLFNKNGuXDySkfSUnVnzXe2TlfpoCWnL+mNDVeV5daCSSt0G58PuxNTXHv/8cAV8be1BRufD71eiKE6CSKMxRnCCFE3XQl1hgZGWHXrl3IysrC2bNny+3hoEq6FGdUMY9VTXo9aUNOTg6uXr2K8+fP48yZM+UuWmJsbIyhQ4dixowZ6NmzJ8VOFahTpw6mTJmCKVOmICEhAceOHcM///yDq1evytx7cXFxiIuLk1khzsTEBI0aNYKrqyucnZ1Rv359ODg4wNbWFtbW1uDz+TA3NwePx5NWBAmFQhQVFaGgoAA5OTl4+/YtMjIykJqaipSUFCQkJODly5dITk6uMu0ODg7o378/hg4div79+8PSsuY9Msuj8z2eRCIR1q9fL+2yBgBpaabYurUxhELF50bncsWYMiUWjo7/TfbN5/Mxc+bMGtUs6vJ4XXUqKiqCe+PGSKzB0A4XgQDPYmMrnJCdkNqEWqJlUZyRR3GG4gwhyqA4I49izX8KCgrg7+9faa8MVdGFOGPo81ilpaUhJCQE169fx9WrV3H37t0Kp4Np06YNxo8fj/Hjx6N+/foaTmntlJeXh+vXr+PKlSu4ceMG7ty5g/z8/KoPVCOBQAA/Pz9069YNPXv2RKtWrSrt2VQRg+nxZGxsjE6dOiE4OFi6zdGxCKNHJ+LgQWeFCmouV4zRoxNlCmgA8PPzq3F3NmXG65aUlODff/9FYGAgQkNDy6SVixEjRmDGjBnw9PQEoFvzQpiamuLmrVtIT0+v9rGOjo70MEAI0TmGEmfEYjFOnTqF1atX4+nTpzLvDRw4EAsXLqywRZziDCGEqJeuxRpzc3OcPHkSo0ePxoULF6TbJ02ahMWLF6u8t4O240x5PYj1dR4roVCIR48eITQ0FCEhIQgJCcHz588r3N/Y2BidO3fG+++/j+HDhyvVE5vUjKWlJfr16yedDkAkEiEqKgoPHz5EeHg4IiMjERMTg9jYWJX3QnR0dESTJk3g4eEBLy8vtGjRAm3atNH4PFM63+MJePeHCQwMREqZ1s+0NFOcOCGotIuqs3M+hgxJkSugBQIBAgIC1DaOUlH379/Hhg0bsG/fPrnCcMiQIViwYAF8fX21lDpCiLpou1zVNdrOD0OKMyKRCAcOHMCSJUsQExMj3W5sbIwvvvgCS5YsgYODg0bTRAjRPG2Xq7pI23mii7GmpKQEU6dORWBgoHRbw4YNsXz5cowdO1brz0qqoO/zJebk5ODmzZu4du0abty4gbCwsCp7y3h5eeG9995D79690atXL9jY2KglbUS1GGPIzMxEcnIyXr16hfT0dGRmZiI7Oxu5ubkoLCxEcXExxP8/3JPL5YLH48HCwgJ8Ph82NjawtbWFg4MDBAIBnJycYG5urtY0K1qu6kXFEwCkp6cjMDAQRUVFcu/FxVkgMtIKKSlmKCw0hpmZCAJBIby8cuTGPwPvWlMDAgJ06od3SkoKNm/ejN9++w2ZmZky7/Xp0weLFy9Gt27dtJQ6Qoiq6UK5qkt0IT8MLc6UlJQgMDAQP/zwg8yqNXXq1MGiRYvw5ZdfUu8gQgyYLpSrukYX8kQXYw1jDFu3bsWsWbNQUFAg3d6oUSN8+umn+OCDD+Dl5aWWOYAYY2CMgcPhqG2OoenTp2PLli1qOXfpa6iq11NxcTFu3ryJ8+fP4+LFi7h9+3alq6ibmpqiXbt26Ny5M7p06YIuXbro1HMuMWwGV/EEvKut3rt3b7kFtaJMTU0xfvx4uLi4qDBlqpObm4vt27dj7dq1ckMsevXqhR9//BFdunTRUuoIIaqiK+WqrtCV/DDEOJOXl4e1a9di1apVMnOLuLu7Y926dRg8eDBNKEqIAdKVclWX6Eqe6GqsefbsGWbMmIGgoCC59wQCAXx9feHj4wM3Nzc0aNAAdnZ24PP54PF44HA4EIlEKCoqQl5eHrKyspCZmYmMjAykp6cjLS1N+u/169d48+YNsrOzkZ+fD8njqLm5Oezs7ODk5ISmTZuiRYsW6NChAzp27FjjoX/6Ml9iQkICzpw5g9OnT+PChQsy8bqshg0bolOnTujcuTP8/PzQunVr8Hi8miadEKUYZMUT8K6V4NixY3JdVBUhEAgwfPhwvagBLi4uxq5du7By5Uq5MbsDBgzAsmXL0KZNGy2ljhCiLF0qV3WBLuWHocaZlJQULFq0CH/++SdKh/4BAwZgw4YNaNq0qRZTRwhRNV0qV3WFLuWJLseaixcvYvXq1Th37hwUeFRUOy6Xi44dO6JPnz7o168fOnbsCC5XsamKCwsLkZOTo+YUvmNlZQUzMzOF9hWJRAgNDcW///6L06dP4+HDhxXu6+XlhZ49e6J79+7o2rWr1icyJ6Q0g614Av77ooaEhFRaGyzB5/Ph5+en1CSv2iIUCrF371789NNPchVQY8eOxbJly9CkSRMtpY4QUlO6Vq5qm67lhyHHmQcPHuDrr7/G1atXpdt4PB6++eYbLFiwQOUTyhJCtEPXylVdoGt5ouuxJj4+HkeOHMG5c+dw8+ZNlVXgmJubS5eIt7S0BJfLhVgsRm5uLl6/fo3U1NRKj69bty78/f3Rr18/+Pv760wP46rEx8cjODgY586dw/nz5+WmV5FwdHRE37590bdvX/Tp0wcCgUDDKSVEcQZd8SQhmQ0+JiYGKSkpyMjIgFAoBJfLhZ2dHQQCAdzd3eHp6anzDwJVKSkpwa5du/Djjz8iPj5eut3ExAQzZszAokWLULduXS2mkBBSHbparmqLruaHocYZxhgOHTqEOXPmyAzrdnV1xYYNGzB06FAtpo4Qogq6Wq5qk67miT7EGrFYjBcvXiAqKgpxcXFISUlBZmYm8vLyUFxcDMYYjI2NYWpqCktLS9SpUwc2Njaws7ODvb09HB0dpf+qauAoKChAdHQ07t+/j5CQEFy5ckVutdbSmjZtKu0R1KlTJzRp0kTrQ8jFYjGioqIQGhqK69ev48qVK3jx4kWF+3fo0AGDBg3CwIED0a5duxota0+INtSKiqfaqKioCL///jt+/vlnvH79Wrrd1tYWP/zwA7744guFu54SQrSHylVZlB/akZeXh2XLlmHNmjUoKSmRbn///fexadMmuLq6ajF1hBBlULkqj/JEfyUmJiIoKAhnz57F+fPn8fbt2wr3tbOzQ7t27dC6dWs0b94cXl5ecHd3V8vKbowxpKamIjo6GlFRUXjy5AkePHiABw8eVNpDzNraGv7+/hg4cCAGDhyIevXqqTxthGgCVTwZuOzsbKxatQrr1q2TWX3Cx8cHmzZtwnvvvafF1BFCqkLlqizKD+2Kjo7G9OnTERwcLN1mYWGBJUuWYNasWTAxMdFi6gghNUHlqjzKE8MgFAoRFhaGoKAgXLhwAbdu3ZJpPKmIra0tGjZsCGdnZ9SvXx8ODg4yQ/7Mzc3B4/GkvY2EQiGKi4uRn5+PnJwcZGVlISMjA2lpaUhJSUFiYiLi4+ORny+/4mBZPB4Pfn5+6NWrF/z9/as1TxUhuowqnmqJhIQELFiwAHv27JHZ/uGHH2LNmjVo0KCBllJGCKkMlauyKD+0jzGGgwcPYtasWTKT3bZo0QJbt26Fn5+fFlNHCKkuKlflUZ4Ypry8PISGhuLGjRsIDQ3FnTt3kJ6ertU0ubi4oH379ujYsSO6dOmCDh06KDzxOCH6hCqeapnQ0FB89dVXuH37tnRbnTp1sHz5cnzxxRd6NfcIIbUBlauyKD90R1ZWFhYuXIhff/1VupoRh8PB1KlTsXz5clhbW2s5hYQQRVC5Ko/ypHZgjCEpKQmPHj1CREQEnj59imfPnuHly5dITEyESCRSyXXMzc3RsGFDNG7cWDoHl7e3N1q2bAk7OzuVXIMQXUcVT7WQWCzGn3/+iXnz5iEjI0O63c/PD9u3b4ePj48WU0cIKY3KVVmUH7rn9u3b+Pzzz3H//n3ptgYNGmDz5s0YPny4FlNGCFEElavyKE+ISCRCWloaUlNT8fr1a7x58wbZ2dnIy8tDQUEBSkpKIBaLAUA6WbqFhQUsLS1hbW0NW1tbODo6on79+rCxsdH6JOaEaBtVPNViGRkZ+Pbbb/Hnn39Kt5mYmGDRokWYN28ezdVBiA6gclUW5YduEgqF2LhxIxYtWiQzh8Xw4cOxefNmGs5NiA6jclUe5QkhhKiWouUqrdNogOzs7BAYGIgrV67Aw8MDAFBSUoLFixfD19cXT5480XIKCSGE6AMul4vZs2cjIiICAwcOlG4/duwYvLy8sHXrVmnLMCGEEEIIIeWhiicD1r17dzx8+BDz5s2TzvF0//59tGvXDmvWrKGHBUIIIQpxdXXFqVOnsG/fPjg6OgJ418L1+eefo1evXnj27JmWU0gIIYQQQnQVVTwZODMzM6xYsQKhoaHw9vYGABQXF2Pu3Lno06cPEhMTtZxCQggh+oDD4WDs2LGIjIzEJ598It1+5coVtGzZEmvWrFHZhK2EEEIIIcRwUMVTLdG+fXvcvXsX33zzjXQSvEuXLqFVq1Y4ceKEllNHCCFEX9ja2mLHjh04f/48GjVqBAAoLCzE3Llz0blzZ0RERGg3gYTUcq9fv8apU6fwv//9T9tJIYQQQgBQxVOtYmZmhtWrV+PixYtwdnYGALx58wbDhg3D119/jaKiIi2nkBBCiL7o06cPnjx5gpkzZ0obNMLCwtC2bVusWrWKej8RogFv377FpUuXsGbNGowdOxZNmjSBg4MD3n//fSxfvlzbySOEEEIA0Kp2tdabN2/w2Wef4ejRo9JtHTp0wKFDh+Dq6qrFlBFSO1C5KovyQ7/dvHkTn376KZ4+fSrd1rlzZ+zatQtubm5aTBkhhkEsFiM2NhaPHj3Cw4cP8fDhQzx48AAvX76s8lgqV/9DsYYQQlRL0XKVKp5qMcYYfv/9d8yaNUva28nW1hZ///03+vXrp+XUEWLYqFyVRfmh/woKCrBo0SKsW7cOkp8WlpaW2LhxIyZNmiTtFUUIqRhjDImJiQgPD5f+e/LkCcLDw5Gfn1/l8ebm5mjbti18fX3RsmVLfPLJJ1SulkKxhhBCVIsqnojC7t+/j5EjR+LFixcA3k0gu3z5cnz33Xf0oECImlC5Kovyw3Bcv34dEydOlMYUABg1ahS2bt0KGxsb7SWMEB0iFouRkJCA8PBwREREICIiAuHh4YiMjEROTo5C57C0tETLli3Rtm1btG3bFu3bt4e3tze4XC4AKlfLQ3lCCCGqRRVPpFrevn2Ljz/+GP/884902+jRo7Fjxw5YWFhoMWWEGCYqV2VRfhiW3NxczJw5E4GBgdJtjRs3xsGDB9G+fXstpowQzXvz5g0ePnyIR48e4fHjx9IeTLm5uQodz+Fw0KRJEzRv3hwtW7aU/nN3d4eRUcXTtVK5Ko/yhBBCVIsqnki1icVi/Pzzz1iyZIl0W9u2bXHixAnpZOSEENWgclUW5YdhOnr0KAICAvD27VsAAI/Hw+bNm/HZZ59pN2GEqMnbt28RFhaGsLAw3LlzB/fu3UNCQoLCxzdq1Ag+Pj7w9vaGj4+P9P9r0ghI5ao8yhNCCFEtRctVrgbTRHSckZERFi9ejNatW2P8+PHIzc3FvXv30LFjR/zzzz9o166dtpNICCFEj4wYMQLt2rXD2LFjERoaiuLiYkyZMgX379/Hhg0bYGJiou0kEqKUzMxMXLx4ERcvXsTVq1fx5MkThY5r3LixTMWSj48PPD09YWlpqeYUE0IIIZpHFU9EzpAhQxAaGor3338fsbGxSElJQffu3bF//368//772k4eIYQQPeLq6oorV67gm2++waZNmwAAv/32G54+fYojR47QvE9E78TFxeHw4cM4fvw4bt68CbFYXOG+VlZWaNWqFVq3bo1WrVqhRYsW8PHxAZ/P12CKCSGEEO2iiidSLh8fH9y6dQvDhw/HjRs3kJ+fj2HDhmHz5s2YOnWqtpNHCCFEj/B4PGzcuBHt27fHZ599huLiYly8eBFdu3bF2bNnaTg30XnFxcU4fPgwtm3bhsuXL5e7j5GREdq0aYNOnTrB19cXHTp0QNOmTSudh4kQQgipDajiiVTIwcEBwcHBmDRpEvbv3w+xWIxp06YhMTERP//8M614RwghpFo+/vhjuLu7Y+jQoXj9+jXCw8PRpUsXBAcHo2nTptpOHiFyioqK8Mcff2DVqlVISkqSe79Zs2YYOHAg+vTpg65du9K8QYQQQkg5qOKJVMrMzAx79+6Fq6sr/ve//wEAli9fjtTUVPz+++/SJXsJIYQQRXTu3BkhISHo168fXrx4gfj4eHTv3h0XL16El5eXtpNHiNS///6LGTNmIDY2VmZ7s2bNMGHCBIwePRoeHh5aSh0hhBCiP6jvL6mSkZERVq5ciY0bN0p7OQUGBmL06NEoKirScuoIIYToG3d3d9y4cQMtWrQAALx69Qo9e/ZEVFSUllNGCFBQUIDJkydj0KBBMpVOQ4cOxeXLlxEZGYmFCxdSpRMhhBCiIKp4Igr78ssvsW/fPukqRMeOHcP777+PvLw8LaeMEEKIvqlfvz4uX76Mtm3bAgDS0tLQu3dvvHjxQsspI7VZamoqunXrhsDAQOm29957D/fu3cPx48fRo0cPmmqAEEIIqSaqeCLVMmbMGJw6dQoWFhYAgPPnz6Nfv37IysrScsoIIYToG1tbWwQHB6NNmzYAgOTkZPj7+yMlJUXLKSO1kWQV37t37wIALCwssH37dly4cEF6jxJCCCGk+qjiiVRb3759cf78eVhbWwMAbty4AX9/f7x580bLKSOEEKJv6tati6CgIHh7ewMAXrx4gQEDBlCDBtGonJwcDBgwANHR0QAAFxcX3Lp1CwEBAdTDiRBCCFESzQxNaqRz5864dOkS/P39kZGRgdu3b6N3794IDg6GnZ2dtpNHCCFEj9jb2yMoKAhdunRBXFwcHj58iBEjRuDMmTPg8XjaTh4xcIwxTJo0CQ8fPgQAuLq64urVq2jYsKGWU0YIIYopKipCRkYGMjMzkZ2djby8PBQWFqKkpASMMQAAl8uFqakpzM3NYWVlBRsbG9jZ2cHKyooq2InaUcUTqbE2bdrgypUr6N27N1JTU/HgwQP06tULFy5cgL29vbaTRwghRI84OTnh3Llz6NKlCzIyMnDx4kUEBARg165d9IOYqNXvv/+OI0eOAACsra1x7tw5qnQihOgUxhji4uIQHh6OqKgoxMTE4OXLl4iPj0dycjLevn1b43ObmppCIBDAxcUFrq6ucHNzg4eHB7y9veHp6QkzMzPVfRBSa3GYpAq0EtnZ2bC2tkZWVhbq1KmjiXQRPfL06VO899570jk5WrZsSZVPhFSBylVZlB9EIiQkBL169UJhYSEA4Pvvv8fPP/+s5VQRQ/X8+XO0bNkS+fn5AICTJ0/i/fff13KqVIPKVXmUJ0RfvHnzBtevX8eNGzcQFhaGe/fuITs7W+Pp4HK58PLyQocOHdCpUyd069YNHh4e1CBEpBQtV6niiahEdHQ03nvvPSQnJwMAWrVqhQsXLtCwO0IqQOWqLMoPUtrx48cxYsQI6fCAbdu2YfLkyVpOFTE0jDH06dMHFy9eBABMnToVW7Zs0XKqVIfKVXmUJ0RXicVi3Lp1C//88w/OnTuH+/fvQ4HHdJiZmaFBgwYQCASwt7eHra0t6tSpA0tLS5iZmcHExATGxsZgjEEoFKKoqAj5+fnIyclBZmYmMjIykJqaiuTkZIXn6xUIBPD398egQYPQv39/+i7VclTxRDTu2bNn6Nmzp7TyqW3btggODkbdunW1nDJCdA+Vq7IoP0hZGzduxNdffw0AMDY2xsmTJzFw4EAtp4oYkl27dmHixIkAgIYNGyI8PBx8Pl/LqVIdKlflUZ4QXcIYw927d7F7924cOnSo0hVdnZyc0Lp1a7Ro0QJeXl7w8PBAkyZN4ODgoLLeR3l5eYiNjUVMTAyePn2KJ0+e4OHDh4iIiIBIJCr3GB6Ph379+mH8+PEYOnQoDcurhajiiWhFdHQ0evTogVevXgEAOnbsiPPnz+vlfZOQkAAOhwNnZ2dtJ4UYICpXZVF+kPLMnj0b69evBwBYWlri0qVL6NChg5ZTpToUZ7QnIyMDnp6eeP36NQDg9OnTBlexSeWqPMoTogvy8/Oxe/dubNmyBY8ePSp3n1atWqFXr17o1q0b/Pz8IBAIanw9ZWNNQUEB7t69ixs3buDy5cu4evWqdHhyaXXr1sXEiRMxY8YMuLm51Ti9RL9QxRPRmsjISPTs2RNpaWkAgC5duuDs2bN614o4ffp0cDgcbN68WdtJIQaIylVZlB+kPGKxGGPGjMHhw4cBAA4ODrh+/To8PDy0nDLVoDijPZ988gn++usvAMDo0aNx4MABLadI9ahclUd5QrQpJycHmzZtwvr166WV3hKSnkPDhw/HwIEDUa9ePZVdV9WxpqioCFevXsXJkydx9OhR6WgXCQ6Hgw8++ACLFy9GixYtVHJNoruo4olo1ZMnT9CzZ09kZGQAAHr16oVTp07B3NxcyylTTEJCAtzd3QG8m3iUWqOJqlG5KovyQzVEIpF0tZuUlBRkZGRAKBSCy+XCzs4OAoEA7u7u8PT0hLGxsbaTq5DCwkL069cPV69eBfBuqfvr16/rfblMcUZ7zp07h/79+wN4t4pdZGSkUr0JdBWVq/IoT5RniHFG3UQiEbZt24bFixcjPT1d5j1fX18EBARg1KhRsLGxUfm11R1rxGIxrly5gh07duDQoUPShUGAdxVQEyZMwIoVK+Dk5KTS6xLdQRVPROvu37+PXr16SZf3HDBgAI4fPw4ej6fdhClg+vTp0glGp0+fTq3RROWoXJVF+aEckUiE0NBQhISEIC8vr8r9LS0t0alTJ/j5+enFg8Hbt2/Ro0cP6ZAET09PXL16FQ4ODlpOWc1RnNGOzMxMtGjRAklJSQCArVu34rPPPtNyqtSDylV5lCc1Z+hxRl0iIyPxySefICwsTLrNyMgIY8eOxezZs9GuXTu1Xl+TsSYjIwNbt27Fhg0bkJqaKt3O5/OxYsUKTJs2DUZGRmq7PtEOqngiOuHWrVvo06cPcnNzAQAjRozAgQMHwOVytZyyiklaBoqLiwG86/pKrdFE1ahclUX5UXPp6ek4duxYpZOSVkQgEGD48OF6UYGTkpKCrl274sWLFwDezX9x8eJF2Nraajll1UdxRjsYYxg1ahSOHDkCAPD398e5c+cMdllwKlflUZ7UTG2JM6r2119/4YsvvpDpBTRmzBj89NNPaNq0qdqvr61YU1BQgN9++w3Lli2TWSnP398fe/bsgaOjo1qvTzRL0XKVqhyJWvn6+uL06dPSIXZHjx7FpEmTIBaLtZyyiq1cuVJaQANAcXExVq5cqcUUEUJI+RISEhAYGFijhwHgXWVOYGAgEhISVJwy1RMIBAgODpZ213/48CH8/f0VXv5Zl1Cc0Y5NmzZJK53q1q2LP//802ArnQhRldoUZ1SFMYbFixfjk08+kVY6NWvWDFevXsX+/fs1UukEaC/WmJubY/bs2Xj27BmmTJki3X7+/Hm0b98ejx8/VnsaiO6hHk9awhhDQUEBiouLwePxYG5ubtA/foKCgvD+++9LC78pU6bg999/17nPXLZlQIJao4mqUbkqi/Kj+tLT0xEYGIiioiK5916+tEBUlBVSUsxQUGAMc3MRBIJCeHrmoFEj+ZVoTE1NERAQoBct0k+fPkXPnj2lq6e2bt0a58+fh729vZZTphiKM9px+fJl+Pv7QygUAgCOHz+OoUOHajlV6kXlqjzKk+qprXFGWStWrMCCBQukr6dMmYJffvlFo3Pd6lKsuXDhAiZMmCCN29bW1jh//rxBrVJbm9FQOx1VWFiIBw8eIDT0NrKy/multba2hZ9fB7Ru3RpmZmZaTKH6nDhxAiNHjpT+6Js5cybWrVunU5VPpcdBl/cezcFBVIXKVVmUH9UjEomwfft26Y84ibQ0U5w4IUBSkkWFxzo55WPo0BQ4Oso+SAgEAgQEBOjFXByRkZF47733pHNI+Pj44Pz583oxQTTFGc2LiopC586dkZmZCQCYO3cuVq1apeVUqR+Vq/IoTxRX2+NMTV26dAm9evWSvv7ll1/w9ddfazwduhZrUlJSMHToUNy+fRsAYGtri9DQUI31/iLqQxVPOigmJgYHDhxCSUkJIiKsEB5eB4WFRjAzE8PHJxve3jkwMTHBmDGjpKsPGJr9+/dj3LhxkNx28+fPx/Lly7WcqncqahmQoNZookpUrsqi/KieGzduIDg4WGZbdDQfBw86QyisehQ9lyvG6NGJ8PDIldnep08fdOnSRaVpVZeoqCj07t1buoxzkyZNEBQUBDc3Ny2nrGIUZzQvPj4eXbt2lQ7zGTBgAP755x+DfvCVoHJVHuWJ4ijOVB9jDK1atZIOJVu2bJlMzydN0dVYk5ubi8GDB+PKlSsA3jUa3b59W29WPSflozmedExMTAz27v0bUVGmWLu2KQ4dckZERB28eMFHREQdHDrkjLVrmyIqyhR79/6NmJgYbSdZLcaOHYvAwEDp6xUrVuCnn37SYor+U3YcNM/ICLxSKy/QHByEEF0gEokQEhIisy0tzVThhwEAEAqNcPCgM9LSTGW2h4aGQiQSqSyt6iRZ2a5Ro0YAgBcvXqBz5864c+eOdhNWCYozmpWYmIhevXpJK53atGmDAwcO1IpKJ0KUQXGmZm7fvi2tdOrQoQPmzZunlXToaqzh8/k4efIkvL29AQDh4eH4+eefNZ4Ooh1U8aQBhYWFOHDgEGJi+Pj7b2fk5pa/oltuLhd//+2MmBg+Dhw4JLMCgiGZNGkSfv31V+nrxYsX43//+58WU/SuZWD79u0y2z5zdcVkV1eZbdu2bUNiYqImk0YIITKioqLklrI+cUKg8MOAhFBohJMnZYem5ebmIioqSuk0aoqbmxuuX78OHx8fAEBaWhp69uyJU6dOaTll8ijOaFZsbCx69OiB58+fAwCaNm2KM2fOwMrKSsspI0T3UZypmXv37kn//5NPPoGRkeYftXU91tSpUweHDh0Cj8cDAKxbt05uOCcxTFTxpAEPHjxASUkJjh8XQCyufD4jsZiD48fro6SkBA8fPtRQCjVv2rRpWLt2rfT1vHnzsG7dOq2lp7yWgXkeHpjXtKlOtBAQQohE2R6xL19aVDrXRmUSEy0QFyd7rL71uHVycsK1a9fQrVs3AEBeXh6GDh2KX375BQrMJqAxFGc05+HDh+jSpQtevHgB4F0F5cWLF1GvXj0tp4wQ/UBxpmZKr9ptYmKilTToQ6zx9vbGjBkzALzroFG2oowYJqp4UjPGGEJDbyMiwqrCnk5l5eaaICLCCiEhYTr1o1nVZs+eLTO/05w5c/DLL79oPB0VtQw4m5vDxcJCZ1oICCEEgNyS1lFRyvXgiIyUPb6mS2ZrU926dREUFIQxY8YAePfjf9asWZg8eXK5qzFpGsUZzTlz5gy6desmvY89PT1x5coVmjeLkGqgOFMzLVq0kP7/wYMHNX59fYo1X331lfT/T5w4oZU0EM2iiic1KygoQFbWG4SHV28Cw4gIK2RlvUFBQYGaUqYb5s+fjx9//FH6etasWVi/fr1G01BRy4CELrUQEEJIRkaGzOuUFOVWQi17fNnz6wszMzP8/fff+P7776Xb/vzzT/To0UPrlTgUZ9SPMYbVq1dj8ODByMnJAQD4+vri2rVrcHJy0nLqCNEvFGdqpnPnzmjcuDEAIDg4GHv37tXo9fUp1ri6ukqHyUtGBxHDRhVPaib58hcWVi+rCwqMZY43ZIsWLcLSpUulr2fPnq2xZY4raxmQ0LUWAkJI7SYUCmVeS+JFTRUWyh5f9vz6xMjICD///DP+/vtvmJm9e9C5desW2rZtK7c6k6ZQnFG/7OxsjB49Gt9++610qMuIESNw8eJF2Nvbazl1hOgfijM1Y2xsLFORM3nyZFy7dk0j19bHWCNZhVYoFBpsZST5D1U8qZlk4jQzM3EVe8oyNxfJHG/olixZgh9++EH6+rvvvsOPP/6o9qGGVbUMSOhSCwEhpHbjcmWHbUviRU2ZmckeX/b8+ujDDz/EzZs34fr/P7DT09PRt29fLF68WOMPPBRn1Ov27dto06YNDh8+LN22aNEiHDp0CBYWNZuThpDajuJMzY0ePRqffvopgHfzFw0YMEAjDR/6GGtKz4nF4VQ+DzLRf1TxpGbm5uawtraFj092tY7z9s6BtbUtzEvVUhu6xYsXy8z5tGTJEnz77bdqq3xSpGVAQtdaCAghtZednZ3Ma4FAuRVQyx5f9vz6qk2bNrh79y4GDBgA4N1QrJ9++gk9e/ZEXFycRtJAcUZ9hEIhli1bhs6dO0snEbe2tsaJEyfw448/amU1KUIMBcUZ5fz222/o378/gHcLXgwYMACBgYFqu56+xprIyEgA74bKU+9Uw0dRWc04HA78/DrA2zsHfL5irax8fgm8vXPQqVPHWlf7O3/+fJnV7dasWYPPPvtMLS3UirYMSOhSCwHRX0lJSdi6dSt27typ7aQQPSUQyC5N7emZo9T5vLxkjy97fn1mZ2eHU6dOYfny5TA2fjfU48aNG2jZsiV27dqlM71qJSjOKCY8PBxdunTBwoULpb8PfH19cf/+fQwZMkTLqSNE/1GcUQ6Px8OxY8cwdOhQAO8qyidPnoxp06apZcELfYw1EREReP78OQCgQ4cO0hhNDBdVPGlA69atYWJigmHDUmBkVPmPXCMjhmHDXsHExAStWrXSUAp1y6xZs/DHH39IK90CAwMxcuRIlU60Xp2WAQldaiEg+kMsFuPWrVtYvHgx2rZtC2dnZ3z++edYu3attpNG9JS7u7vM60aN8uHklF+jczk758PVVfbYsufXd0ZGRpg/fz6uXr2KRo0aAXg3J9DEiRMxYsQIvHr1Si3XpTijekVFRfjhhx/Qpk0bhIWFAXj39124cCGuXbsmndSXEKIcijPKMzMzw5EjR2RWb/vtt9/QuXNnPHv2TGXX0ddYs3r1aun/f/DBBxq7LtEewx1gq0PMzMwwZswo7N37N8aNS8Tx4/WRm2sitx+fX4Jhw17B3T0XY8eOl06MqstEIhGioqIQExODlJQUZGRkQCgUgsvlws7ODgKBAO7u7vD09KxWTfaUKVNgY2ODCRMmoKSkBCdOnECfPn1w4sQJlXTFrG7LgMS8pk2xPS4Oxf8/JlnSQrB582al00QMx9u3bxEUFITTp0/jzJkzSE9Pl9snPj5eCykjhsDT0xOWlpbIy8uTbhs6NAVbtzaGUKh4exKXK8aQIbJLWvP5fHh6eqosraqgqjjTuXNnPHjwAF9++SV2794NADh+/DiuXr2K9evX46OPPlJpL2OKM6p14cIFTJ8+HU+fPpVua9asGXbu3Ak/Pz8tpowQw0NxRjXPM8bGxtiwYQNat26NadOmobCwEPfu3UObNm2wceNGTJo0Sem4o4+x5tq1a/jrr78AADY2Nvjkk0/Ufk2ifRymQD/z7OxsWFtbIysrC3Xq1NFEugxSTEwMDhw4hJKSEkREWCEiwgoFBcYwNxfB2zsH3t45MDExwdixo6Wz/OsqkUiE0NBQhISEyASlilhaWqJTp07w8/OrVoEdHByM4cOHIzc3F8C7FpJTp06hWbNmNU57QkIC3N3dZQrp6Y0bY7OCPcymP3yILbGx0tc8Hg/Pnz+Hs7NzjdNE9BtjDI8ePcKZM2fw77//4ubNmxCJyp+Is23bthg8eDB69uyJXr16Ubn6/yjOVM+NGzfkJiuNjubj4EFnhR4KuFwxRo9OhIdHrsz2Pn36oEuXLipNa02pM84cPXoUX3zxhUylsL+/P7Zs2aKSlniKM6rz8uVLzJ07V2bycGNjY8ydOxdLlizRi0Y6baFyVR7lieIozsir6fMMADx48ABjxoxBdHS0dNuQIUPwxx9/oH79+tVOO6CfsSYpKQkdO3ZEcnIyAGD9+vWYOXOm2q5H1E/RcpUqnjSssLAQDx8+REhIGLKy3ki3W1vbolOnjmjVqpXO/4hKT0/HsWPHkJKSUvXOZQgEAgwfPhwODg4KH3P//n0MGjRIej0bGxscPHgQ/v7+1b4+AEyfPh1btmyRvuYZGeG5v3+lXVJLS8jPh3twsLSFQHLO2t4aXdu8ffsW58+fx9mzZ3H27FlpAC3L0tIS/v7+GDRoEAYOHIgGDRoAoHK1LMqP6hGJRAgMDJQrh9PSTHHihABJSRWv5uXsnI8hQ1Lg6Cg7z4RAIEBAQIBOzLOgiTiTnp6Or776Cvv375duMzU1xbx58/Ddd98ptbgHxRnlZWVlYeXKlVi/fr3MnCidOnXC77//jpYtW2oxdfqBylV5lCeKozhTsZo8zwBAbm4uZs6cKTPRuK2tLTZu3Ihx48ZVu/eTvsWalJQU9O7dWzqpeI8ePXDhwgWduB9IzVHFk45jjKGgoADFxcXg8XgwNzfXi4nEExISsHfvXqUmxjM1NcX48ePh4uKi8DHx8fF4//338ejRIwDv5nRYtWoVZs+eXa18K69l4CMXF6xt3lzxDwBg9uPH2FNqHHRtbo2uLUQiEe7evYtz587h7NmzuHXrVoW9mjw8PDBw4EAMHDgQ3bt3h6mpqdw+VK7KovyovvT0dAQGBpZbHsfFWSAy0gopKWYoLDSGmZkIAkEhvLxy5ObaAN6VywEBAdX+Ea0Omo4zp06dwrRp05CQkCDd5urqijVr1uCDDz6odmymOKOcwsJC/P777/j555+RkZEh3e7o6IiVK1di4sSJtGKdgqhclUd5Uj0UZypWk+cZiRMnTmDKlClIS0uTbhs0aBC2bNmChg0bKnQOfYs1jx8/xpAhQ/Dy5UsAQOPGjREaGgpHR0eVXodoHlU8EZWrLPi8fGmBqKh3wUcyfFAgKISnZw4aNVJN8MnJycH48ePxzz//SLeNGjUK27dvV/i+LNsyoEq1rTW6NkhISEBQUBCCgoIQHByMN2/elLufmZkZ3nvvPQwYMAADBw5UaKgslauyKD9qRts/nlVNW3EmNzcXP/74I9avXy+zimrXrl2xZs0a+Pr6KvwZKM7UTHFxMXbu3Imff/5ZphKQx+Ph66+/xvfffw9ra2stplD/ULkqj/Kk+ijOqPZ5pnQ6ZsyYgYMHD0q3WVpa4scff8SXX34JExP5+YBL05dYwxjD9u3bMXPmTOTnv8tDV1dXXLp0iRaEMBBU8URUSiQSYfv27XKr/yjS3dbJKR9Dh6qmu61YLMaSJUvw888/S7e5u7vjwIEDaNu2baXHltcyoEq1pTXakGVnZ+PKlSs4f/48zp8/j6ioqAr39fT0RP/+/dG/f39079692sNyqFyVRflRc9oYLqAOuhBnIiMj8dVXX8nNa/LBBx/g559/rnJCXIoz1VdYWIidO3di5cqViIuLk3lv3Lhx+Pnnn+nhpIaoXJVHeVIzFGdU+zxT2vHjxzFt2jSZvG3RogU2bdqEHj16lHuMvsSap0+fYsaMGTIxtV27djh58qR06gmi/xQtV6mvMlFIaGioXCEdHc3H1q2NKy2kASApyQJbtzZGdDRfZntKSgpCQ0OrlQ4jIyP89NNPOH78uLTlMyYmBn5+fli9enWFQ58A+VUfVE2yGgTRH8XFxbh69SqWLFmCLl26wNbWFkOGDMGmTZvkKp2sra0xYsQI/PHHH3j58iUiIyOxfv169OvXT6m5YAhRloODAwICAtCnTx9YWloqdAyfz0efPn10ZtgDoBtxxsvLC0FBQThx4gQ8Sq0KdOTIEfj4+ODjjz+udBlsijOKy8rKwurVq9GkSRNMnTpVptJp0KBBuH//Pvbu3UuVToToAIozqn2eKW3YsGGIjIzE1KlTpUO7Hz9+jJ49e2L06NGILTX5t4Sux5qkpCRMnz4dzZs3l6l0mjJlCq5du0aVTrUU9XgiVRKJRFi/fr3Mag9paaY1WlJ1ypRYmZYCPp+PmTNn1qiV4MWLFxgzZgzu3Lkj3datWzfs2LFDbqiTulsGJAyxNdqQiEQi3L9/HxcvXsTFixdx7do1abffsoyNjeHr6wt/f3/07dsXHTt2BJfLVVlaqFyVRfmhGupaElrddDHOlJSUYPv27fjhhx+Qmpoq3W5kZISxY8di3rx5aNGihXQ7xRnFxMbGYvPmzdi2bRtycnJk3uvfvz+WLl1araGNpGJUrsqjPFEexRnVPs+UFhYWhmnTpuHu3bvSbTweD9OmTcP8+fPh6Oio07Hm8ePH2LBhA3bv3i2TvoYNG+K3337DwIED1ZFUomU01I6oTHh4uMwyxgCwbVujKlsGyuPsnI/Jk1/KbBs5ciR8fHxqlLbi4mIsWrQIq1evhuRWNjc3x48//oiZM2dKKwoKCwvlfuCqi5WVlc6vTFhbiEQiPHr0CJcvX8alS5dw9epVZGVlVbh/s2bN0KdPH/j7+6Nnz55qnU+EylVZlB+1my7Hmby8PGzatAmrV6+Wm+dtwIABmD17Nnr37o2ioiKKMxUQi8UIDg7Gr7/+ilOnTkFcagUlDoeD4cOHY/78+Wjfvr0WU2l4qFyVR3lSe+lynClNJBLhzz//xPfff4/09HTpdgsLC0ybNg3Tpk0Dn8+v5Ayqo0isyczMxJEjR7Bjxw7cvHlT5j1LS0vMnTsXc+fOhYVF9fOZ6AeqeCIqc+LECTx48ED6+uVLC+zc2ajG55s06aXMahetW7fG0KFDlUghcOXKFUyaNEmmO2rLli2xZcsWdOnSRalzE/0hFArx4MEDXLlyBVeuXMG1a9fw9u3bCvdv0KABevXqhT59+qB3794a7UFA5aosyo/aTR/iTHZ2NjZv3oz169fj9evXMu81b94c06dPx4QJEzT2QKAPkpOTsXPnTgQGBuLFixcy75mZmeGjjz7CnDlz0KxZMy2l0LBRuSqP8qT20oc4U1p2djZWrlyJX375BQUFBdLtPB4PY8eOxdSpU+Hr66uVVdHj4uJw5swZnDx5EsHBwSgpKZF5v06dOpg2bRpmz56tM8MsifooWq6qbtwIMVhlJxKMirJS6nyRkVYyBXVNJiosq0ePHnj06BEWLFiAzZs3gzGGR48eoWvXrvjwww+xYsUKuLq6Kn0dolsKCgpw+/ZtXLt2DVevXsXNmzeRm5tb4f729vbo2bMnevXqhV69esHDw0MrAZsQIksf4kydOnWwYMECfP311wgMDMS6deuk8xI9efIEU6dOxdy5czFu3DgEBASgQ4cOtbJ8ycvLw4kTJ7B7924EBQXJ9G4CACcnJ0ydOhVTpkyhBxJCVERfh79pkj7EmdLq1KmD5cuX48svv8Ty5cuxbds2FBUVobi4GLt27cKuXbvg6emJsWPHYujQoWjVqpVaYo5IJMLTp08RFhaGGzdu4PLly4iJiSl33+bNm+Pzzz/HxIkTYWWlXP4Sw0MVT6RKGRkZMq9TUpTr3l/2+LLnryk+n4+NGzdi/PjxmDp1Ku7fvw8A2LdvH44ePYrp06dj3rx59ENXj6WlpeHmzZu4ceMGbty4gTt37si1spRmb2+P7t27o2fPnujZsyd8fHxgZERrKhCia/QlzgDvhg589dVXmDZtGo4ePYoNGzZIhxfk5uZi69at2Lp1Kzw9PTFhwgSMHTtWbt5BQ5Ofn4+zZ8/i0KFDOHnyZLlz5/n7++OLL77AkCFDVDpfHiG1mUgkQmhoKEJCQmTmLpIQCoVITU1FamoqHjx4AEtLS3Tq1Al+fn61rgJKn+JMaQKBAJs2bcKCBQuwYcMGbN26FZmZmQCAqKgoLF26FEuXLoWjoyO6du2KDh06oEWLFvDw8ICLi4tCw7KFQiHS0tKQmJiIuLg4vHjxAk+fPkVERAQeP35c4XyoAODs7IyRI0di/PjxaNeuXa1scCGKochPqiQUCmVeFxQoF6gKC2WPL3t+Zfn6+uL27dvYunUrFi1ahIyMDBQVFWHdunX4448/pF0/69evr9LrEtUSCoV4/Pix9AfVzZs38fz580qPEQgE6NatG3r06IHu3bvD29ubKpoI0QP6FmcAgMvlYvTo0Rg9ejTu37+P3377DX///bf04S8qKgoLFy7EwoUL0a5dO4wYMQLDhg2Dl5eXQfwwT0lJwZkzZ/DPP//g3LlzMkNBJFxdXfHxxx9j0qRJtDodISqWnp6OY8eOVaunTV5eHoKDgxEeHo7hw4fXqsZYfYwzpQkEAqxcuRKLFy/GgQMHsGPHDly7dk36flpaGo4ePYqjR4/KHGdjY4O6deuCz+fD1NQUHA4HIpEIRUVFyMvLw9u3byudlqIsExMT+Pr6om/fvhg4cCDatm1rEDGNqB9VPJEqcblcmcLU3Fyk1PnMzGSPV0fLp7GxMaZOnYoPP/wQK1euxIYNG1BYWIi8vDysXr0aGzduxMcff4yZM2fC29tb5dcn1cMYQ0JCAsLCwnDr1i2EhYXhzp07lbawAICHhwe6du2Krl27olu3bnBzc6PgR4ge0sc4U1qbNm2wdetWrF27FocOHcJff/2Fq1evSt+/e/cu7t69i++//x6NGzfGwIEDNbKIgSrl5ubixo0buHjxIoKCgmTmSinN1tYWH3zwAcaPH49u3bpR5T8hapCQkIC9e/eiqKio6p3LkZKSgsDAQIwfPx4uLi5V7m8IQ/n0Pc5IWFhYYNKkSZg0aRISExNx4sQJnD17FlevXkV2drbc/tWtWCqrSZMmaNOmDdq1a4dOnTqhY8eONFE4qRGqeCqFMYaCggIUFxeDx+PB3NycHmIB2NnZySwlLRAUIi7OssbnEwgK5c6vLjY2Nli5ciW++uorrFixQjo+uqioCNu2bcO2bdvQu3dvafd/Ho+ntrSQ/yQnJ0sfxO7cuYPbt28jLS2t0mNMTU3Rrl07dOnSBZ07d0bnzp3h6OiooRQTohoUZ8qnz3GmNCsrK3z66af49NNPERcXh/379+PgwYO4d++edJ/Y2Fj8+uuv+PXXX2FkZIQ2bdqgW7du0h/0rq6uWr8nGGN4/vw57ty5g9DQUNy8eRP37t2DSFT+g5qjoyOGDBmCkSNHolevXjAxMdFwigmpPdLT0yusdHr50gJRUVZISTFDQYExzM1FEAgK4emZg0aNZBvzioqKsHfvXgQEBFTY88mQhvIZSpwpzdnZGdOnT8f06dMhEokQGRmJBw8eICIiAi9evEBCQgLS0tKQmZmJvLw8FBcXgzEGIyMjmJqawtLSEjY2NrC1tUW9evXQoEEDNGzYEI0bN0bTpk3RrFkzWjCDqAxVPAEoLCzEgwcPEBp6G1lZ/y2VbG1tCz+/DmjdurVeLVusagKBQKag9vTMQWhozQtXLy/Z5aYFAkGNz6WoBg0aYNOmTZg/fz7Wr1+PP/74Q7rs9YULF3DhwgXY29vjww8/xPjx49GxY0et//A3BGKxGC9evMCDBw/w4MED3L9/H/fu3cOrV6+qPNbV1RV+fn7Sf23atIGpqakGUk2I6lGcqZwhxJmyXF1d8d133+G7775DbGwsTpw4gX/++QfXrl2Tzk0nFoullfC//PILgHcPL61atUKLFi3g4+MDDw8PuLu7QyAQqLz3UElJCeLj4/H8+XM8ffoUkZGRePz4MR49elRuy3lpbdu2xYABAzBo0CD4+vpSzyZCNEAkEuHo0aNylU5paaY4cUKApCT5nihxcZYIDbWDk1M+hg5NgaPjf8cWFRXh2LFjCAgIkKsoMrShfIYYZ0ozNjZG8+bN0bx5c62mg5CKcBhjrKqdDHnp0ZiYGBw4cAglJSWIiLBCeHgdFBYawcxMDB+fbHh758DExARjxoyCu7u7tpOrFeHh4Th8+LDMtm3bGpUb3Kri7JyPyZNfymwbOXIkfHx8lElitWVlZWHHjh349ddfy12ZoXHjxtL5ODp16qRzrTa66M2bN3jy5AmePHmCR48e4dGjR3j8+HGlq8xJ2Nraon379ujQoQM6duwIX19f1KtXTwOp1h5DLldrwpDzg+JM1QwxzlQkJycHly5dQnBwMC5fvozHjx8rdByPx4OLiwsaNGiA+vXrw97eHra2tqhTpw74fD7Mzc1hYmIirQASCoUoLi5Gfn4+cnNzkZWVhYyMDKSnp+PVq1dISkpCSkqK3KpzFfH29kb37t3x3nvv4b333tOpB0pSPkMuV2tK3/Pkxo0bCA4OltkWHc3HwYPOEAqrrvzlcsUYPToRHh6yv8369OmDLl26SF8rO5QPeNdTXdGhfJpQm+IMIZqkaLlaqyueYmJisHfv34iJ4eP4cQFyc+U7gPH5QgwblgJ391yMHz9OqYcCfR1iIRKJsH79epkutmlppti6tbFCQU6CyxVjypRYmZYWPp+PmTNnaq1iRywW4+LFiwgMDMSxY8fKDbC2trbo27cv/P390atXLzRq1EjzCdURjDGkpqYiKioKUVFRiIiIQEREBMLDwxXqxQQAdevWRdu2bdGuXTu0a9cO7du3R+PGjfXiu6BKhlqu1pSh5gfFGcUYcpypyps3bxAaGorQ0FDcvn0b9+/fl2mV1wZnZ2fpnB6SxgBbW1utpolUn6GWq8rQ5zzRVDmZnp6OwMBApSqdJExNTSsdyqdJtTnOEKJOVPFUhcLCQqxdux5RUab4+29niMUV/zA3MmIYNy4Rnp5FmDNnVrWHQxjCEAtNtbBo09u3b3HkyBEcOHAAFy9erHAuCxcXF3Tt2hV+fn7o0KEDWrVqZVCT7DHG8OrVK7x48QLPnz9HTEwMYmJi8OzZM0RHR1c5/KI0V1dXtG7dGq1atULr1q3Rpk0bnZi/RBcYYrmqDEPMD4oz1VMb4oyiUlNTER4ejsjISERHR+PFixd4+fIlEhISkJWVpfT5ORwOHB0d4eLigkaNGqFJkyZo2rQpvLy84O3tjbp166rgUxBtM8RyVVn6nCea6LHj6emJ7du3K9yYqAiBQFDuUD5toDhDiOpRxVMVQkNDcfZsENaubVpuC3RZfH4J5syJwYAB/eDr66vwdWSHWPDx7BkfIhEHxsYMTZvmwts7Vy+GWIhEIgQGBsqN865sTLmEs3M+hgyRHVMO6FYgKisjIwOnTp3CqVOncP78+Up/6BsZGaFZs2Zo0aIFvL294enpiaZNm8LNzU3nVitijCE7OxvJyclITk5GYmIiEhISkJCQgLi4OMTFxeHly5coLCys+mSl2NnZwcfHB82bN0eLFi2k/63s8xvCCinKMMRyVRmGmB8UZ6qntsWZmsrPz0dqaipev36Nt2/fIjs7G7m5uSgsLERJSYl06JyxsTF4PB4sLCzA5/NhbW2NunXrwsHBAQ4ODrViAnCKM4ZXripLn/PkxIkTMqtJvnxpgZ07G9X4fJMmvYSr638Tjrdu3Rr29vZyFTOlVWfy8tJ0pWKG4gxRtdoeZwCqeKoUYwwbNmzGzZtCHDrkrPBxo0YlonNnLr7+eoZCPTYkQyxevLDEy5fmaNkyC/b2xdL3X7/m4dEjazRqVIAmTfKUHmKhbpV1vY2Ls0Bk5LtAVFhoDDOzd4HIyytHJqhJ6FLX26oIhULcunULFy9exOXLlxEaGor8/IqDa2l169ZFw4YN4eTkJJ2Xw9HREXZ2drC1tYW1tTXq1KkDS0tLWFhYwNzcHKampjAxMZG7xxhjEIlEKC4uRlFREQoKClBQUIC8vDzk5uYiOzsbWVlZePv2LTIzM/HmzRu8fv0ar1+/RlpaGtLS0vDq1SsUFBTUKB84HA4aNWoEDw8PeHp6Sv95e3tXa3W5qlZIKUuXV0hRhqGVq8oytPygOFMztTXOENWiOPOOoZWrqqDPefL777/LDMM9e7aeUpNj+/lloH///85Xr1495OTklPsbV5GKmfImL5ewtLTErFmzdOL7RXGGqALFmf9QxVMl8vPzsXr1ahw86IyICMU/j49PFkaNSsLcuXOrHFolGWIRH28MW9simJiIERlZBxER/00q6+2dDS+vbJSUGOHNG1M0bCiq0RALTTLEyQarq6SkBI8ePcKtW7dw584d3L9/HxERESguLq764GrgcDjSSWIZYwpPAKsMCwsLuLq6onHjxmjSpAmaNGkCNzc3NG3aFE2aNFF6VbmarJAiIRAIdG6FFGUYWrmqLH3Lj6pauBwdHfH48WMcPuyEJ08U7/lIcYbiDFEOxZn/6Fu5qgn6lCdl40zZud927HBFXJxljc/v6pqHSZPipK+NjY3LnWZCFUPRAN2afJviDFEGxRlZiparVff9N0CSCoLCwuot/VtQYCw9vqoHggcPHqCkpBj16gHPn/Nx8mQDuaEWERF1wOcLMWRIMtzcclFSAjx8+LBaQyw0zcXFBQEBAbX6y2ZiYiKdGFuipKQEz58/R0REBJ4+fYqYmBjpnByJiYkQCoXVvo6kh5Oq2NnZoV69ehAIBBAIBGjQoAGcnZ3h7OyMhg0bomHDhrC3t1fb/EvKBvmUlBQEBgZSkCdaVVULl1AoRGpqqvQBYdCgFFhblyAkxK7SOZ4kKM5QnCE1R3GGGAJFe1JI4kVNFRbKHl/eb860NFOFK50AQCg0wsGDznKTbwNAdHS0zlQ8UZwhNUVxpuZqZcUTj8cDAJiZVa8Hibm5SOb4ijDGEBJyCyIRBy9eWGL/fpcKHzhyc7nYv98FY8cmoEmTPNy8GYqOHTvq9OTLDg4OCAgIqFb3Qj6fDz8/P4PsXgi8q4ySDD0rSywWS4e5vXr1Sjr8LTMzE1lZWcjOzkZeXh7y8/NRWFiIoqIilJSUQCgUQtIhkcPhwNjYGNz/a+/+ftq68/yPv4wNtsFAJh7SnAQmpHUyBu9MshdNzaKVviulmrlKgtSkEfRm5G40o71pxd8RdW9WXykbbmZFVklGTdKrqptqvjtSi9WuVDJSwM1Yk7CQOsCXbsFOsMHG34t8TXMwP/wb/3g+7nzwOf30TOfzOn6fzw+bTS0tLZu7VTmdTrW1tcnlcqmjo0MdHR06cOCAfvKTn+jgwYNyu93q6uqS2+3e1/U8FhcXd+yk81kvIJFIaHx8nGHN2BeFvOFyOjf09tsL8vlWdOfOUS0u7j5qkJx5iZxBvsgZ1IN8ciaTF4VyOPY+/949I68d36SXxadPPjGyFi+fmZnZ/oR9Qs4gX+RMcRqy8OR0OtXZeVA+30peU+36+6Pq7Dwop9O56/dWV1e1svKDLBbpk0+O7PmWe2PDok8+MfThh3/RysoPWl1drfpd0qxWqwYHB+X3+xt+QbW9NDU16fDhwzp8+PB+N2VfpFIpffzxx1md9G7rBczMtCkYdG+7XkAikdCdO3dYyBEVVewbriNH4goEHmt8/Geand25fydnfkTOIFfkDOpBvjljGPGiptoZxu4byTx50lrQjnmSNDfXqpmZVtO6SPnsilwp5AxyRc4Ur+4LT+l0Wqurq1pbW9scJWKxWOT3v6kffvhMLlcy592G+vujGhj41Z5viROJhFIpaXq6I6drS1Is1qzp6Xb19UWVSCSq/gdBhtVqlc/nq5qhs6g+wWAwa1veXNcLePq0VdeuHc9aLyASiSgYDFbFDimof6V6w+VwbGhk5L81NnZ825FP5Mz2yBnshZxBrcslZ15/PaaTJ38cleP1RotaXLyvL7rr30Oh9oKvLUnT0+2mwlMOywrvG3IGeyFnile3had4PK7JyUkFg19refn7zeOdnQfl978pr9erzz//oy5ciOjGje5d3xY3NaV14cIzNTc369SpU3v+s1OplKxW5TWaSnr5A+Jv/iZakUWkgUpIpVKamJgwHSvVegHBYJChzii7Ur/hcjg2NDT0VNevHzflDjkDFIacQa3LNWdWVppNhafe3hc6evRFQaOSurtfbLtL26sikeI2oSj2fKBakDOlkd+k3RoRDod19epH+vTTz/Tll0ndutWt3//+Z7p1q1tffpnUp59+pn/5l/+tv//7QXk8MQ0Pz8nlWt/2Wi7XuoaH5+TxxHT58qWcdgLK/IdT6OLlmZ3MgFoXCoWy5swXs17Aq2KxmEKhUNFtBHaz0xuua9eO7/mwn3nD9eiRy3T8yJG4BgaWNj+TM0DhyBnUulxz5ttv2xWLmX+cnj8fkc2W34sEm21D586Z15ByuVxZ3yv14uVArSJnSqPuRjyFw2GNj99QOOzS3bu9O+7wc+FCRMnk/9E//MP/ks32hUZHw5qaatfUVPvmdIn+/qj6+6Nqbm7W5csjeuONN3JqQ2bL+UIXLy92y3qgWoTDYdPnUq8XEA6HGRaNsinnG67Bwf+r5WWb+vpi5AxQBHIGtSyfnEmlLJqYcOvttxc2jx06lNClS3M555LNtqFLl+aydpzz+/36/PPPTdPhSr14eTVvaAHshpwpjboqPMXjcd28eVvhsGvX6XOxmE03bnRreHhONtsX+qd/+p2+/fZbHTjwlXy+p5vf6+w8qIGBX+nUqVM5vYHOcDqd6uj4ifr78128fEUdHT/Zc1FZoFZs3ZWl1OsFFLIFLpCrUr/henWHn9bWDb3zznfkDFAkcga1LN+cmZhwy+db0ZEjPy4MfvJkTFeuPN5x+ndGd/cLnTsXySo6GYYhv9+vr7/+WsvLy68cL+3i5R0d+U0NB6oFOVMadVV4mpyc1Pr6uu7e7c1ph5+7dw9rdDSsb7/9Vm+99ZbOnDmz7ULk+bJYLBoYOJP34uV9fTH93d/tvagscpNKpdihYp8tLS2ZPpd6vYCt1wdKqdxvuH7xi19oaGiInKlh5Mz+I2dQy/LNmY0Ni+7cOapA4LFpxOuhQwn94z8+0cxMq6anX254EY9b5XC83PCiry+67ZpOdrtdQ0NDslqt6u3t1YMHDzb/VurFy3t7ewu+ViMjZ/YfOVMadVN4SqfTCga/1tRUe147/ExNtevAga905swZWSwWtba2lmSnn9OnT+vzz/+o8+e/07//e08Oi5dH1NKS26Ky2F0qlVIwGNTExETWWyRJSiaTmp+f1/z8vCYnJ9XW1qaBgYGGWditkpLJpOlzqdcL2Hp9oJTK/YZrYWGhqAIQObN/yJnqQc6glhWSM4uLdo2P/0wjI/+dNd362LG9Fw3PsNvtGhkZUVdXlyTpxIkTpsJTqRcvP3HiRN7XaWTkTPUgZ0qjblYXXV1d1fLy93r4ML9hnFNT7Vpe/l6rq6slbY/D4dC7717UiRPPc1y8/HnOi8piZ4uLixobG9P9+/e37aS38/z5c92/f19jY2NaXFwscwsbi81mLgKXer2ArdcHSqna33CRM/uDnKku5AxqWaE5MzvbqrGx4/ruu8L6c8MwFAgE1NPTs3nM6/Wqrc08ta6Ui5d7vd6C2tqIyJnqQs6URt0UntbW1iQVvsNP5vxS8ng8GhkZlteb0OhoWBcvzsnnW9brr8fk8y3r4sU5jY6G5fUm9N57uS8qi+3Nzs5qbGys4HmykUhEY2Njmp2dLXHLGpfbbR6ivXW+f762nr/1+kAp1cIbLnKmssiZ6kPOoJYVkzOLi3Zdv35c//Efh7J2u9uJy+XS2bNnFQgENkc6ZVitVg0MDJiOZRYvz7X4tNvi5YzCyQ05U33ImdKom/JaS0uLpMJ3+MmcX2oej0ejox/qwYMHJVu8HNkWFxc1Pj6uRCKR9bcnT1oVCr2c757ZsdAw4vJ6o+rtNQ8DTiQSGh8f3zaQkT/DMDQ/P7/5udTrBRiGscM3geLZbDbTj4JqfcNFzlQGOVOdyBnUsmJzZmPDoi+++KmCQbd+/vOoTp/+H508aR4h89prr+W8DpDf79fDhw9NRY9SLV6OvZEz1YmcKY26KTw5nU51dh6Uz5fvDj9RdXYeLOsOPw6Ho6SLl8MslUrp448/zuqkFxbsO4bkzEybgkG3jh59ofPnzSGZSCR0584dBQIB3s4UyePxaHJycvNzqdcL8Hg8xTYR2JHb7TY9aJR6h59SvuEiZ8qLnKle5AxqWalyJpWyaGqqQx0d66bC02uvvabf/va3OV/HarVqaGhIY2Njpv6uFIuXY3fkTPUiZ0qjbqbaWSwW+f1vqr8/Kpcrt+kLLte6+vujGhg4U5EH88zi5QcOHFBrays/BkokGAzq2bNnpmOPHrl07drxPTuEp09bde3acT165DIdj0QiCgaDJW9ro2G9ANSyrW+gvN7oDt/MTSXecJEz5UHOVC9yBrWsGnOmq6tLIyMjstvtWX87duyFfv3ref3mNzP63e/+qt/8Zka//vX8jkWnVxcvx+7ImepFzpRG3RSepJc7/DQ3N+vChYiamtK7fvflDj/P1NzMDj+1LJVKaWJiwnRsYcGuW7e6lUzm9p93MtmkW7e6tbBgDthgMKhUqripNY2O9QJQy7a+gcq84SpEI7/hqnXkTHUjZ1DLqjVnenp6FAgECn5Bst3i5dgZOVPdyJnSqKvCU2aHH48nluMOPzF2+KlxoVAoa7eHe/eMnDvpjGSySZ98Yg7XWCymUChUdBsbnd/vz3pwyawXsNfDVXf3C1258lgnT8ZMx1kvAJXAGy5I5EwtIGdQq6o5Z7q6uhQIBHT27NmsNu5kt8XLsTNypvqRM8WrmzWeMjI7/Ny8eVujo2FNTbVraqp9cxG2/v6o+vujam5u1uXL7PBT68LhsOnzkyetBc23laS5uVbNzLSa3haFw2H5fL6i2tjoWC8AtSrzhuv+/fubxzJvuHJ9C8kbrtpHzlQ/cga1qtpzxmq1anBwUH6/X6FQSOFwWJFIREtLS0omk7LZbHK73TkvXo7tkTPVj5wpXt0VniR2+GkkW7caDYXai7re9HS7qXModCtTmGXWC9hup45jx7KHhu+E9QJQaezwA3KmNpAzqFW1kDNWq1U+n4/iRZmQM7WBnClOXRaeJHb4aRRLS0umz5FIccXEredvvT4Kl1kv4M6dOwUFoGEYGhoaarhOGvuLN1wgZ2oHOYNaRM6AnKkd5Ezh6rbwlJHZ4ae1tbDhiqhuyaR5B8PV1eJCNh43n7/1+ihOZr2AYDCoiYmJrPns23G5XPL7/UxNwr7hDVdjI2dqCzmDWkTONDZypraQM4Wp+8IT6pvNZjN1pk5ncbs2OBzm8202/i9SaqwXgFrEG67GRc7UHnIGtYicaVzkTO0hZ/LHf4WoaW63W/Pz85ufDSOumZncdt7YjmHEs66P8mC9ANQa3nA1JnKmdpEzqDXkTGMiZ2oXOZM7Ck+oaYZhmDpqrzeqYLDwzrWvL5p1fQDI4A1X4yFnAFQSOdN4yBk0AgpPqGkej0eTk5Obn3t7X+jo0RcFbUHa3Z09h97j8RTbRAB1iDdcjYOcAbAfyJnGQc6gETTtdwOAYni9XrW1mYeinj8fkc22kdd1bLYNnTtnnk/vcrnk9XqLbiMAoHaRMwCAciJn0AgoPKGmWa1WDQwMmI4dOpTQpUtzOXfWNtuGLl2a06FD5l1EmCsPACBnAADlRM6gEVB4Qs3z+/1Zc5dPnozpypXHOnp09+1nu7tf6MqVxzp5MmY6bhiG/H5/ydsKAKg95AwAoJzIGdQ7SzqdTu/1pZWVFXV2dmp5eVkdHR2VaBeQl8XFRY2NjSmRSGT9bWamVdPT7YpEHIrHrXI4UjKMuPr6ollzoCXJbrcrEAiwHS3Kin7VjPuBakfOoNbQr2bjnqCakTOoRbn2qxSeUDdmZ2c1Pj6+bWedK7vdrpGREfX09JSwZUA2+lUz7gdqATmDWkK/mo17gmpHzqDW5NqvMtUOdaOnp0eBQKDgLUMNw1AgEKCTBgBsi5wBAJQTOYN6xYgn1J1UKqVgMKiJiQk9f/58z++7XC75/X4W30NF0a+acT9QS8gZ1AL61WzcE9QKcga1Itd+1VbBNgEVYbVaNTg4KL/fr1AopHA4rEgkoqWlJSWTSdlsNrndbhmGIY/HI6/XSwcNAMgZOQMAKCdyBvWGwhPqltVqlc/nk8/n2++mAADqEDkDACgncgb1gjWeAAAAAAAAUBYUngAAAAAAAFAWFJ4AAAAAAABQFhSeAAAAAAAAUBYUngAAAAAAAFAWFJ4AAAAAAABQFhSeAAAAAAAAUBYUngAAAAAAAFAWFJ4AAAAAAABQFhSeAAAAAAAAUBYUngAAAAAAAFAWtv1uAAAAAGpbKpVSKBRSOBxWJBLR0tKSksmkbDab3G63DMOQx+OR1+uV1Wrd7+YCAGoQWVO7KDwBAIC6wUNpZaVSKQWDQU1MTOj58+dZf08mk5qfn9f8/LwmJyfV1tamgYEB+f1+7j+AmkTOVB5ZU/ss6XQ6vdeXVlZW1NnZqeXlZXV0dFSiXQBQ1+hXzbgfKNZeD6Vb8VBavMXFRd25c0eRSCTvcw3D0NDQkLq6usrQMkj0q9vhnqAY5Mz+IGuqW679KoUnANgH9Ktm3A8Ug4fSypudndX4+LgSiUTB17Db7RoZGVFPT08JW4YM+tVs3BNsJ5cRTIcOHdKf//xnPXv2LO/rkzOFI2uqH4UnANtKp9NaXV3V2tqaWlpa5HQ6ZbFY9rtZDYd+1Yz7gULxUFp5i4uLGhsb2/aeP3nSqlCoXZGIQ6urVjmdKRlGXF5vVL29L7K+b7fbFQgE+EFWBvSr2bgneFW+I5iKQc7kj6ypDRSeUPUogFRWPB7X5OSkgsGvtbz8/ebxzs6D8vvf1OnTp+VwOPaxhY2FftWM+4FC8FBaealUStevX89667+wYNe9e4aePm3d8dyjR1/o/PmIDh0y/+9lGIYCgQBTUUqMfjUb9wQZxYyUzSBnyoesqR0UnlC1KIBUXjgc1s2bt7W+vq6pqXY9fNiheLxJDseGfL4V9fdH1dzcrHffvSiPx7PfzW0I9Ktm3A/ki4fS/fHFF1/o/v37pmOPHrl061a3ksmmPc+32TZ06dKcTp6MmY6fPXtWg4ODJW1ro6NfzcY9gVSakbJraxb9278d0+zs9llDzhSHrKkdFJ5QcbmMYKIAUnnhcFjj4zcUDrt0966hWCx7M0uXK6kLFyLyeGIaGRnm3lcA/aoZ9wO5eDVnvvnmG/3pT38y/Z2H0vJKpVL66KOPTFNSFhbsunbteE73PMNm29CVK49NP8hcLpc++OADfoyVEP1qNu4JSjlSNh5v0tjYcS0u2rf9Z5EzhSFrakuu/Wr2L1AgT7mOYDIXQHqzCiBTUx2bBZDx8RsUQEogHo/r5s3bCoddunGjWxsb209ljMVsunGjW8PDc7p587ZGRz9k1BmAqrFTzrxqYcGec9FJkpLJJt261Z31UBoMBtmBaAehUChrHZR794y8fghIL+/9J58Yev/9J5vHYrGYQqGQfD5fKZoKAFlSqZQ+/vjjrKLTbiNlZ2baFAy6tx3B5HBsaGjoqa5fP77tMzY5Uxiypj7l978esEU4HNbVqx/p008/05dfJnXrVrd+//uf6datbn35ZVKffvqZrl79SFNTU6YCyHajbqQfCyDhsEs3b95WPB6v8L9RfZmcnNT6+rru3jV2LDplbGxYdPfuYa2vr+vBgwcVaiEA7G67nPnP//xp1veKeSh9VeahFNnC4bDp85MnrbtOadzN3FyrZmbM5269PgCUUjAYzJqe/eiRS9euHd+zL3v6tFXXrh3Xo0cu0/EjR+IaGFja8TxyJn9kTX2i8ISCZUYwhUJ2Xb16Qrdvd2tqqkN//atLU1Mdun27W1evnlAoZNft23/Q+voaBZAKSqfTCga/1tRU+46Fvq1isWZNTbVrYuIr5TALFwDKaqecaW9Pmr7HQ2llbF2ENxRqL+p609Pm84tZ5BcAdpNKpTQxMWE6VuhI2YUF89Q6v/97Wa07PzeTM/kha+oThScUZOsUrr1GMP3lL21KpSxKJnPbtY4CSPFWV1e1vPy9Hj7Mbw2Dqal2LS9/r9XV1TK1DAD2tlvOHDli7p94KK2MpSXzW/1IpLgp2VvP33p9ACiVUk/felV7e1I//3l01/PImdyRNfWJwhMKku8Urnv3DFksaZ069UPO/wwKIMVZW1uT9HLhw3ysrlpN5wPAftgtZ9xuc//EQ2llJJPmkWaZvChUPG4+f+v1AaBUyj19y+OJ7fDtl8iZ3JE19YnCE/JW6BSu6el2vfnm/0jKbQQTBZDitLS0SHq58GE+nM6U6XwAqLS9csZmM+cID6WVYbOZ/7fI5EWhHA7z+VuvDwClUu7pW1tH4m5FzuSOrKlPFJ6Qt0KncE1Pd+inP13LufOgAFIcp9Opzs6D8vlW8jqvvz+qzs6DcjqdZWoZAOxur5zZOm2bh9LKcLvdps+GUdwGIFvP33p9ACiVck/f2joSdytyJndkTX3iv3jkrdgpXHb7hnKZPUcBpDgWi0V+/5v64YfP5HIlcxqd5nKtq78/qoGBX8liyW09LgC1LZVKKRQKKRwOKxKJaGlpSclkUjabTW63W4ZhyOPxyOv1Vmzr571yZmmpRYcP/7g1tWHENTPTVvA/j4fS3BiGofn5+c3PXm9UwWDh96qvz7wmimEYO3wTQC2rhpwp9/StrSNxtyJnckfW1CcKT8hbsVO4Eom9C1YUQErj9OnT+vzzP+rChYhu3OjedT2upqa0Llx4pubmZp06daqCrQSwH1KplILBoCYmJrIWXJVePqTPz89rfn5ek5OTamtr08DAgPx+f9kLUHvlzHffOU2FJx5KK8Pj8WhycnLzc2/vCx09+qKgdVK6u1/o2LEXWdcHUD+qKWdsNpup+FTqkbJ7baBEzuSOrKlPTLVD3gqfwrWieLxpz8ITBZDScTgcevfdi/J4YhoenpPLtb7t91yudQ0Pz8njieny5UtyOIobfgygui0uLmpsbEz379/f9sfAdp4/f6779+9rbGxMi4uLZW3fXjkTDrtMnzMPpYXgoTR3Xq9XbW3mkWXnz0dks+X3Ispm29C5c+b1Vlwul7xeb9FtBFAdqi1nyj19a2lp56VByJn8kDX1icIT8paZwtXfH5XLldvCeC7Xuvr6YnI4NjQ8/JQCSAV5PB6NjAzL601odDSsixfn5PMt6/XXY/L5lnXx4pxGR8PyehN6770RvfHGG/vdZABlNDs7q7GxsYK3co5EIhobG9Ps7GyJW/ajvXLm22/bFYuZ34bzUFp+VqtVAwMDpmOHDiV06dJczvfeZtvQpUtzOnQoYTpeiZF0ACqjGnNm6wgjrze6wzdzs3UE03ffbb80CDmTP7KmPjHVroak02mtrq5qbW1NLS0tcjqd+zYNrZApXC0tzRoaOq87d+5pdDSsqal2TU21a3XVKqczpf7+qPr7o2pubtblyxRASsnj8Wh09EM9ePBABw58JZ/v6ebfOjsPamDgVzp16hSFPqDOLS4uanx8XIlEIutvT560KhRqVyTi2OyXDSMurzeq3l7zm9pEIqHx8XEFAgF1dXWVpa275UwqZdHEhFtvv72weSzzUHrrVreSyb3fq/FQWhi/36+HDx+aflCePBnTlSuPde+esetUiO7uFzp3LpJ1zw3DkN/vL1ubAVROteZMuadvbR2JK5EzxSBr6o8lnU7vubf9ysqKOjs7tby8rI6O/HYyQ/Hi8bgmJycVDH6t5eXvN493dh6U3/+mTp8+vS8Fg3A4rPHxGwqHXbp797Biseas77hc67pw4Zk8ntjmaJp4PK4HDx5oYuKrrH+fgYEzFEDKrJoKmI2MftWM+1F+qVRK169f17Nnz0zHFxbsez7EHT36QufPb/8QFwgEyvYAvVvONDWl9f77j3XkiHm6Qy7/Prs9lJbz36deZKbQbPfDcmamVdPTL39YxuNWORwvf1j29UWzfqhJkt1uL2sBs5HRr2bjnpRXNedMKpXSRx99ZJr2t7Bg17Vrx3N6WZFhs23oypXHpnZGozb98z+fUCr14/M0OVM8sqY25NqvUniqcuFwWDdv3tb6+rqmptr18GGH4vEmORwb8vlWNkcIvVzHp/Jzhbe2b+cRTJeyRjBRAEEjo181436U3xdffKH79++bjj165Mp7hNDJkzHT8bNnz2pwcLCkbX3Vbjnzt3/7g95447m2iw4eSstrdnZ2x1ENubLb7RoZGVFPT08JW4YM+tVs3JPyqvacKVf7vv76gP7rvw6SM2VA1lQ/Ck91wPym11Aslj0z0uVK6sKFiDyemEZGhvel+MQIJiB/9Ktm3I/yKuebXpfLpQ8++KCsb293yxmv94S++eYbra2tFXx9HkoLs7i4qDt37hS0jothGBoaGuIHWBnRr2bjnpRPLeRMKpXadu2pYkbK5oqcKRxZU90oPNW4eDyuq1c/Uihkz2kNpeHhuf+/ePSH+1bkYQQTkDv6VTPuR3k9fPhQf/jDH0zH/vVfewte2+L995+Yjr3zzjvy+XzFNDEnO+UMD6X7Z6/t0rdyuVzy+/2scVIB9KvZuCflUys5U8rpW7kiZ4pH1lSvXPtVFhevUpOTk1pfX9fdu727Fp0kaWPDort3D2t0NKwHDx7orbfeqlArzSwWi1pbW9Xamn/AAADKJxwOmz4/edJa0I8BSZqba9XMTKvpITwcDlek8LRTznR1dSkQCPBQug+sVqsGBwfl9/sVCoUUDocViUS0tLSkZDIpm80mt9stwzDk8Xjk9Xq530AdqpWc6erq0sjIyLbTt44dy140vBjkTOmQNbWPwlMVSqfTCga/1tRU+7bT67YTizVraqpdBw58pTNnzjDSCACwaetIoFCovajrTU+3mx7OC90yu5R4KN1fVqtVPp+vIgVIANWnlnKmp6dHgUCg4JGyhw8f1i9/+UstLCyQMxVG1tQuCk9VaHV1VcvL3+vhw+68zpuaapfP91Srq6uMOgIAbFpaWjJ9jkSKm5K99fyt199PPJQCQOXVWs4wUhaoLApPVSizQGo8nvtCfJK0umrdPJ/CEwAgI5lMmj5n8qJQ8bj5/K3XBwA0llrMGUbKApVD4akKtbS0SJIcjo28znM6U6bzAQCQJJvNZnpoz+RFoRwO8/k2G48TANDIajlnGCkLlF9+Q2pQEU6nU52dB+XzreR1Xn9/VJ2dB+V0OsvUMgBALXK73abPhhEv6npbz996fQBAYyFnAOyGwlMVslgs8vvfVH9/VC5XbsNKXa519fdHNTDAwuIAADPDMEyfvd5oUdfr6zOfv/X6AIDGQs4A2A2Fpyp1+vRpNTc368KFiJqa0rt+t6kprQsXnqm5uVmnTp2qUAsBALXC4/GYPvf2vtDRo4VtGd3dnb3d9NbrAwAaCzkDYDcUnqqUw+HQu+9elMcT0/DwnFyu9W2/53Kta3h4Th5PTJcvX5LDUdwOEgCA+uP1etXW1mY6dv58RDZbfmsJ2mwbOnfOvPW0y+WS1+stuo0AgNpFzgDYDYWnKubxeDQyMiyvN6HR0bAuXpyTz7es11+Pyedb1sWLcxodDcvrTei990b0xhtv7HeTAQBVyGq1amBgwHTs0KGELl2ay/lHgc22oUuX5nToUMJ0nG2lAQDkDIDdsA1NlfN4PBod/VAPHjzQgQNfyed7uvm3zs6DGhj4lU6dOsVIJwDArvx+vx4+fKhI5Mc3ySdPxnTlymPdu2fo6dPWHc/t7n6hc+ciWT8GDMOQ3+8vW5sBALWDnAGwE0s6nd59ASFJKysr6uzs1PLysjo6OirRLmwjnU5rdXVVa2tramlpkdPpZCFxoEbRr5pxPypjcXFRY2NjSiQSWX+bmWnV9HS7IhGH4nGrHI6UDCOuvr5o1lobkmS32xUIBNTV1VWJpgPIE/1qNu5J+ZEzQGPJtV9lxFMNsVgsam1tVWvrzm8LAADYSVdXl0ZGRjQ+Pp71o+DYsezFXHdit9s1MjLCjwEAgAk5A2A7rPEEAEAD6enpUSAQKHhrasMwFAgE1NPTU+KWAQDqATkDYCtGPAEA0GC6uroUCAQUDAY1MTGh58+f73mOy+WS3+9nkVcAwJ7IGQCvovAEAEADslqtGhwclN/vVygUUjgcViQS0dLSkpLJpGw2m9xutwzDkMfjkdfr5YcAACBn5AyADApPAAA0MKvVKp/PJ5/Pt99NAQDUIXIGAGs8AQAAAAAAoCxyGvGUTqclvdwqDwBQvEx/mulfGx05AwClRc5kI2sAoLRyzZqcCk/RaFSS2FkAAEosGo2qs7Nzv5ux78gZACgPcuZHZA0AlMdeWWNJ5/AaZGNjQ999953a29tlsVhK2kAAaETpdFrRaFRHjhxRUxOznskZACgtciYbWQMApZVr1uRUeAIAAAAAAADyxesPAAAAAAAAlAWFJwAAAAAAAJQFhScAAAAAAACUBYUnAAAAAAAAlAWFJwAAAAAAAJQFhScAAAAAAACUBYUnAAAAAAAAlMX/A6DnOWZx/QWXAAAAAElFTkSuQmCC\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "fig, axes = plt.subplots(3, 3, figsize=(15, 10))\n",
        "\n",
        "for ax, C in zip(axes, [-1, 0, 3]):\n",
        "    for a, gamma in zip(ax, range(-1, 2)):\n",
        "        mglearn.plots.plot_svm(log_C=C, log_gamma=gamma, ax=a)\n",
        "\n",
        "axes[0, 0].legend([\"클래스 0\", \"클래스 1\", \"클래스 0 서포트 벡터\", \"클래스 1 서포트 벡터\"],\n",
        "                  ncol=4, loc=(.9, 1.2))\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cYyHRg_vpK2k"
      },
      "source": [
        "사이킷런 0.20 버전에서 `SVC` 클래스의 `gamma` 매개변수 옵션에 `auto`외에 `scale`이 추가되었습니다. `auto`는 `1/n_features`, 즉 특성 개수의 역수입니다. `scale`은 `1/(n_features * X.std())`로 스케일 조정이 되지 않은 특성에서 더 좋은 결과를 만듭니다. 사이킷런 0.22 버전부터는 `gamma` 매개변수의 기본값이 `auto`에서 `scale`로 변경됩니다. 서포트 벡터 머신을 사용하기 전에 특성을 표준화 전처리하면 `scale`과 `auto`는 차이가 없습니다."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "scrolled": true,
        "uuid": "19dca39b-9061-4fc6-9aab-f759854ec208",
        "id": "Fw9k9iJLpK2k",
        "outputId": "c0d62d71-1041-4f61-8a9e-bba7837bf508",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 정확도: 0.90\n",
            "테스트 세트 정확도: 0.94\n"
          ]
        }
      ],
      "source": [
        "X_train, X_test, y_train, y_test = train_test_split(\n",
        "    cancer.data, cancer.target, random_state=0)\n",
        "\n",
        "svc = SVC()\n",
        "svc.fit(X_train, y_train)\n",
        "\n",
        "print(\"훈련 세트 정확도: {:.2f}\".format(svc.score(X_train, y_train)))\n",
        "print(\"테스트 세트 정확도: {:.2f}\".format(svc.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "1ORIafEGpK2k",
        "outputId": "fbab6f93-8381-4725-97a9-dc086550c923",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.boxplot(X_train, manage_ticks=False)\n",
        "plt.yscale(\"symlog\")\n",
        "plt.xlabel(\"특성 목록\")\n",
        "plt.ylabel(\"특성 크기\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Bs4BK7orpK2k"
      },
      "source": [
        "#### SVM 을 위한 데이터 전처리"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "dPknIA5rpK2l",
        "outputId": "cd973b63-741b-4e1e-fd96-66c42e7af910",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "특성별 최솟값\n",
            " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0.]\n",
            "특성별 최댓값\n",
            " [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1.]\n"
          ]
        }
      ],
      "source": [
        "# 훈련 세트에서 특성별 최솟값 계산\n",
        "min_on_training = X_train.min(axis=0)\n",
        "# 훈련 세트에서 특성별 (최댓값 - 최솟값) 범위 계산\n",
        "range_on_training = (X_train - min_on_training).max(axis=0)\n",
        "\n",
        "# 훈련 데이터에 최솟값을 빼고 범위로 나누면\n",
        "# 각 특성에 대해 최솟값은 0 최댓값은 1 임\n",
        "X_train_scaled = (X_train - min_on_training) / range_on_training\n",
        "print(\"특성별 최솟값\\n\", X_train_scaled.min(axis=0))\n",
        "print(\"특성별 최댓값\\n\", X_train_scaled.max(axis=0))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "8rw4W08cpK2l"
      },
      "outputs": [],
      "source": [
        "# 테스트 세트에도 같은 작업을 적용하지만\n",
        "# 훈련 세트에서 계산한 최솟값과 범위를 사용합니다(자세한 내용은 3장에 있습니다)\n",
        "X_test_scaled = (X_test - min_on_training) / range_on_training"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "scrolled": true,
        "id": "OcAK1tktpK2l",
        "outputId": "d75cb2b3-828b-4a8f-dc3f-0235efb31597",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 정확도: 0.984\n",
            "테스트 세트 정확도: 0.972\n"
          ]
        }
      ],
      "source": [
        "svc = SVC()\n",
        "svc.fit(X_train_scaled, y_train)\n",
        "\n",
        "print(\"훈련 세트 정확도: {:.3f}\".format(svc.score(X_train_scaled, y_train)))\n",
        "print(\"테스트 세트 정확도: {:.3f}\".format(svc.score(X_test_scaled, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Dm_d6-80pK2l",
        "outputId": "ec2f83dd-9910-4cd6-ad40-168a346ad982",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 정확도: 0.988\n",
            "테스트 세트 정확도: 0.979\n"
          ]
        }
      ],
      "source": [
        "svc = SVC(C=20)\n",
        "svc.fit(X_train_scaled, y_train)\n",
        "\n",
        "print(\"훈련 세트 정확도: {:.3f}\".format(svc.score(X_train_scaled, y_train)))\n",
        "print(\"테스트 세트 정확도: {:.3f}\".format(svc.score(X_test_scaled, y_test)))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "h2yHafN3pK2l"
      },
      "source": [
        "#### 장단점과 매개변수"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QDqOx9_QpK2l"
      },
      "source": [
        "### 2.3.9 신경망 (딥러닝)\n",
        "#### 신경망 모델"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "hide_input": false,
        "id": "6UN-loRGpK2m",
        "outputId": "5b46abf6-ed3e-48db-8bd4-8840cc1e44ba",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 370
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/svg+xml": "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Generated by graphviz version 2.43.0 (0)\n -->\n<!-- Title: %3 Pages: 1 -->\n<svg width=\"174pt\" height=\"261pt\"\n viewBox=\"0.00 0.00 174.00 261.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 257)\">\n<title>%3</title>\n<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-257 170,-257 170,4 -4,4\"/>\n<g id=\"clust1\" class=\"cluster\">\n<title>cluster_0</title>\n<polygon fill=\"none\" stroke=\"white\" points=\"8,-8 8,-245 60,-245 60,-8 8,-8\"/>\n<text text-anchor=\"middle\" x=\"34\" y=\"-229.8\" font-family=\"Times,serif\" font-size=\"14.00\">입력</text>\n</g>\n<g id=\"clust2\" class=\"cluster\">\n<title>cluster_2</title>\n<polygon fill=\"none\" stroke=\"white\" points=\"106,-89 106,-164 158,-164 158,-89 106,-89\"/>\n<text text-anchor=\"middle\" x=\"132\" y=\"-148.8\" font-family=\"Times,serif\" font-size=\"14.00\">출력</text>\n</g>\n<!-- x[0] -->\n<g id=\"node1\" class=\"node\">\n<title>x[0]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"34\" cy=\"-196\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"34\" y=\"-192.3\" font-family=\"Times,serif\" font-size=\"14.00\">x[0]</text>\n</g>\n<!-- y -->\n<g id=\"node5\" class=\"node\">\n<title>y</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"132\" cy=\"-115\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"132\" y=\"-111.3\" font-family=\"Times,serif\" font-size=\"14.00\">y</text>\n</g>\n<!-- x[0]&#45;&gt;y -->\n<g id=\"edge1\" class=\"edge\">\n<title>x[0]&#45;&gt;y</title>\n<path fill=\"none\" stroke=\"black\" d=\"M48.35,-184.74C64.33,-171.26 91.27,-148.52 110.03,-132.69\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"112.38,-135.29 117.76,-126.17 107.86,-129.94 112.38,-135.29\"/>\n<text text-anchor=\"middle\" x=\"83\" y=\"-171.8\" font-family=\"Times,serif\" font-size=\"14.00\">w[0]</text>\n</g>\n<!-- x[1] -->\n<g id=\"node2\" class=\"node\">\n<title>x[1]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"34\" cy=\"-142\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"34\" y=\"-138.3\" font-family=\"Times,serif\" font-size=\"14.00\">x[1]</text>\n</g>\n<!-- x[1]&#45;&gt;y -->\n<g id=\"edge2\" class=\"edge\">\n<title>x[1]&#45;&gt;y</title>\n<path fill=\"none\" stroke=\"black\" d=\"M51.72,-137.3C66.31,-133.19 87.74,-127.17 104.63,-122.42\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"105.79,-125.73 114.47,-119.65 103.9,-118.99 105.79,-125.73\"/>\n<text text-anchor=\"middle\" x=\"83\" y=\"-134.8\" font-family=\"Times,serif\" font-size=\"14.00\">w[1]</text>\n</g>\n<!-- x[2] -->\n<g id=\"node3\" class=\"node\">\n<title>x[2]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"34\" cy=\"-88\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"34\" y=\"-84.3\" font-family=\"Times,serif\" font-size=\"14.00\">x[2]</text>\n</g>\n<!-- x[2]&#45;&gt;y -->\n<g id=\"edge3\" class=\"edge\">\n<title>x[2]&#45;&gt;y</title>\n<path fill=\"none\" stroke=\"black\" d=\"M51.72,-92.7C66.31,-96.81 87.74,-102.83 104.63,-107.58\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"103.9,-111.01 114.47,-110.35 105.79,-104.27 103.9,-111.01\"/>\n<text text-anchor=\"middle\" x=\"83\" y=\"-107.8\" font-family=\"Times,serif\" font-size=\"14.00\">w[2]</text>\n</g>\n<!-- x[3] -->\n<g id=\"node4\" class=\"node\">\n<title>x[3]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"34\" cy=\"-34\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"34\" y=\"-30.3\" font-family=\"Times,serif\" font-size=\"14.00\">x[3]</text>\n</g>\n<!-- x[3]&#45;&gt;y -->\n<g id=\"edge4\" class=\"edge\">\n<title>x[3]&#45;&gt;y</title>\n<path fill=\"none\" stroke=\"black\" d=\"M48.35,-45.26C64.33,-58.74 91.27,-81.48 110.03,-97.31\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"107.86,-100.06 117.76,-103.83 112.38,-94.71 107.86,-100.06\"/>\n<text text-anchor=\"middle\" x=\"83\" y=\"-82.8\" font-family=\"Times,serif\" font-size=\"14.00\">w[3]</text>\n</g>\n</g>\n</svg>\n",
            "text/plain": [
              "<graphviz.graphs.Digraph at 0x7a08eed23400>"
            ]
          },
          "metadata": {},
          "execution_count": 95
        }
      ],
      "source": [
        "mglearn.plots.plot_logistic_regression_graph()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "hide_input": false,
        "id": "3T6R8bj0pK2m",
        "outputId": "829058a1-07b7-4438-c51e-f8e6fab83c08",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 370
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/svg+xml": "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Generated by graphviz version 2.43.0 (0)\n -->\n<!-- Title: %3 Pages: 1 -->\n<svg width=\"225pt\" height=\"261pt\"\n viewBox=\"0.00 0.00 225.00 261.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 257)\">\n<title>%3</title>\n<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-257 221,-257 221,4 -4,4\"/>\n<g id=\"clust1\" class=\"cluster\">\n<title>cluster_0</title>\n<polygon fill=\"none\" stroke=\"white\" points=\"8,-8 8,-245 60,-245 60,-8 8,-8\"/>\n<text text-anchor=\"middle\" x=\"34\" y=\"-229.8\" font-family=\"Times,serif\" font-size=\"14.00\">입력</text>\n</g>\n<g id=\"clust2\" class=\"cluster\">\n<title>cluster_1</title>\n<polygon fill=\"none\" stroke=\"white\" points=\"80,-35 80,-218 137,-218 137,-35 80,-35\"/>\n<text text-anchor=\"middle\" x=\"108.5\" y=\"-202.8\" font-family=\"Times,serif\" font-size=\"14.00\">은닉층</text>\n</g>\n<g id=\"clust3\" class=\"cluster\">\n<title>cluster_2</title>\n<polygon fill=\"none\" stroke=\"white\" points=\"157,-89 157,-164 209,-164 209,-89 157,-89\"/>\n<text text-anchor=\"middle\" x=\"183\" y=\"-148.8\" font-family=\"Times,serif\" font-size=\"14.00\">출력</text>\n</g>\n<!-- x[0] -->\n<g id=\"node1\" class=\"node\">\n<title>x[0]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"34\" cy=\"-196\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"34\" y=\"-192.3\" font-family=\"Times,serif\" font-size=\"14.00\">x[0]</text>\n</g>\n<!-- h0 -->\n<g id=\"node5\" class=\"node\">\n<title>h0</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"108\" cy=\"-61\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"108\" y=\"-57.3\" font-family=\"Times,serif\" font-size=\"14.00\">h[0]</text>\n</g>\n<!-- x[0]&#45;&gt;h0 -->\n<g id=\"edge1\" class=\"edge\">\n<title>x[0]&#45;&gt;h0</title>\n<path fill=\"none\" stroke=\"black\" d=\"M43.26,-180.51C55.62,-157.34 79.04,-113.42 93.79,-85.77\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"97,-87.19 98.62,-76.72 90.82,-83.9 97,-87.19\"/>\n</g>\n<!-- h1 -->\n<g id=\"node6\" class=\"node\">\n<title>h1</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"108\" cy=\"-169\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"108\" y=\"-165.3\" font-family=\"Times,serif\" font-size=\"14.00\">h[1]</text>\n</g>\n<!-- x[0]&#45;&gt;h1 -->\n<g id=\"edge2\" class=\"edge\">\n<title>x[0]&#45;&gt;h1</title>\n<path fill=\"none\" stroke=\"black\" d=\"M50.98,-190.01C59.87,-186.68 71.14,-182.45 81.24,-178.66\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"82.68,-181.86 90.82,-175.07 80.22,-175.3 82.68,-181.86\"/>\n</g>\n<!-- h2 -->\n<g id=\"node7\" class=\"node\">\n<title>h2</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"108\" cy=\"-115\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"108\" y=\"-111.3\" font-family=\"Times,serif\" font-size=\"14.00\">h[2]</text>\n</g>\n<!-- x[0]&#45;&gt;h2 -->\n<g id=\"edge3\" class=\"edge\">\n<title>x[0]&#45;&gt;h2</title>\n<path fill=\"none\" stroke=\"black\" d=\"M46.57,-182.99C57.9,-170.23 75.36,-150.59 88.6,-135.7\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"91.43,-137.78 95.46,-127.98 86.2,-133.13 91.43,-137.78\"/>\n</g>\n<!-- x[1] -->\n<g id=\"node2\" class=\"node\">\n<title>x[1]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"34\" cy=\"-142\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"34\" y=\"-138.3\" font-family=\"Times,serif\" font-size=\"14.00\">x[1]</text>\n</g>\n<!-- x[1]&#45;&gt;h0 -->\n<g id=\"edge4\" class=\"edge\">\n<title>x[1]&#45;&gt;h0</title>\n<path fill=\"none\" stroke=\"black\" d=\"M46.57,-128.99C57.9,-116.23 75.36,-96.59 88.6,-81.7\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"91.43,-83.78 95.46,-73.98 86.2,-79.13 91.43,-83.78\"/>\n</g>\n<!-- x[1]&#45;&gt;h1 -->\n<g id=\"edge5\" class=\"edge\">\n<title>x[1]&#45;&gt;h1</title>\n<path fill=\"none\" stroke=\"black\" d=\"M50.98,-147.99C59.87,-151.32 71.14,-155.55 81.24,-159.34\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"80.22,-162.7 90.82,-162.93 82.68,-156.14 80.22,-162.7\"/>\n</g>\n<!-- x[1]&#45;&gt;h2 -->\n<g id=\"edge6\" class=\"edge\">\n<title>x[1]&#45;&gt;h2</title>\n<path fill=\"none\" stroke=\"black\" d=\"M50.98,-136.01C59.87,-132.68 71.14,-128.45 81.24,-124.66\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"82.68,-127.86 90.82,-121.07 80.22,-121.3 82.68,-127.86\"/>\n</g>\n<!-- x[2] -->\n<g id=\"node3\" class=\"node\">\n<title>x[2]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"34\" cy=\"-88\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"34\" y=\"-84.3\" font-family=\"Times,serif\" font-size=\"14.00\">x[2]</text>\n</g>\n<!-- x[2]&#45;&gt;h0 -->\n<g id=\"edge7\" class=\"edge\">\n<title>x[2]&#45;&gt;h0</title>\n<path fill=\"none\" stroke=\"black\" d=\"M50.98,-82.01C59.87,-78.68 71.14,-74.45 81.24,-70.66\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"82.68,-73.86 90.82,-67.07 80.22,-67.3 82.68,-73.86\"/>\n</g>\n<!-- x[2]&#45;&gt;h1 -->\n<g id=\"edge8\" class=\"edge\">\n<title>x[2]&#45;&gt;h1</title>\n<path fill=\"none\" stroke=\"black\" d=\"M46.57,-101.01C57.9,-113.77 75.36,-133.41 88.6,-148.3\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"86.2,-150.87 95.46,-156.02 91.43,-146.22 86.2,-150.87\"/>\n</g>\n<!-- x[2]&#45;&gt;h2 -->\n<g id=\"edge9\" class=\"edge\">\n<title>x[2]&#45;&gt;h2</title>\n<path fill=\"none\" stroke=\"black\" d=\"M50.98,-93.99C59.87,-97.32 71.14,-101.55 81.24,-105.34\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"80.22,-108.7 90.82,-108.93 82.68,-102.14 80.22,-108.7\"/>\n</g>\n<!-- x[3] -->\n<g id=\"node4\" class=\"node\">\n<title>x[3]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"34\" cy=\"-34\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"34\" y=\"-30.3\" font-family=\"Times,serif\" font-size=\"14.00\">x[3]</text>\n</g>\n<!-- x[3]&#45;&gt;h0 -->\n<g id=\"edge10\" class=\"edge\">\n<title>x[3]&#45;&gt;h0</title>\n<path fill=\"none\" stroke=\"black\" d=\"M50.98,-39.99C59.87,-43.32 71.14,-47.55 81.24,-51.34\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"80.22,-54.7 90.82,-54.93 82.68,-48.14 80.22,-54.7\"/>\n</g>\n<!-- x[3]&#45;&gt;h1 -->\n<g id=\"edge11\" class=\"edge\">\n<title>x[3]&#45;&gt;h1</title>\n<path fill=\"none\" stroke=\"black\" d=\"M43.26,-49.49C55.62,-72.66 79.04,-116.58 93.79,-144.23\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"90.82,-146.1 98.62,-153.28 97,-142.81 90.82,-146.1\"/>\n</g>\n<!-- x[3]&#45;&gt;h2 -->\n<g id=\"edge12\" class=\"edge\">\n<title>x[3]&#45;&gt;h2</title>\n<path fill=\"none\" stroke=\"black\" d=\"M46.57,-47.01C57.9,-59.77 75.36,-79.41 88.6,-94.3\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"86.2,-96.87 95.46,-102.02 91.43,-92.22 86.2,-96.87\"/>\n</g>\n<!-- y -->\n<g id=\"node8\" class=\"node\">\n<title>y</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"183\" cy=\"-115\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"183\" y=\"-111.3\" font-family=\"Times,serif\" font-size=\"14.00\">y</text>\n</g>\n<!-- h0&#45;&gt;y -->\n<g id=\"edge13\" class=\"edge\">\n<title>h0&#45;&gt;y</title>\n<path fill=\"none\" stroke=\"black\" d=\"M123.08,-71.41C133.48,-79.11 147.85,-89.74 159.79,-98.57\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"157.85,-101.49 167.97,-104.62 162.01,-95.86 157.85,-101.49\"/>\n</g>\n<!-- h1&#45;&gt;y -->\n<g id=\"edge14\" class=\"edge\">\n<title>h1&#45;&gt;y</title>\n<path fill=\"none\" stroke=\"black\" d=\"M123.08,-158.59C133.48,-150.89 147.85,-140.26 159.79,-131.43\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"162.01,-134.14 167.97,-125.38 157.85,-128.51 162.01,-134.14\"/>\n</g>\n<!-- h2&#45;&gt;y -->\n<g id=\"edge15\" class=\"edge\">\n<title>h2&#45;&gt;y</title>\n<path fill=\"none\" stroke=\"black\" d=\"M126.3,-115C134.75,-115 145.13,-115 154.63,-115\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"154.82,-118.5 164.82,-115 154.82,-111.5 154.82,-118.5\"/>\n</g>\n</g>\n</svg>\n",
            "text/plain": [
              "<graphviz.graphs.Digraph at 0x7a08edd6e560>"
            ]
          },
          "metadata": {},
          "execution_count": 96
        }
      ],
      "source": [
        "mglearn.plots.plot_single_hidden_layer_graph()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "amtfOjw8pK2m",
        "outputId": "26e5aa08-db73-4a2b-b4e0-9e6c6f9c0960",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "line = np.linspace(-3, 3, 100)\n",
        "plt.plot(line, np.tanh(line), label=\"tanh\")\n",
        "plt.plot(line, np.maximum(line, 0), linestyle='--', label=\"relu\")\n",
        "plt.legend(loc=\"best\")\n",
        "plt.xlabel(\"x\")\n",
        "plt.ylabel(\"relu(x), tanh(x)\")\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "hide_input": false,
        "id": "1sgniECNpK2m",
        "outputId": "873efac8-ea7d-4eef-b633-59bdfdf6ec75",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 370
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/svg+xml": "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Generated by graphviz version 2.43.0 (0)\n -->\n<!-- Title: %3 Pages: 1 -->\n<svg width=\"324pt\" height=\"261pt\"\n viewBox=\"0.00 0.00 324.00 261.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 257)\">\n<title>%3</title>\n<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-257 320,-257 320,4 -4,4\"/>\n<g id=\"clust1\" class=\"cluster\">\n<title>cluster_0</title>\n<polygon fill=\"none\" stroke=\"white\" points=\"8,-8 8,-245 60,-245 60,-8 8,-8\"/>\n<text text-anchor=\"middle\" x=\"34\" y=\"-229.8\" font-family=\"Times,serif\" font-size=\"14.00\">입력</text>\n</g>\n<g id=\"clust2\" class=\"cluster\">\n<title>cluster_1</title>\n<polygon fill=\"none\" stroke=\"white\" points=\"80,-35 80,-218 148,-218 148,-35 80,-35\"/>\n<text text-anchor=\"middle\" x=\"114\" y=\"-202.8\" font-family=\"Times,serif\" font-size=\"14.00\">은닉층 1</text>\n</g>\n<g id=\"clust3\" class=\"cluster\">\n<title>cluster_2</title>\n<polygon fill=\"none\" stroke=\"white\" points=\"168,-35 168,-218 236,-218 236,-35 168,-35\"/>\n<text text-anchor=\"middle\" x=\"202\" y=\"-202.8\" font-family=\"Times,serif\" font-size=\"14.00\">은닉층 2</text>\n</g>\n<g id=\"clust4\" class=\"cluster\">\n<title>cluster_3</title>\n<polygon fill=\"none\" stroke=\"white\" points=\"256,-89 256,-164 308,-164 308,-89 256,-89\"/>\n<text text-anchor=\"middle\" x=\"282\" y=\"-148.8\" font-family=\"Times,serif\" font-size=\"14.00\">출력</text>\n</g>\n<!-- x[0] -->\n<g id=\"node1\" class=\"node\">\n<title>x[0]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"34\" cy=\"-196\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"34\" y=\"-193.5\" font-family=\"Times,serif\" font-size=\"10.00\">x[0]</text>\n</g>\n<!-- h1[0] -->\n<g id=\"node5\" class=\"node\">\n<title>h1[0]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"114\" cy=\"-61\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"114\" y=\"-58.5\" font-family=\"Times,serif\" font-size=\"10.00\">h1[0]</text>\n</g>\n<!-- x[0]&#45;&gt;h1[0] -->\n<g id=\"edge1\" class=\"edge\">\n<title>x[0]&#45;&gt;h1[0]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M43.8,-180.78C57.26,-157.48 83.08,-112.78 99.09,-85.07\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"102.14,-86.78 104.12,-76.38 96.08,-83.28 102.14,-86.78\"/>\n</g>\n<!-- h1[1] -->\n<g id=\"node6\" class=\"node\">\n<title>h1[1]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"114\" cy=\"-169\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"114\" y=\"-166.5\" font-family=\"Times,serif\" font-size=\"10.00\">h1[1]</text>\n</g>\n<!-- x[0]&#45;&gt;h1[1] -->\n<g id=\"edge2\" class=\"edge\">\n<title>x[0]&#45;&gt;h1[1]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M51.16,-190.41C61.62,-186.79 75.46,-181.99 87.4,-177.86\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"88.55,-181.17 96.86,-174.59 86.26,-174.55 88.55,-181.17\"/>\n</g>\n<!-- h1[2] -->\n<g id=\"node7\" class=\"node\">\n<title>h1[2]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"114\" cy=\"-115\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"114\" y=\"-112.5\" font-family=\"Times,serif\" font-size=\"10.00\">h1[2]</text>\n</g>\n<!-- x[0]&#45;&gt;h1[2] -->\n<g id=\"edge3\" class=\"edge\">\n<title>x[0]&#45;&gt;h1[2]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M47.19,-183.34C59.67,-170.39 79.24,-150.06 93.8,-134.93\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"96.48,-137.2 100.9,-127.57 91.44,-132.34 96.48,-137.2\"/>\n</g>\n<!-- x[1] -->\n<g id=\"node2\" class=\"node\">\n<title>x[1]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"34\" cy=\"-142\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"34\" y=\"-139.5\" font-family=\"Times,serif\" font-size=\"10.00\">x[1]</text>\n</g>\n<!-- x[1]&#45;&gt;h1[0] -->\n<g id=\"edge4\" class=\"edge\">\n<title>x[1]&#45;&gt;h1[0]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M47.19,-129.34C59.67,-116.39 79.24,-96.06 93.8,-80.93\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"96.48,-83.2 100.9,-73.57 91.44,-78.34 96.48,-83.2\"/>\n</g>\n<!-- x[1]&#45;&gt;h1[1] -->\n<g id=\"edge5\" class=\"edge\">\n<title>x[1]&#45;&gt;h1[1]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M51.16,-147.59C61.62,-151.21 75.46,-156.01 87.4,-160.14\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"86.26,-163.45 96.86,-163.41 88.55,-156.83 86.26,-163.45\"/>\n</g>\n<!-- x[1]&#45;&gt;h1[2] -->\n<g id=\"edge6\" class=\"edge\">\n<title>x[1]&#45;&gt;h1[2]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M51.16,-136.41C61.62,-132.79 75.46,-127.99 87.4,-123.86\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"88.55,-127.17 96.86,-120.59 86.26,-120.55 88.55,-127.17\"/>\n</g>\n<!-- x[2] -->\n<g id=\"node3\" class=\"node\">\n<title>x[2]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"34\" cy=\"-88\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"34\" y=\"-85.5\" font-family=\"Times,serif\" font-size=\"10.00\">x[2]</text>\n</g>\n<!-- x[2]&#45;&gt;h1[0] -->\n<g id=\"edge7\" class=\"edge\">\n<title>x[2]&#45;&gt;h1[0]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M51.16,-82.41C61.62,-78.79 75.46,-73.99 87.4,-69.86\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"88.55,-73.17 96.86,-66.59 86.26,-66.55 88.55,-73.17\"/>\n</g>\n<!-- x[2]&#45;&gt;h1[1] -->\n<g id=\"edge8\" class=\"edge\">\n<title>x[2]&#45;&gt;h1[1]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M47.19,-100.66C59.67,-113.61 79.24,-133.94 93.8,-149.07\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"91.44,-151.66 100.9,-156.43 96.48,-146.8 91.44,-151.66\"/>\n</g>\n<!-- x[2]&#45;&gt;h1[2] -->\n<g id=\"edge9\" class=\"edge\">\n<title>x[2]&#45;&gt;h1[2]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M51.16,-93.59C61.62,-97.21 75.46,-102.01 87.4,-106.14\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"86.26,-109.45 96.86,-109.41 88.55,-102.83 86.26,-109.45\"/>\n</g>\n<!-- x[3] -->\n<g id=\"node4\" class=\"node\">\n<title>x[3]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"34\" cy=\"-34\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"34\" y=\"-31.5\" font-family=\"Times,serif\" font-size=\"10.00\">x[3]</text>\n</g>\n<!-- x[3]&#45;&gt;h1[0] -->\n<g id=\"edge10\" class=\"edge\">\n<title>x[3]&#45;&gt;h1[0]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M51.16,-39.59C61.62,-43.21 75.46,-48.01 87.4,-52.14\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"86.26,-55.45 96.86,-55.41 88.55,-48.83 86.26,-55.45\"/>\n</g>\n<!-- x[3]&#45;&gt;h1[1] -->\n<g id=\"edge11\" class=\"edge\">\n<title>x[3]&#45;&gt;h1[1]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M43.8,-49.22C57.26,-72.52 83.08,-117.22 99.09,-144.93\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"96.08,-146.72 104.12,-153.62 102.14,-143.22 96.08,-146.72\"/>\n</g>\n<!-- x[3]&#45;&gt;h1[2] -->\n<g id=\"edge12\" class=\"edge\">\n<title>x[3]&#45;&gt;h1[2]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M47.19,-46.66C59.67,-59.61 79.24,-79.94 93.8,-95.07\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"91.44,-97.66 100.9,-102.43 96.48,-92.8 91.44,-97.66\"/>\n</g>\n<!-- h2[0] -->\n<g id=\"node8\" class=\"node\">\n<title>h2[0]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"202\" cy=\"-61\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"202\" y=\"-58.5\" font-family=\"Times,serif\" font-size=\"10.00\">h2[0]</text>\n</g>\n<!-- h1[0]&#45;&gt;h2[0] -->\n<g id=\"edge13\" class=\"edge\">\n<title>h1[0]&#45;&gt;h2[0]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M132.4,-61C144.25,-61 160.18,-61 173.71,-61\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"173.92,-64.5 183.92,-61 173.92,-57.5 173.92,-64.5\"/>\n</g>\n<!-- h2[1] -->\n<g id=\"node9\" class=\"node\">\n<title>h2[1]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"202\" cy=\"-169\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"202\" y=\"-166.5\" font-family=\"Times,serif\" font-size=\"10.00\">h2[1]</text>\n</g>\n<!-- h1[0]&#45;&gt;h2[1] -->\n<g id=\"edge14\" class=\"edge\">\n<title>h1[0]&#45;&gt;h2[1]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M125.89,-74.68C140.42,-92.92 166.29,-125.42 183.55,-147.09\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"180.96,-149.45 189.92,-155.09 186.43,-145.09 180.96,-149.45\"/>\n</g>\n<!-- h2[2] -->\n<g id=\"node10\" class=\"node\">\n<title>h2[2]</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"202\" cy=\"-115\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"202\" y=\"-112.5\" font-family=\"Times,serif\" font-size=\"10.00\">h2[2]</text>\n</g>\n<!-- h1[0]&#45;&gt;h2[2] -->\n<g id=\"edge15\" class=\"edge\">\n<title>h1[0]&#45;&gt;h2[2]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M129.59,-70.16C142.68,-78.38 162.15,-90.6 177.45,-100.21\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"176.01,-103.44 186.34,-105.79 179.73,-97.51 176.01,-103.44\"/>\n</g>\n<!-- h1[1]&#45;&gt;h2[0] -->\n<g id=\"edge16\" class=\"edge\">\n<title>h1[1]&#45;&gt;h2[0]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M125.89,-155.32C140.42,-137.08 166.29,-104.58 183.55,-82.91\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"186.43,-84.91 189.92,-74.91 180.96,-80.55 186.43,-84.91\"/>\n</g>\n<!-- h1[1]&#45;&gt;h2[1] -->\n<g id=\"edge17\" class=\"edge\">\n<title>h1[1]&#45;&gt;h2[1]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M132.4,-169C144.25,-169 160.18,-169 173.71,-169\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"173.92,-172.5 183.92,-169 173.92,-165.5 173.92,-172.5\"/>\n</g>\n<!-- h1[1]&#45;&gt;h2[2] -->\n<g id=\"edge18\" class=\"edge\">\n<title>h1[1]&#45;&gt;h2[2]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M129.59,-159.84C142.68,-151.62 162.15,-139.4 177.45,-129.79\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"179.73,-132.49 186.34,-124.21 176.01,-126.56 179.73,-132.49\"/>\n</g>\n<!-- h1[2]&#45;&gt;h2[0] -->\n<g id=\"edge19\" class=\"edge\">\n<title>h1[2]&#45;&gt;h2[0]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M129.59,-105.84C142.68,-97.62 162.15,-85.4 177.45,-75.79\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"179.73,-78.49 186.34,-70.21 176.01,-72.56 179.73,-78.49\"/>\n</g>\n<!-- h1[2]&#45;&gt;h2[1] -->\n<g id=\"edge20\" class=\"edge\">\n<title>h1[2]&#45;&gt;h2[1]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M129.59,-124.16C142.68,-132.38 162.15,-144.6 177.45,-154.21\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"176.01,-157.44 186.34,-159.79 179.73,-151.51 176.01,-157.44\"/>\n</g>\n<!-- h1[2]&#45;&gt;h2[2] -->\n<g id=\"edge21\" class=\"edge\">\n<title>h1[2]&#45;&gt;h2[2]</title>\n<path fill=\"none\" stroke=\"black\" d=\"M132.4,-115C144.25,-115 160.18,-115 173.71,-115\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"173.92,-118.5 183.92,-115 173.92,-111.5 173.92,-118.5\"/>\n</g>\n<!-- y -->\n<g id=\"node11\" class=\"node\">\n<title>y</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"282\" cy=\"-115\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"282\" y=\"-112.5\" font-family=\"Times,serif\" font-size=\"10.00\">y</text>\n</g>\n<!-- h2[0]&#45;&gt;y -->\n<g id=\"edge22\" class=\"edge\">\n<title>h2[0]&#45;&gt;y</title>\n<path fill=\"none\" stroke=\"black\" d=\"M217.31,-70.9C228.74,-78.82 244.99,-90.07 258.21,-99.22\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"256.57,-102.34 266.78,-105.16 260.55,-96.59 256.57,-102.34\"/>\n</g>\n<!-- h2[1]&#45;&gt;y -->\n<g id=\"edge23\" class=\"edge\">\n<title>h2[1]&#45;&gt;y</title>\n<path fill=\"none\" stroke=\"black\" d=\"M217.31,-159.1C228.74,-151.18 244.99,-139.93 258.21,-130.78\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"260.55,-133.41 266.78,-124.84 256.57,-127.66 260.55,-133.41\"/>\n</g>\n<!-- h2[2]&#45;&gt;y -->\n<g id=\"edge24\" class=\"edge\">\n<title>h2[2]&#45;&gt;y</title>\n<path fill=\"none\" stroke=\"black\" d=\"M220.31,-115C230.11,-115 242.58,-115 253.67,-115\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"253.74,-118.5 263.74,-115 253.74,-111.5 253.74,-118.5\"/>\n</g>\n</g>\n</svg>\n",
            "text/plain": [
              "<graphviz.graphs.Digraph at 0x7a08edd6e9b0>"
            ]
          },
          "metadata": {},
          "execution_count": 98
        }
      ],
      "source": [
        "mglearn.plots.plot_two_hidden_layer_graph()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lP1HDzVxpK2n"
      },
      "source": [
        "#### 신경망 튜닝"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "b1-R1FPtpK2o",
        "outputId": "d7aa45b5-a690-4cda-ff67-bfc58f9cfb23",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 426
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.neural_network import MLPClassifier\n",
        "from sklearn.datasets import make_moons\n",
        "\n",
        "X, y = make_moons(n_samples=100, noise=0.25, random_state=3)\n",
        "\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, stratify=y,\n",
        "                                                    random_state=42)\n",
        "\n",
        "mlp = MLPClassifier(solver='lbfgs', random_state=0).fit(X_train, y_train)\n",
        "mglearn.plots.plot_2d_separator(mlp, X_train, fill=True, alpha=.3)\n",
        "mglearn.discrete_scatter(X_train[:, 0], X_train[:, 1], y_train)\n",
        "plt.xlabel(\"특성 0\")\n",
        "plt.ylabel(\"특성 1\")\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "GrXXdHEbpK2o",
        "outputId": "3027135c-1c75-4a5e-b0ab-08dafa0b49e8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 426
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "mlp = MLPClassifier(solver='lbfgs', random_state=0, hidden_layer_sizes=[10],\n",
        "                    max_iter=1000)\n",
        "mlp.fit(X_train, y_train)\n",
        "mglearn.plots.plot_2d_separator(mlp, X_train, fill=True, alpha=.3)\n",
        "mglearn.discrete_scatter(X_train[:, 0], X_train[:, 1], y_train)\n",
        "plt.xlabel(\"특성 0\")\n",
        "plt.ylabel(\"특성 1\")\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "nklSSy4gpK2o",
        "outputId": "f8116231-3209-4844-90d5-21ffa51a0b91",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 426
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# 10개의 유닛으로 된 두 개의 은닉층\n",
        "mlp = MLPClassifier(solver='lbfgs', random_state=0,\n",
        "                    hidden_layer_sizes=[10, 10], max_iter=1000)\n",
        "mlp.fit(X_train, y_train)\n",
        "mglearn.plots.plot_2d_separator(mlp, X_train, fill=True, alpha=.3)\n",
        "mglearn.discrete_scatter(X_train[:, 0], X_train[:, 1], y_train)\n",
        "plt.xlabel(\"특성 0\")\n",
        "plt.ylabel(\"특성 1\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "bar7qBhQpK2o",
        "outputId": "1783844d-7a89-419c-c90d-ec4f9dc78283",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 426
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+CmVuZG9iago4IDAgb2JqCjw8IC9Gb250IDMgMCBSIC9YT2JqZWN0IDcgMCBSIC9FeHRHU3RhdGUgNCAwIFIgL1BhdHRlcm4gNSAwIFIKL1NoYWRpbmcgNiAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0gPj4KZW5kb2JqCjExIDAgb2JqCjw8IC9UeXBlIC9QYWdlIC9QYXJlbnQgMiAwIFIgL1Jlc291cmNlcyA4IDAgUgovTWVkaWFCb3ggWyAwIDAgMzg2LjA5ODEyNSAyOTUuMDkwMTI1IF0gL0NvbnRlbnRzIDkgMCBSIC9Bbm5vdHMgMTAgMCBSID4+CmVuZG9iago5IDAgb2JqCjw8IC9MZW5ndGggMTIgMCBSIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nGy9Ww4lzY6d935GURNwddwvj7IM9Lv94AEI7baFYwOWAHn65rcYkZkRuyUcqWr9u3LnzgwyGOTi4r/8L//2P/6v//Jv/+u//s9//vP/9o9/ef/2X/77P+Kf/2r/+/c/4c9/tf/9f3/in3+1//37P/6nYH/9v/+RR/sb5oip2l//+f1rmtX+GPjjP/n08ff/8x//+D/+8S//yS703+3f/es//pHi39793z1/sqv38XfMC/7nAY9uf1xX/VzkC+vL/t8//9FX5Nr/xvQntfY32v//3/7tz//+5//58y//KfmN2f/92/b/6X/+27//4XHYDf9H/81+RPobc20hHT/C0DJzGMdPMHDUUGs/0fw3hRFyvdHaao3pRmdKc55g+ZtGKK3faMt9lnqjc9aSrsvWv7mmeWM9htyvq9qrbn3UeqMl1ZzTjfaRRjxBe/Yl2Ku60TJ7b/VG7ZtSuS47/qaY+g9Ye4iz3+hMvfXrstOeV4013WgrqeVz0YW/IYQY+o3aGqqj3GiPNbTzsjn+Dd2ezbzRku3C/Ub76GVe17UFVuzppButIRl+o6NO+80naiss9hLKjdZexkg3OnPK9bouS2yO3G+0lZ7jdV0z+VD6TDeaW0pt3mi3l1au69oi6z2lcqMllx7SjdpXxX5dl1U222VphtbQYy43Olpp8Vyn2VZZMrucN1r7rK3d6Mw9lOu6tszM/FK80VbjvEy4sM5m6e1Gc2tmrjfa7cXn87rF1tmIM8wbLXmag77RPpv96BO1dVbtCccbrTHalW90tJnmdV1bZ6n1Xm7UTCXVeKOzxH45nWLrzJZvaDfa7Jlf9lZsncUSW7zR3GO77M1Q+6oYr+vaOhutznyjpRRbJzc6gj2f06MXW2d1htRutMZWQ77R0fO8/GGxdWYWVMeN1jFmbjc6Syvxuu78m0MeM95oazG387rV1lkco7Qbzb2Z1d9oz9l+9InaOpvmfseNljJ6bTc6zB/m67q2zmxnuuzNUDMVu7cbHX20y96qrbPcYsk3aq/ycr8GzhotOjnRYo9s1GtfMNS+KdTrsrbMzB/+gHnEcO3vhvY8yrguS3RU57WzGFpqvlyGgXbVGa/L2iJrI896ozVVW1E3Oka+Yolqa6wE24pvtJpLDz+fnRahjOuytsZivpa5ga0H+8UH2myJpZFivdE8artMzdBujuz00i3+tSfbLksz1IzkDgoNHfEKvgy1Fdbv4MvAmn+CL0PH+Am+mi2w8hN8GWrfdHluA2f7Cb6aLbD4E3wZarHIHXw1W2D58oOG5fkTfBlqW+UdfBHGhp/gy9DS7uDLwJF+gq9m66v/BF+G1vwTfDVC7Dv4ara+6k/wZWgLP8GXobYv38FXs/WV7uDLwDZ+gq9u6yv/BF+GmoHcwZehvf4EX90WWPwJvgy1t3gHX4aO9BN8dVtg4yf46qywn+DL0DF/gq9uK6z+BF+GtvgTfHWW2E/w1W2JpZ/gy1DbJ+/gq9sSKz/BV2eR/QRfhvb6E3x1zko/wZehpf8EX51V9hN8dVtl4yf4MrSWn+DLUNtU7+Crs8x+gi9DW/wJvgy1X3YHX92WWf4Jvjrr7Cf4GrbOyk/wZai9yjv4MrS3n+BrsM5+gi9D7avu4MvQkX+Cr2HrbP4EX4bW8hN8GTrDT/A1bJ21n+DL0JZ+gi9DZ/8Jvoats/wTfBna5k/wNWyd1Z/gy9ASfoIvQ3v7Cb6GrbP0E3wZWsZP8GWo7Yp38DVsnc2f4MvQWn+CL0Ptvu7ga9g6az/Bl6Et/QRfhppl3sHXsHVWfoIvQ82M7+Br2jqrP8GXoXaBO/gytPef4GvaOks/wZehZfwEX4aO8hN8zfQ3hZ/gy9Baf4IvQ2f8Cb6mrbN+B18GtvwTfBlqT+EOvqYts/ITfBnawx18kVNqP8GXoSX+BF+G9v4TfE1bZfkOvgws8yf4MtQuegdfs9sD+wm+DLU3mX8+ajZ1B1/T1lj/Cb4Mbfkn+DJ0zjv4mrbE6k/wZWgPP8GXPSt7Yj/RF3BJd/gF2sdP/BWDrbL8E4ABl/kTgQGPeodgMdg6iz8xGHBtP0EY8Ew/UVgMttTGHYaBtvIThwHbFncHYjHYaqs/kRiwmdd9ZVtu/ScWAy7pJxgDNvCOxmKwFVfucAy0hp94DNjs4w7ILBCyp/cTkQHbft1/0Zl/YrIYbN2Nn6AMuJWfqMxM96/dXruXjS299hOXAff4E5hZpGWP7ycyAy75JzQD7vMnNovRFl/5Cc6Aa/iJzoDN893hWYysvp/4DNge9h2gAc/8E6HFaKtv/oRowK38xGi2t9gD/AnSgHP7idKALfC6w7QYWYA/cRqwefI7UAO29X5Harb7/rXXe4dqwDX8xGrAo/0EazHaCkw/0RpwHT/hGvDMP/GabTP2BH8CNuBWfyI2C6D+2s50h2zAuf3EbMA9/QRtMdkaHD9RG3ApP2EbcJ8/cVu0v9hR8w7cgGv8idyALdq9Q7eYbA2mn9gN2HbaO3gDnuUnerMTwl8z7Tt8A7Z46o7fLJyyJ/gTwAHn/hPBAdt6vUM4+3/tCf7EcMAWvd9BHPAIP1FcTLYG208YB1zjTxwHbJ7qDuQs+vlrQc0dyQHX+RPKAc/yE8tZuGRP8CeYA27tJ5qzHeFvSD/hHHDuP/EcsEVCd0AXKSXMn4gO2BzvHdIBj/AT08Vsa7D9BHXANf1EdcBj/IR1MdsazD9xHbAFSndgBzzrHdlZ9PQ3x5/QDthW2h3bmR+xB/gT3AHncUd3oLYu7/AuUlaYP/EdcKk/AR7wiHeEZ6/wrx0V7xAPuKafGA/Y4tQ7yIvZFmC5ozzQFn7CPOBZf+I8C6Ts8f0EesCt35FezLb88k+oB5zHb6xnsB18f2K9Ev5aMHTvq4Za0P0T6xk84m+sV2z19d9Yz2ALeO73ZeiYv7FewQGmeG+rFB/M/bGtJjt3F8x+wTlNzCDZEwtsxw7bHwsmps3bnthCi1Zq4pCDD/P7mLYxE0XmnfdZcLW9dgCT/Z77ru2mE06eHT3hks8fk22HMYNtG6526q7AnB1q2rC9S/bDwhOreaF27ldAUfa+s2CzXSypKHgf+/5ax2cXEhkY6wJzKmxv1RZhZBNdL8CMDq9QqXAR1+73QtECuHf5nuN14aUtztkfLmYYxAfNHmMgUlhwsUPcADaXySNYsK123ksj+sTBOmxhtfYrnc0JfBYcpp51J1fJ4nQ4tYVaIMN2sVB7juxLZlJ5EMada4+qcA/mMRfceiq6yAwFA1ywnTQIrIf9u8im6LDFohEfMgieCFYXvDblwXkTb+JWwMLBSMkmBfb4BefWMKVJHaKnbTK2zxCKTnsHGde44GKPeAB3j1hOA5u2suyYvS/SLei0oJ3dIldOFwsu9iNAc0i4/4XaO7DIyGACk7hvjzjKHjF7iF1sbpQgMv5hCwnazBy2ZzpsJRqcCUD6hm0ztOeUWXHl6y1s6y3AFqVvI32cCLA93bK/0sILbJcKtm0Lz2/MHKcqsPnRtB+I7ZjEz4a2ObfxBjsmd3uRwLO1bbyBKGqalVLatn84Hx9nDtFemMEWjW/jDZz27VEa2j33/HWIVLwTqbOFWqQ4zQ+xZ5mP3r8wmPlwGxQo+zJdc7VzRjywwdW8hZsusAWbFhcYbL5/GW/mTdsJyWC2sr6MF9gONtw0JfK8jBc4kNcHbmku48W718j5jR3Otuu+72Q5fYOnl18WbLZsQRE7X0vLelWDtrUTge2ul/UCBzstZ2B7cct6Da4t9aKL2Dcu6wWO1e7wDxtiGst8DTZvZWYDbL9rmS+wOXiLHw3uLSw7ffcwNkpbOn1/pS1QO6b+sR0x2Nk27BvMKRbuhDNEXuZLod18nr1WyvN1LvMF5ixQgUdqy3wNtoeWbTdlX1UtY6EW0NgL5EvMp899f3artgEB2/Nb5qsdORFs6qXGZafvRs0SCPYsx9rVJzn5/Ic1Z6bu9uusgSK0+KnK0YFpVeBm9zE3WnSixfuYq2/7ynbWK3/wmbaHuPECFnu9+Y98evjEFvb2zBzZcWpbxvuEHGxath3XfWE7nyZbuGyq9nbddnm+VAwSsK0bt109dT4DWmtdtgscir1GYHuIy3YNtpXK4aVkdvFlu8D2qIPgbA96rQQLlKp9keCW4jLeN34yeNjX1P3wzPHaSxVs4fP+ibadmC/6U2w7rnlbLzwiW30DuHhZzGFCbK5BLaVt6zU4jiLUTGMb7yA3FOzEXirJhW28rFrbnTOwhazbeG2NW5Be9Onup/EjRjTYHgEObMHQKez+GlX7bbzQCKrtvcDJXMcyXoPNCmy5GFxr3MZr1obbz8DDnM/c17ZTHpSv0nF423htx7Wr2MM0ONtjLfsGG3UTULP/bbtPxGtw93DMYfsxPPqiWvS2XcqJLdpfyoCbs23XnITtM2YyBpdYt+0abMuhVGD7wm27dlfm3cy5iAoxlu0aav7WQoMyiR227ZpbmqRIgcuI23YJ34tZAvAqp26YqB7UlvDYl4729OxhizlRtuk6vcg8vMHm+rbtEt0kbNfgWtrcTy/UYtsSqMWF23YNDhXrhVLh+Z1/6tBh9m0hKLDtIe9ZZAYl2A0GXNb7HFEqYaSFZ3PDBA8T2Kx6my9LwF6BfSWcsrrMt5lDNiProCXGbb4NOpudWIFtFW7zta2hmS+LwGxzc99f81oX5IwYtvk20fJsjRhsNr3N9zlwGWyPqeT3HEYMB2yese7fWLoZnH2YbNrc5ivOYbNYyeDU2zbfxqGcENRge+zbfA02C0sF2OKdbb+YkFYXNA+vzS/Y1kIWbP91269tonbX9tgMtj1s2+9zqgTuFu/vi0RCOMHDXHLdN2her5kfruSEw7Zfom4O3xBDPGX4Tx1j7ekEW9oGm5/e5lshAgnkvy7jJSDoxOSV6kTbxlspYIwIai59G+8+Hxtq3q48l+ikyytwz3PbrrwVyYg6WLTbdg0O1VwKcOpx2649BMpGEdgse9uuwXbY4K4H2aFlu5WSCc/f9s4et+lWcmpm4MCZjW3fR7HAxSwC6olFZPVKAQBbHBYe2F6XuS2DRw/bdkUQq+bfG3Fh27ZrsB0j7NqNEm+a++FZ/Mn3NIi/c9uuwaymDGxxyLbdSvzZ7Gabbci2Azy5CHvUFjcB24a4bfdJaBhs7yD0/ZVQk+yVG9w9A71geyH2DprtyGEdQDN03jQc5ZuX7RbWh4WSf8R6Kdt2benP6R+2aHabrqH2U+zFNNuQW9umi51YXD+Ac87bdAvu0Z4fsAUDy0afnA0kGSzq+bAZhpmgwTDtwr69ZmdKs4xWON9v0y1U8nEW0Gfm2KZb8CGEAPBnWt2ma7A58qhPc9JM+yuJHbh2xXdv02WLt2C9A8Oh6/tOPAMFtcZcT04PGs2LCHbS0IJtC5uCLcrclsuRgMr7n2Zug41y359FiMGeccOtzW269ovntCgFuM+2jVeRSTT/2Wxf8OLFggPHHuBMGDYWzNaRC3Cdddvpk2Zr7Mi2+PdX2nqxQAHYjonbfKGVdC1i25FT3+YrirldHTjPss3XXqC5NrtbeD1222mjGcNqYlpv8zXvPRphRLOw2g60y3xx6vZ7J7CdULf5ZlEJsDxl77edPqnEhvlGlv6CzUx5CZy+0jZfuFkl2FPrtiPXscw3cx4gXjAUIlDb92dHl2qLAYKQLYplvmxRtr/kP9125PrJado2wvI3mKg/7PuzI+GYoLawt5liK9XuCeJQXYmpN1naSUa1bUqUkgLvDj5R2gkr4KITlMF57oQVcDB3MIFb3Qkrg2PTFtApl+6EFXBsPPhufxrz/Up7cy0INqdZ90+x6DdzDbJbOzPFkXvYI9OH59iZqSch3ItHym2jtlrMZA22g9I2XrGfzCI65roTVqKpW/g2gKG8L9s12B66hb8QlupOWBncLYhoFTinnZoCtk3JlqfBtuFsK00woJquYX5tG6mhMDL+iMi0E1NKeXe2KoMXP3HDyoQDzzLH82nOTR241Z2wArbV1ARbFLBN14IpEnd2bZhPOzPlSQ9S9QaT+Q/7/ggs7PEYvMqoC7ZY3lY7lKixM1PAtpxsBYgTtTNTJPbbCA6TJdhPdaX7+3A2xQPbjjEdHjthRa7GXgiv13bkshNWakJQWAWHKu7MFDAHrgZsJ9ttu7ZFWViXBdtP30aadD62g9gI0MmWkWITdmSqoOZ3t5GSoDVfYWArOzGlBFOy1WLojDsv9dY5hvJ+Mz+wWN+Cx05XAbNlZ+BSdl6K5otpJ6sE3OPKS4E27Ad09p2XAraHYceqkbDWbaO2kduRxy4IRyvuvBSwvQ5bCoOlvPNSwPYQLCYdZoBlJ6Yo5pjztsPFkN+o+65tqdvTA639SUE9lR+DLRobD2qRmf1LQ21BbsuFehbNYv+MQip82yhNAl2fpib4JKbI8Vp82oFbeRJTkfydHZCAyZMsI40EamTZhu27/UlMkfq1Y1MHppRZ952kriYeaGDhyUBFlmqp+vTsTwaKaKraBUcj672tlIxwNocHbAfibY5PiQzYwpn6VM6KHRMisL2AbaVw9DIxx+ikvbeV0k2R7UwLbA99Wyn7Qg226uCT9ScBRf6YZi1gM9JtpYHKgwUbf8ZgG99WGkgmdzuzGZz7TkAZas94Arb85J9Y5sRKwDM8+adAkoi02SCb9eSfAp0sZtTAJT+JJvLAZiAF2N7utsbgVYoGPPvOND2FR4hp9nT3lVlxFtUZam9z2yi8R7uRCWzmta1U+WoWhghrTwaKxhVOIH+mPbD8ZKDIY3dzssB2it/2GLAl8qIGm2dO+5c3i40tlp4y422PJL2T7TR/ZtIZPO4badnOAw04tyfXZHAKwzyAwfZatj2SI2/EGXDcwpNrsp9m324+brLX7qSSocNeQQc1j77tUal4s3DgHp6kUoBKR2YQ9lt7kkqkCSzQtRspnDi35QEnii4Gm5fclheUQrElAC2uPVkl4GgG8GeKSb4tL/gZOwGn+aSPgMkrAttZaVsesO3TEdhij215wFNfSRfDkz7iKzPJHIN5wP29E1sOHbjlJ33Ez6GsAjzmkz/imXRznn8mDQ5PoognOLtQC9m3ifG4oeMCt1lfE2u8BH16tvSaWNNeBM0ujcfCWqnkcg0ts74m1swV2aZksPmH18R4fbagJ9X//pqY+Rzipqn2rtfEukK2SbI8fCzMDJ03M8lA/1iYoRYttv1iLCai9iO63syvjZnhW/ADnOt8bcxCFHtRwltq717IA7GHDT5menc9+1KLWf6IyVfHu+3FquSOqHypPvve8qKCKw1R2xWXYD5EeJvx3RAzHYJD+Kzj3RELrRRch4CjvFvi2rfAy4izjgc371wdn+GzV1LU8utwDnk2S8q/ke/Nq1HniAhEF8x9xr05kFJv0/Ex31A3NAt6onAL5t5YNyX61IRbfPOGtSumEp5twT7RnW/pcAltX3sD3hVRinpo77Zv3F5iscP+h5K4ImH71GzC7b7eUNhjb1EVm9YFMGE9DH/h9mq3D3gOHvASIzvTw94wP6fbrHT9befAKSpwz05vfJJTz1lMOAn3jQ976U1wG/09+q5zKPigCWQfoO30bGtMOD/kORP7KVw0STu2POdW+6KYHU8pvGfllWwAL5Cs9ueHOZG68PHJgK1EC7jtlmNnfKIK/w7XT2qMc/tgLVhMED9ZsJVmEp5UUnTcTiEW4wpP45Me8xQbsH14jp3OtLCanV7MzfqkzZ4sIji9e0/ClfWS/PMc6stORq4cKuzNEDh2LrzJagSPnWeDTBUt5hac65NpexLIwu3hPbwVMx9/xmqw+GbPSZMDU4l8agH4sTiFEwI/WXW7eAvgFqnU8CbQV+1AeKtvuWJQ4G7CS2xvZn2VSMAbRKpdNbLoouv26eJIT7kswesvgmeZb71slY1ESx2drJLjxQIS27jALa56S2l2+7MItuPPTdMBboGu5AXDV2uO9zLeEpudSMyA/sBMDfFJ6T3lQvFbqW7twqWtbvJ04GnsXN8ksQFVU7zX8iT7nhoqeLctPe7P44u6f97Cv+2StUV13T48micPSHBIFld4Lk8i8Kktg9s7Sc/3WqhOJguc9Vr3z5p+UXB7fE8N3evtcGXt2BueCj+BFq4FvOwcISV+u+MhWAyKXZ+3RZr1bDJlic2MeTgI4MNW7ktZMH/IAol0HO/sofgQBUuFdctiSQ8Dw84aOOSoTOImzTyEDbF0Q9jUkaAodHTHy04sUqa16KWB06ccXuIMV69JeOrtZc7YNhyb47XklzqzaC/CR/uwZJzrCW5n/pdTQ82B/TnSRf/5PO2T7KuG55JeWo2TgcQENmc79+0o1VGEtzBeXo09YwrAogj3+hJrSO1V1gK1sfgyawaBYhJun9jUmodPJfKwRYEPV8s8xHDY9shNuSHlbS/V8VlW9hF4Zk77IhWHnX8UmQwWhPDSdwKSonVRn4HYxrZB+HEZ3IxJK3xQ99i8G8zAlrV5dmjIYacmDS8Ks4FT3zlIqt+2rBde80pCAnc5LOARdhbScNsjaW8QPkVzWzjWbZ+Ht9x3erIo31WIUQzP+UOd67axL5xV/XDnzOV3dmfDR/+Q56jbYf9QmvPLnrOL2C2DUsT0KgpF+kgKXDhectktIcfkQ+CtP7w6GXFmEzZ85odYp7Lg5OHAgQ4Ps47GodZ19/ZY28OhI0RRPwe4xX4tP3ix1+TXIeGQF2zeognO1Ee2GzHcQmPcCzor7aHXZUqNqfrna34YdiRXhpaU4TBwyr7NBl/Mlgh86vZw7HBC6i8BTzAR9nUaTycKz/kh35EDt3fheAsPz05fJr9guHm17S+ykphEC6mKC5n39ScsvSqctRv3fU6zfvyj4a09XDtKp3Y/fp2ZH7YdLCdFnfCtA9IfZePU7obwOB8anuG0UGThpT2EOwvtioIdVF/yQ7gzeLgfMXzOh3FXOJcpLoDP3R7KneH0yEXhtrlsB0A/tQW4Xbh5keUAiJkt8uHyFgm0h3VHQGkfysLtoW0HQF2JSCopBuq5L9Ri0qLfCsHlod0VqhRFBjToKNnmz6EcHtIfuN7237b9k+JWYAczfG7mXaHzsOoqjybDwgfEReCZHuodRTAVBTjixflw75Dzsf1uCKdTLuybac0jJuVXHpqdyCvkpDwPtXl2qsh1Iv+sLWSbs2j/OjbqCPYw7Sj3qfnJU6GFvWLjtkFnx+dDwSskfOBi6ExVHw5eUUmIAxDJ6/Sw8KgyQpH942ekTbgr9PXn5rCdPLY5E+LbNgNOFLEzm+B5lOZ4nju1CV7MOybhkN7Kvp1RVcrzetdOboLbKmLn4LAydnZT+KCyq0pi3elN8E5dUXhPO78pvOkgRS127ASn8D4ITKkh1x33Ch9Fj79SKHnNls8nwX2M12q5PE6T40Qtr3VaqEOvlY4NKbzWabc/iUA5Noz+mqf93M6RRpSR/JrnUAzs54D5WqfFtJFDOwH/aK91Dgt8tGY7ibjHOkdO8r1i983XOsXS5DLjL3zRxzpHDNooRRKLrx12evj883Z+e+2wD8+YOMXutUNbg/7wiZnDY4h2TqvNYay/jXuJU8Qo/V362f6chNuh4bVQzpA8fHihNXwsdE6d/YlSY/tYKLu+f95s/mOhFrIO//wo87FQGhnx7AR/sb4W2pBKysLzSK+F2tGy4TI9OnstsbqIksKqWF5LrNU3aOKkEV9LJBLEEolvSn8s0Q6LqUfBPebXEs0zzuq42clricUsKHGbKmS+lmgeNhNfsMfG/FqiuTjFBeyNfb6W6K6aHc1s/nkImdY+8ELN5LXPTMG2//GtIr32SVZVz57nMV77tL2FdiZfvOW1T2oEemi23cb42icFdJy4BIb6a58pJV8Ltt2W8hoo53rCCMNnDK+Bmmnr3Fs477dj+1RUI/mh/Nk/oz3OKNw892ugJJeyX2f2+lpoINzh85zU02uhe5svMO7KLO3Bk7YDRIvCeCzXDlCT8BxuX9+5Ut5FL5F8UhniK/UnGoFvItiOtNtwM1af8JoIGvWdLSWomSTfhI+y86XgrUMptnMrFZP5xEacq4rg3HdmFNxCPv3YSdFkG2hmQ0p+lRl2ZhQY6Tp7BtV21r4zowrJMrcAXvLOjILb/tsFw8j7BHaZN1Up5MQ3Ht6BYOUwD+PvwSMsRPCUxxsnt6KqBrhFSG+c3BDrKcJ7D2+c3EhHc/eUUfsbJ9N7qetQFc5PPFxbgh0HbFHgGw+zW2BAaCvl9o2H7ZHw+UwF5RMPR+xAeG7zjYfL9B0ICl+ubzxMMpckAtJLIb5xr/1aiLKxYgPjjXsL3cuOWwT5xr2lwEUSbt78jXuLrQAWsuGEeE/ca8dtHfkq5KydWhSelD2r9MbsHCJ45LguvLedKxSeu+6/YRvbQMGj0mqGL42yByfoB0excTz3E2GpAENCa8/tROVdaycpuc2Tu4x6KV2dwc+zTH7YhqWX42uFtkr9WXaJyzxWaL9CZ/8KiTm/ZmjGmarjEGUfM6QHmWCqihz+miFpI72TsQ6FeykMtx+o9fM1Q3iWemSTwsprhrWt26H3Jb12CIkcn+ZaUa8d4jHZtg23mP21Q7MgyKzgFnq9hrgMrqkKZGHQY7YcLoTbzvEaqG3/OuQ3NMzKa4jDjmFsZI0emPAaIqQNXCz8vNReQzTPNclFoD4182uI6CDgvNCfqvPZP+2Lmn4taYP67p/bI4PbS3zgQbVJsPmHd1uN9LH6ZWYd77Zqex1E7ohoVarvtpqm+fAkvMz42VYtGuEY0Xgg/bOBznUVi3Te7Y2tUd9KTr+826qdzeR0mr7o3VbxtnonhBnt3VZt11NuuxH85Xdb3aFXU59b70+IZSuNfaap8fgbDivnBI7q6rPdTtZFEW7HoW3N6B4NpS4NH+NJY9ne7rtUbAia2rqIG8+dtjFwW3PbykXup5Md3Ex1W7lXVqNg24m2lRMiWIDpl5n1SWOpsqBsW6NnZqexRGtFMkIwVOb9rZXqQxFO1mDuu68UVapwi9O2/VeOiJnDSCMv/qSxqnJd1fE0njQW5EZiO+G1Pnmsqvg5+udH3Hks8oyoJxlMW8yTx6JpAWkLYDvH0pa14TlxF6h71SeNVdXvpG+1XTs+aazKEXsIHeNJYkGdRnDpj50vKCBspwCeOtbW6TPbSSwu4jF4hz/wZKt0cTxpp3/mSVZVNY/YL+p0HT65qioxJh4kqmDjyVU9v7TTFgfVeMPU1vwyZsjbI3Bks2CPb7UtO+5UFfuNPZkiOI0nVcXryH7vKDw9qSoYMolGAXCIQe153V1htx1lEP/cpq9lEFj0nWTZk6qCs27ebQhv8UlJiYIdOXt2pc63kXMQ1TkEol95MlIUAO10M4SzyeV2rWJx/XIc+2Hao1QJFXGy/mSqSFtV2X6HrvxkqjDsOHR9zO7JVFU0G+20Krz08dp4oiKQhNuW/tp4sleKr+j0z8TXlmmDSYLhtzymDLuKiL2TCc+vLW9XAeuv0zu5XYvF/QSfXaqNr43zRy7fyb8/AfW0nVwPk26VT6LKHg3tL+AtfBJVY9ZJPa2r3+c9Co8iYl3stNF8UlJ2AtOCVR/V5yRcS9CPpWZVPidhd7vAEy7uxoNOhsinlU+mCg+pnzpJs39SVfylCbd19h6E2aXZTTq1o0+qqkbiaaTVwidRVZoST4NmzzdPhZoTHn2IVfKegn2fghZo5vIe5+zVRMctNHrPxjn6IXVIh/k9GydziWSvBry1T5bK1oyyV4a38MlS2SLFModkPZ6tPUL7st+PUFv+JKmgdyXH7Sz/7uF7yzccwv9zyAswZrvjPbyx9+w0KAhfCsMLtyMCu9FwUvATe7NSdPcKt9/Y21wYoijgPbc39jZvLW7G0IHvjb17oidZ+JJCOyOugYWba3uPPo3QGzjXNyRnp8Fgh7J8b0hOwQfXjV5cG29Ibl4jYDqGI8/1huTU+5vwVTbe4bEdHoZwOzi+ITknBCx5SOfrDcl3RWFA641zf625qv7A8w3VEyF0Fm6v5I3Vk50EqKQbPnN6gnWLB2nyiFKgm2+wDgMDb294afUN1oOFwVqCasZ7g3WzDa3YDn3wLTmt6gzqdBwEy4aL9liJ1pW3EkUvuq5CD054KlG0+rGTDDpH+1uJ6i7uYns9afRPxcn+zLaJol0Ob8WpDYuCsvA621txagntMOHs5k/FaVe6oBq2lJ7CmFkhdjJtb0/zKUQhiMLRckrVc5t+Ih0vTs8MapiJ+y7NGLhJg2d68l9Qp+GHGx5JpPfnkSULUUhQIZHXnvzXWxycFLTKpzhoS4h9bUYxzh9lCqIkv4y55G38UPkj/POIql578mIwjLryX+jqpScvRmRgN5SE2+74ajrYL6drME4tlVfUwXYGBfBTLJ5X1WFXVMEL8rUbt9Nw8c/XmV5hh25HI6xwZu8W3AVqM6RJfmPi38pboKaahDkg1TfjW6CmE24IbrW/deiKbkQVPlN569Cr3gws/Y8F09SBD5m07YS3PF2cMIS8X21vGVq1kCnc3Ppbhiappx9b/0KQf8rQqWZ443YQJ+3+lqHtuyKn+gmd5kmXvVV38EGMvGBoU1WwfX/fN0+PDh/u4gfPfZMUrYfjNK4/2g+2I8nhTNFjXpWHYa+Ho99E4qK8Og/qyeUmadQJr9DDpiSA0yO1r99pIGrC82iPAkTHb/jHidQeCYhma123P8jXfTQgLArj9DEnVbxXBALdaZknbTzpRwUCnDau9MhAmNlqoU1lzl8dCAtqu2A7qrw6EFkCJ4E+nvjVgVBeBLzG8RGCiK4LJ9nC8lGCME+L/kcQ4+IjBeEqOIElYe7o0XcY2snB7b+/GhF2hO6owQQ0Vja7ECeWEU4BJiB79SBsg0EOJiQSt68gxGA3K8LzSK8iBMel6ngr85WE2BI+QQ0DMW9mDS2SyFOhjRjrqxVB3h+9u0C3T3zFIipOYQi3l/yqRXB874JtJ3tlIeg7Gv5xix5eXYjCdAJ+Fnnw/gpDbAEicEL4R9QBclwSXmN+FSNw6+gYwV4c4ZWMIOjSy+LA3l7NiIizyMIh6T+iEWGohgle+3zlIbZOkmiHJad9nZDEWRVeHoKepM4RERLt8CHiocAgDid47g/hbkD1GajzGW432Xevvy0uZCaAZ3yYdTTbzKCXKIHtzaB7NJ6gBUZ7OvvqVMH1rTS/Pww6EudtaOXTGRRe9QiO1Hr4yAq0Vz+CqggqXmg9lpcRx06KwFxAl+HLiLOXkv3jNPg9XLYtUAWhzw4EYX+ePQ15S8Qhy4cSh7SirjMlrv9w38yK/B3OPW/EcZhnfhkUcvazsTAxSdUPS30obh8VLYRiet3d+ZqHsOD+MNwQHkhNwl14t4fhhkYCum/Cl1qy41S2UapST0l8Ls9xSNKDmqNRH+6irQqJ20UKA9v6PwpgeIX6UBfpXpAkIS1ET7erhpF0aVc+bGLHbf3rCaNMGZ5+1666tmS2cApPwyt7izQvzIgoDLxiE6nFKfE39ALLqzax5cuyFADzo10wbQ114SgQPHITtkSlQOhE50duIpCi4xHTo5pfAqfZWtav5VD2tL2SBxtFGmZiMmzbpyPAdk+/zgxP4+tHe434YfPtwNOQDGGljLBdQlOfyXC85KcjFr6vy8CRRYnvVczbFymYVqoILwe3Wtws0VQkAMoP1xackOhRN0ic1wTXEB6urW0Cs/lVbKN/ubZ2jKl6U/aY8tMX22B+Bz0zNCuexlgKDSNKnI1F9HTGNme0C7bAdFt+U1FLj2xQXJiXOgEw6lth3zyK7lrdYv5uj0BC1N6DX8a2uVeYgqkMegbPJK5/iuZs4UyTHiNU3vK2t5sbdfFBupHC28jOPUtbDkHs3SP7CvaxK5I4WzDetTs+29MkS9inwmVKdCQ9XbIkxVRhAS/zaZMlLRzYR8EtPtqmT/KrSU0ySQVs235V3QsZTOhwc3fKvmqD6H66ytPGSb473p4WWqTPxcwGH+npofXsNa8Wvbv5tMuS5Jp04oKjl1L2bdIYzd6TdMjaxk+GDLKo8DGfllmMw2I9W4JJDcLxEReIKF8n4SU9TbOvuCJ0uFBeRYPQJFYBzsSfvO+Tgw1LFuW7Ol/m/6Tox+8il1Jfhv9cgxiS2FMvlX+u+R2o39Xx9r2Prj0qoTyaytv4bh9BQxMBvBnfxneLVugnBq/1aZ+FCcLyEW6+f9s5VF17OvwsWG9PA+0rPSmt0tCfTgTEkPDVyODV3VkLEySynRhqr2fbOWk09GGEj/H00FIF8bkk6ODVp4nWCcV6mPQ8PV20RX2oxFFI4Y2njRZiyqC8AD7r7qP93HxX9+TTFQHbm1c7lN5q+y4Rv2JnRgxv9M8r30thcBZM79IsodSF1/La/2MSIsCP11Rsh8c53p9fho7aKgfMbejTNhSc5nk7r/sSaa/VRxWGnHW5f9XrqWEEZrVULo/P+KZ8PTN0jpFtuh/xu/2AN0YH7O3NvN34eVXPpio6Yyjx3ZtZC/cbZ+qFvZVyr5A3hEja6MrYOCngOO6V9sZFrMsOoWDjXWnlc71SFZ5Fr/xY9m+wBznUnMUTG3aX6z2tZ9A4OORjD2t7IltkgYkadmhon5ij30YrCafEseK08TeMR/zSVsjY4b1dk2TA5Ss0O0ZStKdveY8n4AuiL3q5oY97ondE2meXO3sPYkn6Fy08Bzo7KeVyuUXOi4W0yuVe32MnYqOwZvfH7R6QcT6cNCfmECVifTj1j1grONHxc1JH8uTaGzjwV9XNz73koz0JE9uW/3OWJkwd9dqTyGNMMfTPPeyjyImUKzObtoQqrY5pXnuhz6KrvZxb6itHKoHt1OO+CnJBYV4bs/JWtprqtZF/FFoTDbv0ci/cDnOt3QEBeTpkDNoVQLxpQHA76fADFz6UITjiECUlQ5H0+SeaeTOeCn6IEp9MaJSo3xkUKQObffTAN4jy/O7UWeMbdD3pYMEMb9opbmIWKTt/YzeR7EVfPWO9NyWepMo+80P1QC29XKGkOEh0t16R51sYAEf1/CFQ9aAg5Ihfi0ZMpn7Hu299BBzJpIdBwbTCfoXNFGuqqjJnmL1LRIrJiyRrHBXFJp6xuljY+L4r4i9q5in6Sd8Twls6E25OqO7K0cT003XSoBzYqsRij4PJW1YEZ8pj29VSezIh1OuAQ/VzNJeG/p6T3qoruER+H+4AzrVd5y0Vk22PHtf57Clt6zjX1dS54DaKTovfYx6KhFRHxnUshNQ41kALEdPK+llNqiIjXqfLQi9SdW367yEVDUOzqnGdaYHzGowB6RQF5IXD4Ar1OhujecjW0K+zNPhckzRIyBW8p+OTHalfZ3LGPLKm4nWGh2NZffRG9Ozj/ritah1OjgwB1EukBfOZUJCq4hrVgVBJ8k3cxRZDu9MSYmRmN59vFqMwbiF6IuCb9QBva+SHRAviuktSMHOUfGVPmEgJmTNfSRionc7bJ2cz6WsvC7cnz285cjkwPhtp4yvz44KObSWKEDiLC+62xmq8EkhF/q2mO+FUiBKaXu2RuAIvPpwEnH6itnBkf+aV/yoao4PA3pEuA/ZmFWA6ktcuMEWSjenKumnapg+vOLJ0EpP04Sdq9iVaWzjxVL6SffBV+yTVf+YM4atGPz4FEYq6P0twW6Q9X7nH6vw5pdc+qUrorVXSXmdmE9wbuISzSe6vbcQt88qQwoelflWvhGoNrkHqiVkqaPvyFlgoaXPka6tG1tZcrvwu/NnhU13oTrfF5a8c/myJ6zJvmhidTNSU55VWhlbrfY5KQxOO7stXopIrO12l+hNUA/hmuaWgGfwZf7Pi4NOnyQRtaMtHwc61h48vOrLrSG4OPycdyXjD2cZIHQTEw0Jwc4bNS/vRndSvGvwsRfGjCIBKp7cWq2hgh6D1NBO10sr0mKPIAP3XLCLVqyiBrGf3ATcUMVLPPT24GLxncQO6MEIO4yqGoANqK7VetRNYxMkH5QRpPaS5cXtSRQnnbwmmiqoUcrkqOeAuOEDlZyaEhBdun8iy/29FCDZyRgTqqiChKVp8FA/6GrbYw4PTpZ+uShRiowz3PctWcJeDJveoyJVp1dp4RMTkKn6hTdqlunkW0eA62yaf+1V0A3fpD+ElrTYsxExJsrWreFelnyb69FHsq+R/vClkQvkLJe/PW/wDSf1bMkT8lLmG8ao8VvhXGjEUJbsS1vYJw7oE4sOzggnDminq6ap4VqUC1UhLhZQGtAcnrT+vyimMbPOCtV+VVoRU0UM6y7KOql9ecF9ugQNxnKsW/NZ8oW/H4nX+b424KopkFJJwC/LWQoANNsXUPWrN8L2LE/WP2jRara69BN5SWSsEGWC4XleJm6G/nUL4VRFH27Vp1hK43U0N+/M5K49wFtwZE0yny12gh1G+KK2IDHXEJTfelVg56/wwze0MmS5aQO2KBKCUoGwUbN/yVzj2EPiTXgAxvdO0fdERDKfuq6qy5EYXi1T47D1edAekZUNv6/MvPQIiux2G4k2nEMFdY6SErzwJSrSlpXxxMtCijcjTXByO+ijiCQ+Sf3QcwqIq7l8uCOK1Fu9Bw/lSR2DJBw2pEtOk8ueFI0/U0sVMQdV2IqlwMVnEqtdUK3AmCuxvHey9+SLEQLa39VXTxZ9BBtc1H8FtrWc/0kDCZ0houng4jHK2n9jTSdtBNrd7ixTKYfYAfQHC2V8L6iAFafZzGaVcJCJI+1ljtsChJqaNT6nUnlwkcfmHBCEO7lLTk8K24TpNRs5sHHq9uE5fDpTmSxfRRb+UqUawoDFewBnfsvGGFmy+mFcaSK2Q4uRvNQkPoZUJbnFADft25pRG3UkD0whr6YeetDHJ/CriB8dk3Es1MjzBCWJf+hn6vyX4/X/YavQWJA0WA4a97FXAljQ/LfSL9EbPAcXsmyQHPjSJDDxZQOxuASXh2STFc3Dw6FEYQTvHwdmTxLDLWQwNUOxrMYjH2FK6uH+oDJtH0c/9cgXBp2adgduLjn7+pKuh0Pd6cQ7parBnOOrFUQSvGo4GTgOcu6mmrCFZhJPr2MpWThdl0k6onkIVrvE0J5USJeMw9ve+1MtWdGSJTu20KN+sceFUy2e7KJx0TdhBVs/hS/lE+zhpLpsoomY47paliazi20kdpZtiVHmwg2qKWLJPBwAfoa1dotGCUNP6/EtZRS95SPjpYL7SfFGUSQbPiVbHhZPS0vL5MmhpvmBvvQi3wFOD4gQXKn0Lz2PxGr+0XYSXfdCFaL4kR/bliUdLuui/KDLbr4Uhf9CFaeKIGjkHvXgSNO3rUO0q5aIdM1B9RvXqH+RldXdoRh242mHbwpHmkm/7cKBbl5pHnRdjGtyHtsCvNpsrTiFB3dl25n7zrhvSsRp2B16jOJTgTKlA7+Gkb9MjYiumzovujRx00XA8cOTS+saLqxWetHF0omuUstyXfN7gxegzgpmHkBeOIMvCXw47vSZVU/ZEebeFtm5nioHAtnVQ4WlCIcPaL+p8k54UY/nAKR6vxaAj/WBTPyj4EqNOKdyUfXCfpQWeNNBh4RP90HYy/+layZrvpz6BUtC0XbjvbWf/AIPsLa5p6epD6BIyQjUQHFnWvK9vlxHL8Ohn6GT5LS7PV/sDeHFhv07JrfvECBSvbbWPu4uCvpjgOn2oLBdltRbeoF9f3Rjqlykl16t7o6sSIPJuxzfZWb8vvGso29UF0jVJSgJ73fvq44Pnpr6Ao5sEBW0zv3Y1pdBg0113D1lqpKbHwm0lq8XxaG5BWjtWSQocvTDgWcEHsAUr61etQXP9aqlBinu67h4624UWUeFZQybW59/WHP4SEiyps5VHH3LdvS6N7pWW7ZKsieqw+LYEId8dXHhPv6TDK164hcVqP/m2FqHrPZ0EfLQiddrI87pMIvlRF2x2rq7zb0NTV2pdWnG8zmkWNDZue5DaTL59UXqhZh7jaq9CC7y7Th9K6xD09+eZ15SuLi3WUXY9Ppq6Rl8nd3BqruNq9mKdoi47rt4w8CnpGmyJluiyYPOZc/WMPR1mUhV3mb6ucWPVM4Pg6NLMq1FNeuPF20u/jW0Ya3D5PjwKr7wt3HamUe72uK7uYgmZ0U7H946NU9IdV5sdTiWtNtVvtx4a5UnCBE2j61fFRy4r6hj67fmTh3OdviYtPN9wcYiM8mhX52Cnrj0lVnp0GnZN8tM6Y9aAXXytb7R8LCrKV8ciYufTdfrocJx1JSS6Svp93p2PqKD3JLGbo1OywxhQI45vsXNs2A4AagH49mGigx5dj48hDPantdAoYDOy/mrnZLfzyZJn+6d2RxfkA2eQXl+4xdwiih9dpOy+XooGt5PK6isEt5C15qsbtWtMQr6bWrtESthuge211X2VSf5yXr2xSLAX52s3TZKuG8bEdJPfFlsCFu+9Pltywb0sKZzJSn3h5Hxau1p+CZSqU+ub95Xl/flp3iLcrcOSbu8SkTlajUd00rDDlDr3xwsMz3x1LI+4q046CzDiOC2c05Ru/9sPjdq7G//RPg2cvEkE3H6WL3yiV3O3BBFHG/bwqnH06wTUMNrCLVboP+3cBNOqQegkhkHsyzemJ9xd4UP0gJzm1VyOnnzwVicOhmyweeH2zlNMZ486OvN1tdLzA80Y68YREI1Xq/ugs6sq63i0xnM0iaunnaq+OhId30p0R4s9Rx+dHTmsW9y4fmxRjpL0yNGojzg9k+/q1dg/0I1YTeTkFKjgLdy+qRL2fnUDhiZOeO83YpKoOix82L8N7ZIf4Lw4kVe95AqQuS/e71phBMw+Ng75nXzHIXswkJ9Q8zB5HgsbPQ4EHkug4queMMS4IVg81RZ0bPauX9JOEy1Z4dA2Sasfmg0cyqMKpsp1BQ3eddwsIPxIPyCZD6FoXFIR4F0FU+EIb+3PDwKXcklOPLkGJQLRofHbIWuLeN6lXDEomKoC6koXLab54EXNUYcCBur7uUsh9SuYYTAjT/AVpElpaikLt8U32E4O2Y2haVaxLpUODHhsHMm+dql3kOnpEIQvsQ8yQ42SJrAFdWE95EGnjELtQzNkiFZHiVIZbXLU+/KdoVvp0h4hr4XOTbm0SsA93vcMO8f8haemDMGpeaKhACpGKrOPnvL+PAReaa18tVOYFoBcXb60VsCnqpHCGTGr+yHtF8PWeHk1W6biIR0Eq8Twkl+HUQIt5R/tF80SUBlRWjFd+aKNT5fM+WrIMGSgam7UqTkzNQ5BiUqqQnZy9ZCJZKlFsa1d2jWTKZrJtXGQk7SjbNw459R6aeAwlyC4VvmhmQPeVRkED+ao9td20Wcu6R1SxlkFQNXqIDvLhiYhdtEOekj4eEoawfFD8QfYnZZKig09uYXTTplv4aCpPYU6n5cy46IFKD3e1ZB9CBCRZg/TPUzkkslnfIFHNC0vIaNJ/2xb+kav7hFZfF9JqvNmpv4u3Ha4vFSYXl0lxigkLyRQdrbIIe7bsRvTTvyVZ5ps+oFGpFPMaUpXRQW6ygm7LnVt5i7YZea8RKGoibiglIry5NXmwiUUPi5xKSYydCYXnlJUU9J1LsJGNG+HML9NCI8alH1KWk2psSs/yixL7rMuPMGHjqcyFiMcXOtMPInalkgqOKmAcglsTc0BVzXlEOSaks1QqaxIMLd77DgXzefS9aIOlrwkBolk7tF14PijfMmDUWeLGutyyompt9JLYuChLlV8ynVtqIjzVSWbTDv00ldRWbC5RC21wNhdYO8rejZh53QlrA6RtCl6jkpfRftUcM1TapNIjbRLbI2JE64cKQJSKalvHDEajmSHaBs1UYbIp0vkbXLE8RoXeI3rawc+F27/qRU3Rb9VyUrjYslXLLywnc1Lc47xFRQw+6VRB+4KqMIREdy3Y2eZKCHAr9Yd8y6Gl6ekq1MWh4vC80RQ9tLMo4CdPHV0aOyBl/Jo7yEbnhZOZaDPS6tvauK16lAoK1SEMRbOYPdxaf5Rlo+UPPOpHCi8Lq0+QvqoIEDV/aY2tkOA0NkAXm+StnByRh94Q6W4nUKG4MSe8RI+FO6C1cJtjciBOWthKn3xFVBUA2r2ypJ3vAcF3cIHZ49Dh1FkCZ/YdMg2OrfCC0uSw7awPy68a3Doof4IPF3Z3Tu67e0+eHMRr6+KpKgeI0tX8SM6KcZI8PoRdN/c3c2Cc66Z+RSvFPMkkbQ4tC4FNy8fAdveMTZu7kK5169kJkSYNY/BheDZ6zdOWuiS3gSXnGM7pTpFtOleJsoS341h44Xhzpfkp4g8qA+nUzpUePYyEU2yww54ZeEk2SXW+yqQwisKPjHFSe7Rm5zA0Z6Z9RQyTRoV0uMSOH2ET8HN+lQl8vbQulY+E281lvgQUBUtqlJOPAVXwe28oyqRxlu30DbObJkST+FWsbFazvpZr86rw14kEswXLJw5J72dcrEigSWvBtFdODgnbrxHxX1f2VlxyQi64qlSK+5Z93IQfX5hxLZx23N7bKfarThstuJZVV91XPDk06jUWmdntHWfzDYaCQv9quyC07sledyPKq/w6WUicPMFuS/cvLc8z1fc16l8QXMhvmLAjnuZSHhJ1a+Dsn6VXtdXVFh9xD5CTT1AduhtceOIgLRTnFhMxORFya+YcdLYEa8TMbwU+n1dOEKY49REFgEyQOc/JJThS9qJULsuAz9tv1i2RaTQRQL6SjGLdskTTKd0M/gaBugTMft8cAuQxNP5SkCDK56Np2S0WKDZ60dMjIRksj8Pf5jg5qM8LZKpErOnULXw6eUjhv/Etp7ZFA8kt1PvWhxWW/BtnvrY4MUHW2qk0VzpMqfIMt7+1N8GJ3Fe5qnXLaZt9LKSRjXNtOGJhuIh+u003uli3R+NcOHNa0oajhXChqn/9XhKjYOj1NTzKU0uVrGPbRXOkWguvElo9lA4B1Y6MJ2C6MKHl5oST2PloCE/I+Zcx6Gr7pxoC7kvFXZwWKLDPx5woH3hmbmK9VRzBzePH3GOX/V34T6DGLzM7FGfM7qnNLm/2vLq+R5RQo9fLXoRxquXoNR5FrwmA8FcvRTpkLR33nmSvstXAV889agKVNIgDa/hJk1kCZBADiF90d1HVND0Fd4Hbz5mG5wEfd84OW62mq+Av2j2lC8vvX/R8pNXplJzka2y8LhET75zA8DJSIdr/oBY/8MrVonDScw9L7ww5bKecwzAW6KX7Bh7AOzz4oHtmBfcJ9CbEJoyKt/pCeDM8tQkgM+0Be9x8EoW0xlssbgnBa/Nn/JnaoNaKLL6no4pD+DMlhmOR8i1deGVbEY/p0ioRWO4aNB36gS43cNcuP2hPd876tDB7Du9gpaRJT73HXahTpLuwxngyvU04oJRsiJA/87MUEPKUI7sO2IDGFoUla8EW842xP3xChn8muChPhhvoTkmfoCP4ZUvJoRw1Ng3L55KPSeH0JeDSKUewmfSiPp1ilfEmExiK2QtfcPt7kM+J5aoc59pkP2Ye5I030bJnRTUQBH3tzJwrsVzego4HPc1neWZtgI+m1fK6DMLaEQL53CqjNQxtUUdTrO4+X+mvIDn6KWyNRXmuQ7/VrOoPlNkvLOqapP/DJ1JGp+zJl2xFUXv+ld/FvXfdM6uST5WR+TA76gbtX9lH3VFI0b12VJSEjCHuCbsPBNz1F2W3B19J+8In2vU1XCCw8ZrlCLBMcEHXMNs4zHwR3BZo67Q+GA5LnxSAbjmBtFLZ65awn3f8UPqsQtrpBWFweaVZvBkrn32c4yRevWaz67SiOf3MkWR5jkNyTsBqdyd05PAGVBXfNoSHIvnNulXDNdwJhoQbTdNOPHvMCfhfQ2jgkFVpj9lFhhllngOhVJDJHXqa7iU8PwOlzJPJnaEGivNt2r41mdIFbiFmcFhSsppf3zWWje+Z12pn5NDSzlnY6n7s67hTww7GGW2hZvJq8r1nb0F3sIa2ySBxuVgwKOPOPnO8FKXKi2X58gv4NnWvCWcbHEGjZpd7Zjf+jlSTE2zQR2Rxwgy4SktmLXj7hGfyCTufA4yU0/u8FpclJctG+5T8hvfKWk0AjNBqtQ1VK36TDjHp2gB32Fr4GR99ao+Q9vUZzy9FEdEAQGhL5zpD+v6z/A3cFeRJoyhzWOBgy28nRPk6J0Oi1n/nUQHHqNX4qJ6O7x1BBxVZa2zd6CdurKbV+LU9zadFQjeiEXyOS8PfCSvuBErIsC7YKpmWjafsXs0lcehghsBag17dSCl4bKR36F+amUvXlgjAK74wI17BuQ7GlAd8dMra8HlwJaNkMKzGHKcowdpuLfzlypoTCqcIa67b8jXSk73M8FQbf6aj605iIz3fWB7eewm3/mI4Ciqa3gsZHT0L4V3zXBu1/xF8Jy8UhZIA3I+XXihgFrPOY4ujuCVMs5TkO32582t61D3HRMp7YWiihjddijq1wWX4JUvTaFkz35werjO6ZQuHOEVLtrwhp/vE7wLDaP+jrhMnAKil7eAzU+tNwK50ctVDNCkBp8Xbo+76jd9BmuCD28HB6ev2I/xnG2Gl6U4KXPUSwvX3F6/TiWjlhfevOnlO+czaZ6vV5no/Rt1en7Sj3eqGgVJS/QH57mGNUeUNs288OlNlT5fdDYPXDi1Zq/rSGAMJ7PwNrx+IzxX967MjvVmN+HMtaoLL6uDA5zpCmXhtn2rkqL7sVhIj5ncgPcf+f3vJFaWK1cJRL8XzsnCxxr8eD4fpgZ5CUQ4eWDhoi6r1sHjL6vwDU7Sq67Xldfmg8wIcdr9dtEZCV67ALf7zH47bbP4wWfz8ZTAYgiMc60BJy9FCGZo0MJp4NRcYGi0fbhdoQ9i5+ySrwWelaLxgbuKi6YfOMijTS8VYECIkOWFa0JKvuwN4bTqtYKg0GntVRps6rl/t+ewXgpFfIPiZecaYeq5fxIefeWkyUpGqMWXG0GSI3mKn0RI22lgSW/kupzj66aUJPUUP3jPeezr4GLrPJ2gYM/kC15TlhNyGtNT9vhYUht94cnMsubL95JDdtYWPpxtbGzctn095cO3o4QRPTWvzugx1/UR+vTxHcfW4YoXysGT80g1retHmNFrR3k3pvJwZrSP2W479mUYYdTufY8E/vBkO/tk2TuTJGiTJst9t1VNrfSkOl3mBL1z4Yyn+9m10aSYa5RolEvMdeEWCuV67/5SLvbkObkN24/8yE6VJCB9e4UWmnniSXJCEVfLcJy59T1foYuKOZ4lJ4uBimNcuK1Sj7a/IZBkuD0bTiSlb1pwdw3kb4Dlc6uU8/YwLcUX1yv5Bm8aPVblRY4Y0AtgSnkrU5Fn9c8j6xDSuvobSyLrEDzlTarCVp3v/kWcVAm3H7Eq8g3VU9uRYCvndZfSllDt7wh5VTj0FDahsx3Zxobn8BXyjagLhVrPVEdJW431tdBUkkef34i9qGFi4DSPCB/dheyZ6qiO0zrTwgeeOF4HCOkreKZaSQYokMI744/buM4nVHmLJ6RJJkRabxZeagzlOuaohuyZZ45Lq/4Gum79e4YqSlO7LX/PXOCekhTe5WwdR61lDdZ9z3TUy+ODEwotoyWXKCL5cTRE5qB7GpnMAI3KfeFkD3VA/p48qfZ7Wkkn1V6dnSy8ccq5TraF/LLB5ToJg0/PF5MCoHNif77b/ffroI0+QfHMsDIAY8V7NVC2UgfucV5HcMBzBjrfSwth4XZW0mSwIx9QIeR5rhehmpna83kLY/I9iRd8Ujq7shNSFvBcbxRJavr6hnFCoThfWY6q5j/ldMmKoPRYFs7RrZUziVK9ya/4ZVAeey4zAjndKxdT1fzZPIdiG9T0qJfOf3Q5+pXqgb1TVy6Wtp+xKhyVnO5Ux+SRMqpQQlfONaj/ytcCOBzPdKWkIB+ZJ1OC7JvCAm8r50rOfefrRW6CT3ImyOBCJc+tSphhbNR+YFrZtDfLJqbVSqFGXI4zBRP99PaP+7iyeFX5UU+VQpCCq7TwTEZiXtlAmGJzpUQTkeusG2/kJq75wuCjeu5T5ZyxYDKlk1D6TFqqEf5NcsL67gvP6Gv0MycKv66tXKa2yzH3ZbofCY7Maq1Swuiez41IH/nDbBqCHseVuK1KZa5hxBkHMRZsxjk1Uvab/qUlvawcJOPlojdiJJEbzcWPK71MS/r0XCP4gHMvXMQZ5MTPNDVcy+pJRaW1V50Ramb1PrUjC1679Av9KraavNErVXnYNuuVTAfvniMUbjHvWHhJnvRLOhu4spfw3nWgOZL4hvfhyT105SoKOQtnR9Xy/hYDoNEWJfdIDYx9MKd5OzeN3TlKDbB3gyfxkLnjxBMX3uGDz6tiQTt29WQdFQ5S2XqYTRGnkm/KGfQowX7hxeuhR6VEfdRKvlFYMW/bNkzle+NPwYV26exJNgo05io8uQLVeqh54Kjn0BY9PMeWUEWwN7TxVjxpRl3IVnmOG++SVTvrRS1pcuQqO9mr9XcF25xwOV/lKG9b9infMHODiyYnsdxtU73mQ4P3uMZtdzH3fGU2b6xKqzxmnnE9Hcj49mXXPGlwqYODshuHjUI06OeUacHT01oGI6a5cDrHPH8lwc3mrQzgsBrzVQikrSF4+irRsDhb3B+nK97rhjmWB7RILN1VxkZ5y7NUJE3onqkLL+RaryImfbrds1SobRZ0NRc+s2ejKIaau/b4VdPQuga+HUXSpsCw+8dnS31dHh1lTzsp+7LEXITTQ1iv2qy31SjtlNiXV1MVOAJ//RydDcyGVL1SXJD9HgvvSdklFYpL8IQLfa4p53WVt7DcpDXuvpvWGenZOk7by6ogD/oQ88Kr3eMqRL+FazpXpyeYsgYDtHV9jsSeYCJH1BZ7EpwG0pKuejkdp9ETTDl4d8ZcOCOyp1fvH1EY4Wz786rHdwQafJchB2VLxJ8mbWx46XKV+9Xe5pkncPPIc+OkuZPfz1DSBFi0Xc2g+pIJgKfno3LUbEPP5zASrXo+CkZCjc5LBp9Jcukng0EdhJ6nAjebdv9Ka2bzPFVm+ofPMQG2qC/Fix/RESzw7BV4WylCdVF68ko0i/7ApMZiv1gZatL0nFaOPiOnL7xPz2mRbmNf9t8Ey7g7EerL+qCXtHquKxP0xfLgTL5aU9GhvPd9HTO2EuNFNukaK65cF/jYxzxaapPnuuCsmCcqbeGoIrd2clno2B2e6yL7V+N6Zmb8xVNdMGLUUCC80QmrwUkHg4aWxODJrgyzMboVMg6teq5LOcTlLWk8rMFZU19+ThdL16dyZ1J5tooWnrunurJGMYX1DEj+BSetfXlBXTIZSnWRomzFW3pTl5yds82oldtG0xeOCmFqF++IJvPiqS5SmhbdpX2dETynlTWP2GXuwIntY7/4Tp2TmOe0MjFuncs61Wqv5FVWi3GeG7e9VUOVDjpVxwV5Ugv2FZMphNOQ57KUYmvZFubPE5yoNV8sLhQHpievsui4K2WpBjtPUokNFrrfD3glWX6xxFBGcG1BSUgz0HgunP6jnC8WGnjzLBUS0qhe+HXQQ/N0FCnc2tcWT2sc1OJ0sd8QiHCJOElOx9bH/jzD0MTZlFDSSr/TA2fP7SbX0QI3FzWzInW0iozIZNTFwazK7vshDdx80A+pj961sLiWRO9tVQ3pXaM4ny9yIN1rbXEqpbHsclFJE9MWSRLigoQXHGcGFhv6QUqkHW0skiRzA8o6uCBrkh/SIxR+j3TAGzvnRXqkv2w+5EY6Hf1MoP6y5GS/L6lyoGq6SIxNp2uPGNQxtkiJneJvWd/bpBEm1/klbUo+ZpESieCe5UxYWNXwf5BCaQ1Li3yo9I73IIJbKOV0QnQvSDcuvHBD+eSi0upVFmuwK2m5HjPimEW6bQeldUjedizKLEGCxwaDQ0fTQPaDMgteFw2QBEheR7JB0/Ti9cF1KPW5ji0ekQy/jNwxKY07fW9wBkruBIaaQXwj+jJ+adFKi6nHN2nitOO2o6sl6mAOg49FyYPQmIY7Q1quiuddICajKFM3biumLHwTlqdKWHHxmEkrjX2ZThtp/3PyodGb8l5Wl9QO3V86slWx+adfVvVE58/TK7CwY40PXuNqWPiytjWWTemVNd6pbRhNcXHUv+Rv+qe8Y9BnTdmyTgsnnK7jIpdPdlpPr2gm1lzMGxql2rqZh7lOl1TxHEqRCGtbN0OdPujgchDgJ7w4JVEkmx1cNASYQkm++fWTnc2zKCoiRJ84ktQNRfPyRdNHYy16FgWBbLNCd6a0PbXkrS7fNgA03LwfRl0DnLU3bs7FW1q+XQa0PWVlUTQ+b5+MaG+ynxXm2aswObx4EkVC2PbdfnW6nnJI5WqFoLvJf4paJ+LegiZdik0D0I9WC/TzgqdRKDpYDFn29SWYMK+WDdqb7PWr/+jb+oFuX1N6RTMpY/RIYiIcmEK/+krm456lYG1he914YX9pV3/K5BDk2ZXidOr1DnVe7jOe/S/gUHlyOftoEu1N2bMuTFylnzwvPK1+k087DnBWrC7t6U3pUW9TFMv12+wDTvubFv2naUh49WSMpKd7d4YUvU0WF9Z2Nh8l9CGDJ2k09rim9XmqoBI2+fY2AdtqaTGfLVLCPXMifLYS9mVsHcRWzlYrcHIuXXCDbdQXjNai2k0+nVyJFqboJ6BvR5jw4TmdsoQl48Jt1ctKPo1lwNWzst6fFleOExzCYzz61oAp/qWr/Q18TM8ASaN5P7IpSc02zy66rL6mSDLr6MbLkidVYqjoQOuaAcAYRr56/cBrye7QPr2B4M0LO+DkFfq+vIXnYZ6th1miqy2rK+vTwSi8eSKp+Jl9fS2zE2nTOzskwRPimf1sqATPyRNP4CV60zB4GWpUORo2wZvvJd++T8EqJwtGL2hfHeGe2Y7uUXNNlF3zOHtQBRfPUqFZjO7k/nhkXFQ9e1zBLZwaarT+tMQKn569kgixNB0drzRdj7PlFnyJ3307d4F79WQXpYWUvakU3HyiqhifxuAc1IM81I786SMGj/KVVcm2GcdCk08sOrqUwdGlieNsdgYv3ZNjKP6OtYmDc0rnePVtmga3yH30cTZfg4/kybRKLnpZuPCitN3R3A0+0TUpZzN4DkrKSQvu21QufCy5Bk0JWau7aGLoOFvWgQuN6uVsfc/qsHIRByq9DL5aMHKa6pT/dNCDd6Ta2tmJD267rIs4MPUdWYuN295d49npn9G7po+mnsoA4OY0ml7KR2FAeF2yD8TnqeT9+YwAXToFDMAr8o7lFDwAb3HJPnR1o+e+8da8p/wjqJA1dtH2k1OXAdh+U+1b3mGxX/Jq1FrqDub3l6OD8F0UjH5VIrL6tGYc/RSbAEcPdDpOX/ByOShVFpV4v2IW4HbYXPCjfQFMrKGG+FdCQ/BYohJDis99wXZ+UvfpV58jq3mr+c1/9DzMXRMauNYEtcQ01ue7N0yMUy4EXJF6OmVHwC1iJJ91yJSAl6CcKKomTDdfqP1UZiB9NVCyOr10EjykVLL4bp4pRXoFP7C/FHZJq6ckC/gsqvAdwi5ZnKis+epfgRhwO08q4wpuwfZaZ7RARwkyfoVmwDMLcBx6NVktYJ6IVQEBeZ6FVzK96ZTDAYeV18Ypn5M1OEBtA4cKD7j5HyV0mxomWtufn+jepFPlJ0OVqsquHWpB4HbQDAvvUjJ9cB1kD9EhcEY1SxXoI14EbrGsoqivBhK4nYKUMG7SKwhjLJz2zXZpKWU1kxX/vR9NJnBqP5wKv9pOWeQqTzAjHJrzciORBUkb/KkRBW5OOl1KU8CpedTVnJXnq1B9ZmpGOYSswEt2ItFX9wrcjlO6zEc+C7hFT18j7ElMvHGL/FI91bmAySdcYl7AE22EemiCLVjZ7gWvn8rhzj7eTsWxrO4zC/vnqVAGbo9P2XHKFBFh+o2Trk2nAloWfzqPpYz2KKmBW2CmGsdXeU349Gw6upto+yzY1payMx9ZN+BpnkoSSx9xuAxvq3juHTG5KGm2hRNbz1NkDjwFcR8PsTrwbIeQW/QO3A4MytZ3icUsZwo+OKGf4nnZKfBJcoyvBl9Ws5qFSvVU8hPePOvfefme9QembSGXUxAwq4eNYQSnsCB4TF4N6KI2eI+c8AZr5dQtzJpcE3Qc/eocghf09fohlyi4e1EBmGLo/lo63nI+xRjBGYDX+ynemDV4x4sNXVLnM++vHYWhqqc4JPgcXQ27X5HJHEXclXbJV5RS+PSiBfUR8xDrfqS31sI4RS/B8y2cCUjQVdsptCm8eoUD3G7GXQ4NIb1qEsFXyBPcIgsdgr+6n1nDkLwioqIJjmDjVUNjD13RrMaV5u/qo08KnpLyFIeeqfDmJRSqKUTDZeEMFMmXXiq4GZCSBF/ZVfDmlGgpP7JZ7Psha1vaKd8KzpgzWcRHBhZ8ohVwycYKH16jQeExD797MtPrlb+atMAI0Unh9yNtC54pR45TCtdxr/SApzJmXHjpuZVTaTc7Py7qt36UeYVPrwB1Z9O1/bUM+JHc6Ef5F5zRiFInfQWEc1SmWEH1V29YePVCkpQZkxPlwc0uJQLx1TMGxwfGeeofg5foBSZqNRY8h/29Bd/RTnllcBQ4bplmcMZu9nmoOgtunt0cHNFTXG+8u0jeqRmdod8RS81TYxrcfpLKV8Pn460NZZAlkPP6alhnzXdLSyL7kbwGLiKFH8rZgocXwYYmWKW074ZCdMyHMDcwnbvjlPEGHsVLY6rqoOO4ceYijFMmHByhX6m0f1TFM+16MHn7qU4ufHqJjXIPrdUbT+Yat/r5VjkHtz+NWy0dvNY1coAEq63MB2dO9DhV18FhR9V5qreDD0SaT7F3YN5OcdF4M03n7Qn3qQqHmHymvS9XVcy/ovRZJME1iwBiU/Upo47PkOYpbg9eKDn1UyQfvDaGU56i+uAtrRkFMJWmc0TBGXMbyynaDz4YttpOkX/wOdaMApTZiZo2TqtlPIcIZGiF0rg4Zg4A28Ulm/EZXQBsv8RHF3CmSs7QA0dWfk1MeCYggDPxM52DFIB7WJMLIMTGtcI1ynIy/voYyAA+7NRW6jnYIUNCNMcazzkQgusaaEDDh3nqjVMTKPkYMwHM6Z3t5DuVApzuieHDMMKeliu8tEAZ6jv1IouzaB6lnlMysnMWpcD5HbYhvK85B5Jlqs/1x6g6Un+HduSktv9xzf4AjtmLqlMlmNDmxnsXr/E7QgQ804pQz1Ek4AVW8zW6RPjwIix4q7ns26GWHuI5GQXcTtIqPn4nqYCP4sVZikkkJOPCIUf3dgxqyZAfK40v51wX8BS8ljs1vSuH/OB1hGtuDDiKoBrs8pkzA14ZNNPPYTXCm9d+J4M3Qh4bh8igOTOfoTfg6A2mc0ZO1vRcLxWjrleiS0YLL8MnFH1m8GTYknQ/t3NmD3giW5/O2T/Cu5eWp2K45ClE0SWbz/75jBDK6rDMQwOZPqOIwFv2kjOVI3uh7cGnPZ15jjQChz+h8Tyf0Ujg1L00bAuGQPHGFMeTZOm+I5YyfElUptI5qQnc1k7M8ZzsBG5HOF9V6HaOFBcMm0bDsz6Do8AZ81LLOWgKnLxl9M+bMw0esoKX5jO73jFWwEMll3PoVYYvaScvreXPkCzhzQvm4JVmt4Wz3DWp6TOEC9w+pDX1mdmVNd7aC+mq+Qxv/wMnoa2H85kJBo6YMzHAZ4QYsMWxPhqJQnd1hcLsRMp4jicDnXi1cY4zy/AlY1A95zsWTXj2avyknB1GHwu37U0qB9/xauBwANo5jS27vouK99Rkah61LZzRRSMfw96yxqKru+0YDQc+qor64KXXvf5QToAbc46ey5KniUlTHT+j6sBpXNbkzM/IO3ALTbomFJKFq/XBGZ6jSYGf0XngBeNLxwQ+4DWLVyJxNILOhTf1xB9z/IAZqVjPsX9ZzEgxCSQGl7cnnWgBpHwOFczwH+1cUeY5hBCcaXc1ncMMhQ8RD4QXyiMLZ1WWeA5FBK/U48c5XBG8+RRXcNLd+2s7+rflnNEIboeSksY56zGL/6jqkrTamF/il49qc75nRoLbAp7r88+MSXCivJ7PUZUL15RQwSPvy9hBUVNCPwMvgYmS8jk2E7j7BFDhQyvC8ZEkpneM3wSfCBPkc4pnhtHYxIOQkhoFqLhwho2uKaHPNFDwNGlCOKeKgqN2X304aQv7qA1eRYv9DicFbhEh0WOUKXCnC/EaiSpcKxo4kcvasMUkTeMlP5NVMwzFkezFnQNawe3UH7RwcEkzuH+S5BjM8XPQaxYVcY52zosFtshMs9NJTlMe6wunj6/0c+wsuJ31kDs9pteCj7qGhBLvhTL2bZrhFw3Z/EzBzVkjs+cc59RccF83n8m7gNhOEdyQbd3XsMfb0zG+F9R8meayf6cAC+/idkgnjF65fRW0wTRw+jNNOKudW+1Dx1Ri8BXfSfiLFpl958yO1zDkz3TjLO4gPP1jGDKwHQDI50jgi9lfceGUeGI6Ri0Dc9DXLOTPZGbwpnLzOeBZeMnZP67RU2PBfVYiomNONDjdojWd86YzTEA/Zi1hrtkXHG0VaIz7Z2w1OLlFDZv/jL8Gz1WMEulsoZG/L1+yhLGPKdrgnO5aP6dug/coRomEs6g5tY235O/kM9U7iwiImvo5BTxDBOx7JrltI2utih7oc6s/I8bBzSMhbHqMJAcvthhTOkebC8+ioAiHNL0/z4FOd/8ZkQ6u6nc7R60LH6KmSKoq5VXNgR9o8WK6RrZneIAND3iOfgePnkd0SaqR61h4YmZ4OkfIg2cyHvmYOA/MQM4utFnwnfdVkI8J8Zxmn0UD9AHs8IB2PQEWYBNjBTwxBbRvnJJzdnzuegIsQPo8/7hg1C4nQPYLOa+Pm6FuN2e4Z/OFKyHrsL3PrjnoIk4u7wcfJg49MSp2u5wA3kVwScozKWnnOLmXIRhdpeX8OGkGOqnBx9zVhCxRQ31cTZ7RrQRuYCJJJDy2XWSQOgDZEeEl72IC6gBeOgOHM+auAnJgrf4oubFVZIAbSE+rw4zEdgcobqAILq7DlNaOAe7ZH/CUd5UB1mCFsCmc6ps7QMQEgggu0lvCSbeNW5TOzwJvu8pQorPS7FUlT/i5B4Q3aPspg4rJmMxVZQBWCVuySsxr2FepUaMNwGvbRYaiOSjaM8h0pF1kgE2YRH0RPmmvXzhVHTwgqY65iwxiE069cvot2y4yFIksTT2FRKuSB+qSMKB/TXBLu/YgDYNUdJuq3iwPCMvQKSNSRCplxbRoG6AIM4SjwugeEPoh7V9VOKGae0Doh0hmJmUQ2ns3oySoTsLnLj4USd8zlQfcFujyf4bbmRrui6SPxmqoEW4WWR1PaRcfpC9N/UjSR3MHRJAPnc0FbrHASpMK1xB3wbskUSQsYG7sD2JD5i6X/0Mfodhhw/E0d+kBvIn5Ap45GDlOtwLnD+G17tKDhBMQuhHOmHr3f5AYEcd1mGE9+zJ2KsYXokJEAOXur6jnpS3cjkvu/oCdyJmSEyfn/jiNtHoniKvsmgTcRtGRgcfYJYmiHQGGi2scDe+Lz3AeLfRmTzI81l2TgPQ49GClcZR2TQJhhimGC7g5hTr256lrczaT9tGuSSDMkIoOMlLzXDUJuJCioCNOxFy/dfNkMBIikuAp7VJFqZLeJBTj7Dl2SaJQMhKTRdJHkjfceJputUgi7VIFeg10F4NLt3a7QJSLSbAIh2qyXCC4uCyOk9hbeGUaZRZe6ypViDtJlU7wiLsmAe69SsIh1O6vHYxWts/TIDd2rQJOZZEcFLhtzNsFEilsuMTsI3GA0WLh13J+i7tWUUR9aQS7OqjtYgVyEEWsFYkr7WdJ/5DIDsn70Zan6Dq8E0PRXhZ3rQLc21LBqzmZ9aqIEpBEkhDT2KUKyUQwyEK4ZJzbwm3RyS9yjsJplIXTMcTBVfLBu4QBZZONeQo3O9oOEGFEUVAk3IRy2P5eC+hJv4Az7Gg5xiGWJuuYo07cpQoont5rD26bwHZRQ2zwmB0fu4RRJP6vYIyzS9k1DKZRJFFNJABlhrRe4VTrznDcHO12jeJ+dl0HAZNdwyjMPhKlBDznzacoykrn4nDZJQzkKRDYi8LtBL59ICGBrZAqfIxdwhBVVAGk4yO4mUMVhX/N9ZnbtEsY6FYMNKCBS9wVDOA5fSHTWrePeXBIa4H3DW6R4XKNyFbY+0h+HXONyweCqz/1T/IjQHC7hXPK1OcoPMVV2oB02hrpbODSdwmjPmpA4NUWQ9p4zLNnv3wvu7ZRad1iKOgfBKNo4HAnCN5FEgGPQTljxwsk2fbHhap2bQP9C8VywLXs2gYc1SSWiHSq2ipDoYphmwv7jFpvVmlDohid1yyVqr5LG1BahxIm4GYRLtcGrv6IIZz90ld+VUgQq1/HAovlA1HLKCJ9SL2qR5++BF6Jo6bw0XfJA7braAoJkK8qu7QB2zWI9SH5Kg51+z6HVCOkXhVWxQMNDQtcq18FyoK7RrixVS5I6lUWvvkhuzqtNvnVGWPirrFmV/2y6xCfhl3xqPQpiNwBDuU0lI2T3UqO913xQHYDwpVgO+Eu1wiVtovDIVErDq154zQJ8LViNLtzRKQDJm0RjESQO8fK4E+VCcDtGN5SfvCBfKvwsgseMGyRfErCR9gFD8Y/SbQmKR7c9Q7BInEIH6RPFo6aPZt/EaNoOUdNndJ7lnhV2AUP8CKyhnAOj347cHUbRV2JWvVd8ICra0Gpbp8K1i54IPYRtNqFj7C9CNUD0RolahV2IaSK3DGHfx66iDtB8CZShkStEiyBhds1Od7TSJJ3HaSKDpuJ/MtTYQInKhD9QnjfQTKqIbz/Kbz0XQeB8msxEHsT+lV51ztEBdbGI/0q/HZeeIHJzPVpGdl1EOREiBa6cMgGyzs2l9GPwtWv1hfO/hj88zXvQoiow1V7DYFP2IUQUYdFtJBQlX2rn6Qq5VvNRUAwyl5c3zBnMIIa4pi8CyFVmpVl4XZUaeutw30dykjRHBJ2gUSyJGnBo+06CFTjIEIFklFBjmHjQxqQkqnKu0DiMia+xslg7EKIqMmiToBXdEzqwhOyMUO4GcRyj0oXhu6Xn3mXQirD43Q6QxvKlm9t+2vr0OBl4XOHO1VDSmkjlCRV2yUSxv51Dx2LJiSkhdpXxeqovcHtHOnwGAjBgs+5KyRQnLMYElKemkzV2ThjtYbw1FaFBOazGWV1uOZdIak6dyt9L+Ep+9q+8IYUXHN87goJ2imwvuxrUZ5qu0LCwMUqJoSUp6B9bXh4DhnhqbwLJw1Ooa38LNzc8/KOMKWDCA/gg+fRN84/To63dchsmks3cAvsvGlXSFoQGx6vqR3WYr668SGWpfC5SydQriEENOHMSHPvCLU6idkgJSnGj86N2+0QS4GnXTxBs8VeFm6QTXPu4glUbPgGQ7j5seUeHYfy4HhysSLwaksn++ch5Pb9vfAfhuNz7iqJcFURJCUVFKo7PlnKghlR594RSZghGXPwmnaRBHyK25B8VyvrNimdM0VCOFPP3D1C6c6+qWif2sUT8CoOg/Bp/3J/nlQReR3EpNIun6AhYzbPbsPGM3f9pEGW1EqVmFTmOSx8Qlby64y66yeNLaMjl4WuE02L7h7Bm8gKwvuqZjfEDSq13iUmNR/cQruh2+QUucsnTQ00cBWkJhVbXKsna7Xp9vGaq3zS1CdDH4nUpOaun4AP7SRSk6qK4cGlx0ULgOSk6q6rIGozpewObtvRco8Qz4s4CcLJK+7PZxLL9Y/LSe3CCsRzSQn/cTmpXUABVyJdOCzh3heOpotWA/NpVsQtHZyu5AV+e+wCSoPfqZAOfBCJ+8+yDaxrYqj0pOourKCbA7M5CrdQfblH+OtR3APXmQrZi13o6aDw0YTby18OEmK7GSknaDxr3bUV8C7ugXSmEGHbn7cIY+rxoISzMu3o70DeFmqb1PKPyO8kHbmWzFRevwp6lfovkppHdnGlocwxoPuA28Jc/hF8iGKADpSk5ff1C+OIHY9jF1cgyDffExtHnF1daZwqxCVw+Sno8gsfmWm5wpkb7rD2zVL847ZEtoPksKHch+Sn4n5m7PO2rpvgVHfRRbI/vZNzxDXFXV2BaF/FJZD8FKP9ysJtqY3muNn29o8c9SPVS8lS1V1eaZxOxBqQLtVsfX/tYHZwFYyQ/vJHnFpY943Sza6tMMe8Ky0pUSqLPev+dKoqMOFP6i65NImYab3iH+IurUDiz84ZoKWkE+MunNKpw3nsigsSRHY642CKHyi7tgK5fzg1AIPH7e3LT+iaUbg97O0zYVQ2HXYw+LFrLkgWFecGNJV08toR6QbIzAcCL2XXXBoUg+D3Qy/4rrnQDRCcHdB0Ds/7az3wATWj2x6TumMpwquPesoLn81ZALLH5mKZmd4BVPqK8Bp3xYXeAYt78TnY3VgVlw4lzUkATR3fq5rR1yDQP5K9KrviIvmkrEMQdhR3yYVWg+4kAPpM7Fgd9rfanqqSM3jfJRd6DaBc++dH2TWXznauYj/2QkarbFgeXDh8ZXeYtCa0lAgQMYy+ai5djSOq9rP+e3UZbnCm6MmokMnetZiuYQmqmqkBZRdd1LHg1X6WdExlf2vngFgc7rsWg5pT10GQFV12zaUnQlTV+lm5lPnmxstgZKvUs+KuxSDyZE+FyIsl2lfNpROWqFbMArXQxiN52h5I8Vbhdmha7hJNKDJL889HU8vxkbyo3xD8ksEsnBFQxfG+SzG0Q2TqfH/QwmLQn7vFTh7fq/pd0tIrh93JpCnR3hVBLm9J94T98IXbI3Wv2PM+CwH3uZRchFt8iE31sInSjnekvLhMVFe9u8WuMzunN949oynGgiGOZv84Ffi1EIq6dBdum8Hyioaj70F02KMkK1vdOLqJUThRlHvLrllGtGcgtrV8nuPN0xXg9B76HgOe/ZgGXnYphvYMyFr++R52KYb2jOYV/A65e+Tne6HQsNTA+y7G9KpxZ7pPxB92MaZT21Cpnm4Vu02vzgIXr0bzwMOuxXQl8id7UldCc3lGw5unE6XyRb5nX6cHBaXAeRdjOo1rEo0Bz2EXY2j+yF6q74qEVrgEbueDufC+izRdMwhJq0j8K+9iDNpb00v1ndBm+lQA8BKT8sA8kLCLNDSLUHHows0HbddIj4VK9fxA0gZ1w21o4wfPe4EzaVe60RILC7sY03FMXpKXWNiqyAP7jHfBbRdpaC6hdugfL3kXYzpEbK/IIyIG4bdsfARVermxsIs0NJ3YWsPzcmdtF2PoOvHiGqpgKc6VJAc3r8pBCjyvIg0KYUwTn4Jr2NUYmlSGKvJdLXtjmfNQl0xbeNtFGnpXUK5nKQyft1UXXouX5NEcsz3vuQ55dEJAtb3sIk3XXF4F8nyk7SJNf2rf0iJT2v0/wPMq0nxhxh3tIs2J29razvHACYNm/cX/f7bOJsmWHimi828VbwWN/lJSDhkxZsQKoDEMMAP2b4ZOSKkryTWi+1B9q15VShlyRbi3//htgj9ecTf8bl12TkRJVEyzgDt/HBzH8neRsnI8FL6LlJ2n97sw2Xnbwr9tauE4jn0XIzsP73cxsvMnfxcgO6/huwBZOdZi30XHzmP+Ljp2nsN3o7Fzrpbkr2sWYt+Nxs7JoHXy85j18bdhbLwVf9/GsHCLyPs2ho2nd1xF7Lg831XEyjmsfFcOOw/vd+Ww83ZE/pb0xuuXFrJxM4R95bdDv3L5Ld2FW5qh/BUp67/LgmWNnnxsATv+bTAn/zawk3/7487n7nvib3M/+ffy2Pnv3XTy8erb8e/NevLvzX3yrzLY+Sw8TvzVNSf/qqad/6qyk4+i78RfSbnzX8F68q8gPvkot3f8q+ZP/h0WNr6cRU7+nXRO/p2kdv47qZ38Owie/Dtn7vx3iD35d0g++XcG3/nviH/yT0I4+SdR7PwngJz8E1h2/hNwTv7pQyf/9Ked//Stk3/y2ck/dW7nP/Xv5J+6ePJPvdz5Txw9+Se+nvwTfXf+E5VP/mnWG18k8ZN/kvvJP0V/57/7gpN/9xEn/647dv67Tjn5d1tz8u8yaOe/y6aTf5dZJ/8uy3b+u4s7+XfXt/PfXeLJv7vKk39XpDv/3cCe/LvgPfl3gbzz3/X0yb/r75N/1+s7/13en/zrDTj513uw819rw8m/1omNL50ZJ/8aQk7+NZzs/NfQcvKvYebkX0POzn/9Pif/molOPnqVdvxrhTr512l18q/Da+ezgezEX3vazn/tbyf/uutOPnr3dvxrDTz515F48q/hcedfO+VJv2bNk3+9oDv/9ZqefLSynvhroN35r0H35F//78Z/7cUn/pqXT/61Ru/815F98tHvfeKvm3znv271k3/d8CcfPfg7/rX4n/wbITj5N6Gw8zkAceJv7GLnv6mOk39TIycfIyk7/o3BnPwbszn5N8Wz8zkkdOJvMunk3+TTzn+TVScfY1s7/k2LnfwbRjv5N+y28WXE7uTfAN/Jv/nAnf/mEk8+xh6Fj6nKg89ZTuFjVFT4mEQ9+ByAFT7maw8+53qFj7lh4WMu+eBzHlr4GLcWPppwDj6nyIWPKXXhYzr+4HP4XvgY+hc+PAUOPq0MhA+nhINPfwbhw/9B+PCd2PnP10L4sNMQPuw6Dj5tQoQPExLhw/rk4NNZRfgwdBE+DGMOPn1qhA8bnINP7x3hw/NH+PAUOvj0MhI+vJKED4Omg09jKOHDeEr48Ls6+LTTEj5cvIQP97CDT28y4cMT7eDTc034MHoTPvzldv6zrxM+bPOED7u+g087QOHDhlD4cDk8+HRXFN6tGwUPx8iDT0NK4cMG8+Cfy6bg4e0pfHiHHnx6lgrvlqiCh9/qwafPq/DhIyvcXGoPOi1whQ+HXeHDwffgnz2w4GE+fPBpbix8eCcL79bMG16Mn4UPX2nhw5764J/7teBhoi18eHQffHp9C+9O4oKHH/nBp9+58OGbfvDPfV3wMHcXPkziDz7N5oV3y3rBw/n+4NNBX/hw4hfeDf0PPHMBhI9wAeEjpODgX9aB4BGZcPAZvCB8BDgIHzkQO//lRggf+RPCR47FwWcchvARnyF8xHAcfMZ5CB+pIMJHisjBZxqJ8JFqcvCZgiJ8mCcJH6ksB58pLsJHGozwkR5z8JlCI3yk2Qgf6TcHnyE6wkfojvAR3nPwGfYjfIQGHXyGDwkfYUXCxyD1zn8hScJH2JLwEc508BnyJHyEQgkf4VIHn2FUwkeolfARgnXwmaUlfERvHXxGeAkfiV/CR3DYwWfQmPARWCZ8BJwdfAalCR/BasJHPtvBZ5yb8BEKJ9x5LS2XMDrhI7zu4DMCT/iIzBM+ovd2/ovwEz7ak4SP6MCDz6hB4SOyUPiIODz4l5QoeAQrCh/5jAefOY/CeyzkgWe6pPCRRil8hFoe/EvGFDyCNIWPPM6Dz/xO4RYCKnREiR58Ro8KHxGmwnsS6oFnoKrwEcB68JnjKrzHwQoeqbI7/6XQCh9ptsJ7KO6BZ7au8JHRK3xk+h78iwYWPAKGDz6DioWPwGPhPTf5wDN+WfhIcRY+wqAP/mVKCx7R1MJHxPXBZ1S28B64LXjEdh98xoILH/HiB/9SygWPsHPhIzP94DN7XfiIdhc+IuJ3/ouaFz4S64X7eCktk5n5a2nJNJS/lJY2wX0pLbkYcpfSkunzdCktCRKql9KSmbN4KS2Z2S+X0tLykS6lJaN0z6W05GrIXUrLHgalpSUjgvVSWmL3EC6lpWVfXUpLJh/9pbTEJOO5lJZMYr6X0tIsPi6lJTll9VJaphkkITzkS2nJvKu/lJb4ujyX0tJsYy6lJWO88VJaMg1cL6UlQ8XhUloynJwvpSW5gO5SWjIs/VxKS0au30tpSZpivJSWmDeVS2mJOVS4lJYMpOdLaclgu7uUlqRupktpyZz9eyktzRDsUloSYloupWU0e3otLaM5V2lpGW0yV0tLy6i9lJbYK9RLaUnwbryUltg9lEtpiT2Ev5SWPfRYS0tuidyltMTKMF1KSywU66W0xIEjXkpL3B/LpbS0oO5LaWnGIpfSklsidyktyTZPWlqaW8qltMRmNFxKS+Lgy6W0xATGa2kZzGFVS0uzpLmUluY5eyktw2Mem+dDHmwuWktL/HrypbTE9sdfSksMiB/Z2rA9fi+lZTCTNy0tsUSql9ISZ6WgpWUgovpSWgac3S+lJXZRz6W0xNf71dIS2/B4KS3NBetSWuKGHi6lJaZcWUtLbofcpbTEWz5dSkucxt5LaYkxWdTS0hdcGrS0JAXAX0pLT6P5pbS0cAMtLXF+S5fS0luwjZaWONHFS2mJo13R0pL4C38pLb0NZ2hpaTZ9l9ISu7+kpSWugfVSWlpCyqW0JJelXEpLcl+8lpZ4Jz6X0pKQm/dSWlqIzqW0xCiyXkpLgoHCpbTEuDJfSkt8Lv2ltCRn6bmUllhuvpfSEuvOeCktia2ql9KSWKxwKS0tjutSWpL15S6lpWWMXUpLgs3eS2lpwWmX0hLb13IpLZ0FaWtp6Ri9uZSWjpSCS2lJil66lJaOMe1LaYkXb7yUls5MUrS0JNnQX0pLLIbzpbTkdshdSkvn8ezR0tJcky+lJZmV8VJaOkevn5aW5vp8KS0t0VNLSzOhdlpampd10tIS7qqWlnhol6ClpRl0Fy0t4c5raYkBeKvvpLSEh1dLS+zLcbg5S0uzQa9aWpptetDSEvf1mrW0hD9eS0tzg3+0tMQ9nsGps7SEp6ilJdxVLS29pS9raWmu+1lLSzPpd1paYuqfHy0tfU+mltLSwgeilpbwp2hpCQ9BS0uyE9pDKKUl/HFaWlrEw6OlJZEQ7ZcgpSW8vVyktLSIiqKlpUVdBC0tLTEjS2kJdk5LS/I4ctLSEh5eLS1/aSKC25tOSkt4e9aktOxZKFpawplWPR/yiu+YlpZEvJSqpSU8RS0tLXFGtjbLp/FaWsLjo6Wl5eU4LS0tdydJaQkmd/osLQkBeoOWlvBhNyy8FRVnWWLJRo+WlvB0GeOB+8sYj+Uy6RiPxTtdxnjg7jLGQ3xUuYzxWGqVjvEQfvVexngsK+syxgMPlzEeC+7SMR7L/7qM8Vhe2GWMhzyyehnjsVwzHeMB+8sYD7Fp5TLGY7FslzEeuNMxHtLgymWMp0fNaWlJZN17GeOBZx3jsaS8yxgPQXzvZYwH/lzGeCwA8DLG420yW0tLiyO8jPFYfOFljMfbvLmWlvB0GeOxWMbLGA8pjuUyxgOPlzEeC5u8jPHA82WMx0IuL2M8lpV5GeOxxM3LGI8Fd17GeCzo8zLGA0+XMR7LHb2M8ZBfWi5jPJaDehnjsTzVyxgP+av5MsYDj5cxHsuJvYzxWK7sZYzHm5mRlpbE3L6XMR5vXkxaWsL9ZYzH4nsvYzzwdBnjgfvLGE/PHr6Uljh5XcZ44O4yxtMTlS+lJaY7lzEeAp7fyxiPBUJfxnjg4TLGQ2z1exnjsZjryxgP3F/GeIjdrpcxHni6jPFYDPhljMfSxC9jPJY9fhnjgbvLGI9lpF/GeCxT/TLGQ2b7exnjsYz3yxgPPFzGeMihr5cxHsutv4zxwP1ljMc/Fi+tpSVOqpcxHm9GrZfSElu4yxgPPF7GeODuMsbj8cDTMR5wvIzxeCz5LmM88HwZ44EHHePxGA1exni8+S5fSsvE03kpLbFP1DEecLqM8cD9ZYzH4wp5GeOBRxnjgbrLGI83q8tLaYnL+WWMx6cwQtUF58sYDzxcxng8hqKXMR5vxqRaWmKbfxnj8djyX8Z44OkyxgP3OsbTXon47mppiYXsZYwH7i5jPB5LWx3jAcfLGI+PeI9fSksuhy5jPN6yN7S0jFiqX0pLXIYvYzxwfxnjafUj7X6yieOdfBnjgbvLGE/7BLr9tLTEElrHeMDuMsbjIw55l9KS7J7LGI8nM0jHeMDPZYwHHi5jPJ6cpcsYD/y5jPHA/WWMx+NtfhnjgafLGA/cXcZ4fHjp9dPSkriwyxiPNwf5S2kZ2qN5GeOBx8sYj8cX/zLG481f/1JaEkx3GePxIX+uzcKfyxgP3F/GeDxXQ5cxHni6jPHA3WWMxxPCcBnjgcfLGA/cXcZ4PNESlzEeeLyM8fhAANqltCTr8zLGAw+XMR4fLLBXS0tyQC5jPHB/GePxpJJcxnjg6TLGA3eXMR5Piu5ljAceL2M83sJfLqUlGTKXMR5viceX0tJjs3spLS3H+VJakqNzGePx3tyDtbS0sJ9LaUlo0GWMxxM+dBnj8RZidCktffeBktLSm4OmlpYWwnQpLT32VpfS0puxoJaWjYfLGE8r19rv81JaknR1GeOBh8sYj/e4kV1KS26JLmM8cH8Z42k7PO1+Wlp6XIoupWXj7jLG014UNPxpaUnQ2mWMB+50jMc7/PAupSXxcZcxHk/c3GWMB/7oGA84XMZ4vMt43Wlp6SyKSktLIv10jMc7fBQvpaUzf1QtLQkqvIzxeHINZYwHGi9jPJ7wxcsYDzxfxnjgQcd4PNGRlzEe+HMZ44GHyxiPJw9Tx3jA6TLGA/eXMR5vIZ+X0pKwUB3jAbvLGA/JpZcpnobjZYiHGFWd4SF09TLC03C4TPCQ/3oZ4CFFVud3uBO6jO+8OGBqRfliPa8F5Wtx4ufOTUjvZXSHTN/L5M5LFLoWk9wF6dwOOcWXsZ2XEFCtJBvOl6Gd1wxcz32EBOfLyA5B0JeJHa6ALgM7L3FbWkMSbn0Z1yELO2gF+To6+qSAfC17R+rHht1lVKdadptUj6SNXwZ1anv8LnM6DefLmI4lqGvlWM2vVArHSsCP1o0VV2EtG3EZu0zoVByRtWgkz/4yn4MV2mU8B+O0y3ROw+4ynGN2bVovVuJwtFyskfY9qRbNU06LxYrxutaKNXxJmid+LlM5FVNkLRSrp3FP6kTc+S4jORWjZ60SK5F2WiRy0XOZx6m4sWqJiG/hZRoHm8PLME7BYFbrw0KIjJaHWDdeJnG447kM4pSZi3NifxnDKTjdaWWIN+ZlCAcrzcsMDkaklxEcPOAuEziYhl4GcLCAu8zfYGF6Gb/BYvYyfVPIztOCEFfWy+wN9m+X0Ru8fS+TN7i/XQZvcKy9zN1genwZu8E+9zJ1gwvvZegG57fLzA2OwJeRG3zfLhM3GGXrwA0ex5d5GzP51hLQLMS1AjR/cikAMX++zNpky0qW8g8j6sukDb7wOmjDHc5lzgZr7cuYDUZvlykbDPllyCYTFqx1H5bjlxEbnMsvEzZc3eiADS7ql/ka7N0u4zVYul+ma7IZHZ+lQ/Y04Um913C6jNZwY3OZrMEvXwdrcHW7zNVg3n8ZqyED4DJV85hJ+/mGI47gMlODn9tlpIaUmstEjYXgSK1nQQ1a65HfcxmnIR7oMk1j6RNS62HjdpmlIQnjMkqDidtlkuYhHlNqPcI9LnM0ZIRcxmgeAj+11sO+TYdoyD25zNDg3XYZoSGh7DJBQ5bLZYDmsSAtqfXIbruMz2DbdpmeIXjuMjxDWs5ldobMncvoTMLFX2s9rmIugzPkCF3mZpKlakitZzmJWuuRwngZmiFg6TIzQ07TZWSGW5jLxAyhUZeBGZzaLvMy6aGnTmo9C8LSWs/iSLXWI+z0MiuDS9tlVIaQsMukDCZtl0GZhsNlTobgs8uYDMG5lykZcnkvQzI4tF1mZJIlrEuth0HbZUKGgLrLgAwxzJf5GFKeL+MxhO5dpmMwZ7sMx0Tiri6OPtUyTcTQh6jWi59PoXtO7XywEr+4+RT80dXMh+yci5cP9ugXK59M49zFJJLMlYtHJG1zF4vI9hu82PgkuubUxac9g5dxmEhQ3cXDh1j5i4UPAQkXBx/yFy4GPhbvoP49ZEdc7HuIeLm49/AMXsx7PN1yF+8e2uUu1j10y12ce2iW0xGYl145dRKhVU4HYNojeJt/4RG8jL/UkQq600KbnA6/FPzRdfaFJ/A2VU2EjA5V0yJ3man+m7vNvfAAXsZeCE3WgT6643TohZiIy8wLj99l5IWQC514IUHjMvBC1uZt3uXL4zlxuk270BWnwy6epjip9XY8bch3PF3Ld/x5nK90cUTf8TRQ3/H0W9/xtGdf8eLmvuPP+32n0yl+xYux/I6nD/2Op239jqfL/YoXU/wdTw/9HU/L/R1Ph/4VL4b+O57+/zuecQE7nukCK17CCHY8swt2PKMOVrwkI+x4Bins+Itd2OkMaVjwmumw4xkBseOZGLHjGTCx4l8cxU5nqMWOZwbGjmeUxoqX5I0dz/yOHX9pHytdMkN2PCNGdjyTSnY8g01WvMSj7PgLU9npTGTZ8QxwWfGSA7PjGRuz45k+s+MZVrPiJfJmxzMhZ8czZ2fFSyzPjme6z45nGNCOZ6bQipcIoh3PJKMdz+CjHc/4pBUvaUs7/jKbdjoTnnY8c6IWvMZK7XimU+14hlmt+JeItdOZn7XjGcO14xnateIl+mvHMylsx1/e2E5nOtmKl4yzHc9ItB3PZLUdzyC2Ff/S3HY6s992PCPkVrwkzu14xtbteKbc7XiG5a14ydbb8Yzo2/FM9NvxzAVc8RIjuOMZRrjjmVy445l/uOIlLnHHM3VxxzOkccVL1OOOv2DInc54yR3PNMoFr6GWO54ZmDueUZo7/nI3V7qkd+54hn3ueGaG7nhGjK54SSrd8ZdrutOZjrriJUx1xzOTdcczwnXHMwl2xb/c2J3O9Nkdz7DaHfsv8nbFS0LujmfQ7o5nLu+OZ7zvipc04B3PUOEdzwziFS9Jxjuewcc7nvnJO55xyyte0pl3PEOedzwzoXc8o6VX/Aui3umMs97xTL/e8czQXvAaub3jmdy94y/ne6VLWviOZ7j4jmdC+Y5noPmKl1z0HX8p6judWew7ntHtK14S4Hc88+J3PGPnd/yF1K90ibrf8UhNOjG9cOdyQj90UZYTDdzt93EuJyx+OGucv5LpY75jJJ0iy8naur0sp2S2KrKcSIRgOzr/ZOHzFTwx3q7ncsIKiODb8zdITkSU5ZRMCJflRP93lztOjN3SuZwsPKKcywlpMnlZTvSEt6fyXE4ESvQBvA1HSzqR5YRiWR5ZTtgIETIplG6sczmRMdFbYk/MNMK5nKLNhMlywlioqBSBvOlFiojzgvvEZISfy4kwCq9SBKJnUikC0bOoFIEBkRcpAvuhpFIE+RRFpQg6z71KEXgSJZUisCSqKkWgkHqVIuhGTypF0I1eVYogysKrFBEt8V6WU7RGNllOeBd5lSKIt0gqRRBvUVWKoG/dqxSBn9GjUgR2RlWlCGRWr1IEveyPSBF0sleVIsjB8CpFmPiqUgTia1UpAtsjr1IE2RiPSBGmyaoUYR3vKkWYE5JKERghVZUikGqDShF0wT8iRZg7kkoRlqChUgQK7qNSBI3xVaUIHJOCShGkajwiRSDsvipF0CsfVIrARelRKYKgjVelCBrog0oR9M8/KkVgrfSqFIEQHFSKQAh+VIqgp/5VKYJEjqBSBIEcWaUIBOJXpQhcmIJKEZgwZZUiCOl4VYoINK6oFBFsHFmWU8CmVqSIQFScShH042eVImjHf1WKIMwjqhRBlkdWKcLT7SdSBA5OUaUIHJyyShF+ZnGeGBeoczlh65RVivBmEH4uJ1+Y1pTlRCd/VinCm12JLCdiQKJKEZ5oZJUirLtfpAjsn6JKESSDZJUi6Ph3KkVYw79KEVhCZZUiLC1EpQjPvYpKETYEoFKE+USpFGEJIipF+Pi5Opy4VWmynLy5mslyIlWkqBTBtIBTKcLPYasdY8KnUkTD7eeT5eTtfvpcTswPFJUiSB9xKkUQPpJUivB0TqgUgfOUUykC46kkUgR5JEWlCOYMnEoRjBkklSLwoioqRTjSx1SKYPggiRTB6EFRKYLcEq9SBLElSaUIZ51nspzwrPIqRRBmkkSKIMqkqBTBjIJXKQIbq6RSBC5WRaUIRyCpShEMLiSVIphbqCpFEHriVYpwhJSqFME4Q1UpArsrr1IESShJpQiCUKpKEcw4eJUisMBKKkXggFVVimjYe5UimHtIKkWYLZZIEWSmeJUiGm7LWpaTzUKoFGFOWSpFWI6KSBH4XrXt/FhO0OJFijDzrEekCG/ZKiJFYIX1epEiwAxaH8vJDLXqKUVAKY6O5YRrVn1EigA/VaQIcAwiRYDbRnwuJ5y0Sj2lCPPdCiJFmO3WI1IELlrtTXsuJ3AJIkWA0yNShFlxvSJF4Kz1BpEiwPkRKQIcX5EiwD6IFIHbVn1EigA/r0gR5tkVRIowy65HpAicucorUgT4CSJFmI9XFinCbLxekSLAJZxSBJRj93P+IOYDci4nnLpG7uKJCb315w9inc66nPAGOaUIzLsw4T+XE4kwr0gRYEKozuWEA1gWKcIMwF6RIsCYY75ChzHxjnFfEikC3DZiWU6V5HaRIsDY1ZzLaTqFnbT9yWU5kSXzihQB9lGkiO4eJlIEeAzwn5h5qHM5MWGSRYrAIqw92LKcCJ2JIkWAx9TNiZ0TKcKMxqJIEeCURYoAtxeXLCfmUaJIEWY+VkSKACcnUgTYR5EisBir5ZQioNmJFAGOUaQIcCvxZTlhU+ZEigA/UaQIcCinFAF1TqQIcy5LIkWYc1kRKQIcnEgR+JO9SaQIMMMRr9DkRIoAU5yfy6nQgCtShFmcOZEiwO00JMuJ9JtyShH4mFUvUoTZniWRIsz1rIgUAXZepAjMzUoSKcKs0IpIEeBWWMtyKkSBixQBbmc7WU74o3mRIsA+iRSBDVqtIkV4G60RKaKbpokU4S1NR6QIvNGqFykC/CSRIsxJrYoU4S1h55QisEtrT5QsJ+ZwqkgRZq7mRYrAK+19RIoA5ypShDmu+VOKML+1R6QI7NNqFSkCnLvpy4njI1KEebBVkSKwWmt1+LmcGn0ekSLAoYoUAXZepAjc11ohIMup4VRFijCvtnBKEebU9ogUAc5VpAhwO0zKcmL05xEpwtzbqkgR4BxEigDTQnkup2z+GrKcCPsJIkWAn0ekCPAI8z6xCyJF4OaG9/e5nAgAekWKAIcgUoRZvz0iRZjz2ytSBDgFkSLA/jmlCNzd2gtYllOekRcnjlmkCHDbimU5ZXPgkuVEflA+pQjocKA9MT7g53Iy0ziRIswz7hUpAhyCSBE4w3VbqJPiy3cuJ3KGokgR4PZXk+XE1NIrUoR5y0WRIsD4ZAShWPiey4lhpihShNnNZZEiwGOw48QuihSBp1zJIkWA224py4mQoihSBIZybxYpwnzpnEgRZksXRYoAt61KlhMzUU6kCPOqiyJFmFVdFikC7J1IERjStc1flhOzUlmkCHB0pxQBxcvzXE4P/1GkCLO0cyJFgEMUKQKDureoFMFglRMpApe7qFIEJndFpYhEXrFKEYxbRZUiGLcqKkUQj+REikhEbKsUwRBWUSkCNzynUgSJSUmlCAKTikoRzGY5kSIwyEsqRRCiVFSKSLToqhRhE1sqReCaV1SKsGAllSIazkmlCBvkUikCKz2vUkQPW5LllOjRVSkCfz2vUgQGe0mlCAtgUimCsS+vUgRjX0mlCEz3qkoRiTA7lSISPboiRTAMVlWKIKjJqxRBTlNSKaLhWFWKwJ7PqxSBO18SKSJZGqMsJybHvEoRTI49KkVE84iW5RRp0VUpgoGyR6QI5smqShFEPHmVIkh4elSKaLhBWU5Y+3mVInD2e0SKIPSpqhTB8JlXKQK7v0elCNz+qkoRceY2n9g9KkUwk1ZViogWJSHLKRIyrlJETF+W2olLUCmCxKhHpQgCo6pKEUywBZUiMAt8VIrAK/BVKaJhH1SKsME2lSLMQVCkCIKlgkoRkRZdlSIYd3tVijBTQZUietiULCeypl6RIhiCCypFRHPAlOVE/tSrUkSgRVeliDBnhE8cX5EiiKQKKkWEivIoy4mRuVelCOwIg0oRxFRllSJCYZL1XE5YFEaVInAozCpFEF31qhTBgF1UKYIJu6xSBK6Fr0oRgQhVlSIazlmliGDmH7KcCLmKKkUQcpVVimAiz6kUgb1hVCkCd8OsUkQgqFqlCCb1okoRTOpllSLIw3IqRQTCq0WKYH4vqxSBC6JTKSIQpaFSRCBuXaWI9h+TUykiYPAlUgSxWUWliEAEu0oRgRbdqssJMzqVIsjScipFeFp0RYpotL0oZDnhn+hUiiBfK6oU0XAqKkVgquhUisBTMYkUYZlbKkV4WnRVivDMq6oUgc1iUSnCcrhUimg4JpUiPIPUKkWQzuVUiiCcK6kU0XAoKkXgx+hVisCOMakU4S3mUJZTw8GrFOEZ/VcpAovGolKEJ5pTpYiGW/0qy8nToytSBNFeXqUIkr2SShENM2l7LiesHL1KETg5JpUiiPuqIkU06rxKEbg7JpUiMHesKkV4i0OW5eRo0VUpwuHpI1KEs4gGWU6O6G6VIlzFKUWWkzO3KVlOJIU9KkUQFFZFinB06KoUgTHko1IExpBVpQhXvsysHWc8kWQ5OezRVIogUCyoFOEeM1I+l1PDw8P+xCmoFOEsxEmWExljVaWIhnNQKeJnLHliV1WKcBFbdVlODT+PShFmNqlSBGFkQaQIF1AeZTk5hs5VisCAMqgUQT7Zo1JEw/lVKQJbyiBSBKaUj0oRRJa9KkU0nINKEY4WXZUinDlQn8uJFLNwKhENPlmEiNdsO861RKxZEBmCULMsKkSj6RURAkPLcGoQ2FlmkSDIOHtFgXhpzBUB4sXgSPQHLC5fkR9eYqBFfWg0ZhEfXppyRXsgBS2K9EAGWhbl4aUjV4SH1zy4zrWDE2YW2YFMtFdUh0bbX+dcONhjZtEcSElzIjk02l6p56p56cQ9BQccM53oDYSmRZEbXrpwRW1otK2lc8FgohlFayBELZ9SQ4PRidLQqIsiNJitpugMlqkmMsNL962oDPUlA/dYKYSsOdEYLGJNJIZGfRGFAfNNJwID3ptR9AUi18opLzTYtvpzpWB8EUVcqNgTi7aA7YUTaQHXiyTKQm2voCLCAqYXTnQFPC+SyAr1QUU8VwqOF05EBQwvkmgKhLQVkRTwu3CiKGB3kURQwMaziJ5QLSf4XCl4XSRREypdtiImVAsvOFYKPhdJpIRKh60oCbhceBESMLlIoiMQ61ZERsDiwp8qAgYXSUQE3D+raAjYW3iREHC3SKIgVPdlqB60VcnHSsHaIol80OhTRT3A2MKLeFBmmtFGK0rhuVKwtfCncmCuoSIcYBpaRTfA0sKLbNAo6Q7HSjEjURENMLTwohk0mh+RDBodzoIHxZ31WCmWHCd6QaNPFbkAL4sgagF2o4+IBcUiDs+VgpFFEKmg0fCIUlDMiPlcKbhYBNEJGm3l47FSCt2zohLgYBFEJCBq7hGNoNH4ikSAfUUQhQCb0ucUCIiee0UfwLoiiDxQ6Jqt50rBuPQVcQDfiiDaQKFl9pQGcnvRvKIMZAtiOFcKyXSP6AKNtufmXCnZzK3OlYK9aT5FAYLqXtEEsKsIIgngeJpFEcDx9BVBAK+KIHpAoy6LHJAxYRM1AKeKIGJAoyGLFpDbm+YVKQCbiihKANF2WYQAgu1e0QEwqYgiA2CXmkUFwC31FREAh4ooGkBub5osEkCmNfZUACz5TgSARl2W8z/eFE6O/2aqKqd/S8KTwz/GFO48+2NLEeXoj89qlpM/phRODv54UkQ592faYeXYjyWFO0/9GFJEOfQ/LxLfuVKwo3By5MeNIsqJn9y8Igd+zCjced7HiiLKcR+D1iKn/ceicc+Vgg9FlLN+o+1bnSsFGwonJ31cKJIc9BvNRc75eFA4OeZjQZHklE/MXpFDPg4UTs74GFAkOeLj7VrkhI/9hJMDPu4TSc73jYYix3u8J5yc7rGeSOfhvsFWt5wrBd8JL0f7x0J8zpVCKl+Rgz2mE17O9XhOpPNYjylskVM9hhNeDvX4TSQ502MUW+RIj9uElxM9bhPpPNE3GKqc6M06Vk70OE0kOdE3mqqc6PGZ8HKiNzfZ80TfQ/3OlYLJhJcTPR4TSU70yfyNz5ViKX9yok9Y+cmJvlFX5USPv4SXEz2xf4+c6BsNVU70mEt4OdHjQvvIiZ4cwConeqwlvJzoEx5+cqLHmLbKiR5fiSAn+kbbeeRcKYmG1vNEnyyt4FwpBAU+cqJPNLPKiR5DiSAnetxrHznRkxxYzxM9ZhJBTvQY2j5yosfPVq0dcZJQZ8dEE6uc6BOOfeeJHhsJtXUkWFBdHSN2fXKix0NCPR3JGlRLR5IGxdERAwk1dMQHV/0cscFVO0fcI9TNMWLTJyf6iDGpnOjxjlArx4hJn5zoG81q5IhxhPo4Ek6oNo5EE6qLI7YRauJoBrpyore0QjnR4xmhDo6NPmrgiKeu+jdiGCH2jTEiyp0rJdKoKid6zCLUu5E0Q7VujHSpyokepwgxbsR3V30bsYlQ20ZcItS1MdKgKid6PCLUsxGPCLFsjDSnyokegwg1bMQf4uLXSGuqeiS8iHIyhPri2i7ep2hyan1KepA6n5LUpsaniHJq1EhQsfo0EhWvNo2IcurSSCyDusqhyqmpHKFh6ilHcqNayllkrlhg/a1c/BnpRVVPBJz31BIhkb+ifj0WYyV2PV+G4EG9OjPShKpuCFjuqRlCNH97sRb54kE2GohaUmMRRDnxFflbvFgyBqKc1Qbh+0//+de///XXv/31z3/+58/t/x2JTwhmhejb//3ff/3zL3/++88//GP48/f/++P/MKP38HZqm9pf63/5879/b//v//jj/vzT8WV/ji/7awvXnd/4v7Ys3uXHXZJ7N/rL+T3wFwu84V+K8IF75PABv3ziDf/ijA/8pR8feGQlb/SXrHzgL4j5wF9u84ZnyvNBv0zoA38R0hv+JU4feORTb/SXZn3gL/z6wF9W9oqXaO0Df0ncB/6Cuzf8y/k+8BcLfuAvRXzDv9DxA38Z5Qf+Is03/EtAP/AXmL7hX776gb849gN/6e0b/oW9H/jLhj/wFyW/4V/y/IG/oPoDf7n2G6YjrUcUHDj7Hmhw4LffSey4MlRqYQkHzm+PVtjw1MhPnFyPbThwyT3kYcXIKl2xPXH721iAxIFr7HETG7YZaAunOHDbuizK4sDt+1nwxYaRo3pMxoFz6KEaB35rj+DYMFpZD+w4MMMr57pkOOnpYSAHHsf9E7cKxoJGNozvZo8lOXDqx88T19QjTzacbdw5nJ/NubTHqRz49T18ZcN4wPWolgPnXpyf+K09BmbD5lFnoTEHLr1W3PGLLG6BNAdOvsfXHHiULhtmZDD2aJwDp9qDdA48bI13jOzYQ3oO/OQe6XPgtxvq7jigQFlc0IFzjOf2zV1F93LdMSOhPbbowMX1kKMN07UZLzSFHp904PZfLGxpw3SV9mimA6c3nnuMXSn10KcN58868cTt+bNAqQO/Icbzi2lw6lFVB26ltAVbHfh9ewzWhmnAiudCKOa1bQFbG8bFoMdxHTh1q7ITt293vle5wUw9FuzA6ZVC0SbOnx5DsWEGauP592p02DOd+A1HrQcO1h921nrM4Cep9bhodlrrcSn9aK2HR4DXWg9HAdlCSYeIWutVuzKUWo/7+aS1XuU4IrWeWSxorUfvgNdaj0aDorXetIDYKVZiWusR/pG01qumzkutR89FlloPT4ygtR4OGkVrPesH0VqP5pFXa73XpqWl1rNeFa31XiyHtdZ70cG01qOPpmith+lJ1FoPi5RXaz2afB6t9XBlcVrr4eGStdajASlorffS/Ke1Hg1PUWs9uqNerfVe606UWo9uLK+1Hq1bWWs9jHeC1nrY9FSt9d5sfrJnrfeam53UevSxPVrrvQyca62HcVHRWo8eu6C1Hg15VWs9nJWS1nr0/zmp9fByatXhWet15yep9cC1SK2Hq1SIUut1Zyqp9cBvklrPzLCc1HpmnZWl1sN/azTOnjgWqfXM2ytKrYdBmHul1gO39XTWeuDqpNbDqsxnqfXM7yxIrWfuaEVqPbzUQpRaD9y+31nrmXvbI7UeXm/RSa0HbrXOWethOueC1Hrg0elz4vYCPms9s797pdYDp0dqPTPc81LrmT1flloP/ASp9cC1Sq2Hf2BIUuuBn1dqPXMsfKTWw98w+rPWg+YitZ45Kgap9cx/sUqtB+53ljvF8VFqPXD76561Hrh6qfXMkrKctR4U2yZ/frSZRpy1nllmJqn1gs11nLUe9M1S62Hd2XaBs9YLNncitZ55iMaz1jPD0VdqPXBJUuuZx6mTWs8cUfNZ60FrkFoPC9aRzXLiJ0qtB67vWeuZQ+wjtR44O6n1wG+WWs8sbMNZ65nfbZVaD9NcF6XWA8dXaj1wec4tNFgX5FnrmQNwlloPXIPUergL+3rWeuZQnKTWMz/jV2o93I/DI7WeOSj7s9aDvkVqPcyZY5Barzs8S62HS7RLZ61nltJOar1uQC21HnbV3kutB05Faj0zyI5S62Gn7avUeuAnSa0HHiazO7Yx07PWM89wL7WeOYwXqfXwI49Raj1wrlLrmQV6kloPnJzUesGu0aTWw6Pde6n1wKlIrWe28FFqPTORf6XWAz9Jaj3zrXdS65nJfZZaD5yD1Hrgt0ith91+jFLrgfMrtZ75/j9S64GTk1oPXLLUehZMEKTWsxSDqrUet9hRaz2uvF+t9Rjvf7TW44bda63HdXzWWi9Nz5wTv1VrPZInktZ6yW5LpdajNeHRWo9oDK+1nvk3aK1H20TQWo8ei6q1XjeYkFqPng6ntR7hIo/WeuaAobUeDSdFaz3CT6LWelh0VK316IZJWuthCuK01sNCJGutZ606WuuRHlO01sPiJGqtRxvRq7Vesu5wqfVoW3Ja69HilLXWw/UlaK2HR0zRWo/+q6i13mP+n+f2jYXNo7UegUROa73H+jCl1qMVLUitR9da1VoPV5+otR53Ia/WepboJLUerkNeaz08irLWehY4pbUetkhVaj26C5PWehaIpbUerk2P1nq0Pnqp9WiTLFrr4SoVtNZ76P/XWo88sSS13kNrgdZ6dIw+Wutlm0uVWg9TriK1njWzaq1H52vVWg/TsKS1njXaSq1HXFzWWi9jD6O1Hk3ARWs9bNTiuYViufZqrUd7ctJaD5c3p7UennBZaj0C/oLWesQBFq31aNWOWuvR1/1KrYdL3qO1Hm3kTms9es6z1nq4+AWp9bD8q1rr5dk7cuLyaq1H+/2jtd4vX/LENWutx2hA0FqvmLuO1Hq4NEat9bgAebXWI6Dz0VrPXCS11mOmImutR4Jo0FrPbC611mPeI2mtxw3Iq7UePpyP1noMo3it9chgLVrrYRQatNazSRmt9ciITVrrMZnjtNazMR6t9fBO9Vrr4bRatNYr5n4stR4hu1VrPaxgk9Z6xbrSpdYrxHxorce8lddaj+GsorUe5rhRaz2sdF+t9RgcS1rr4d7rtNbD6zdrrWfBzVrrNRyL1noM0UWt9SxZWms97I8frfUY8HNa61n0tdZ6+DMHrfVwc65a65HNHbXW4yrk1Vqv2mi+1Hp4Vnut9czhWms95jaD1noMeVat9XDgTlrrVUtykVqvYpKltV7FbFVrvT7wKrUepuRBaz0szKvWegzjJq31ME13Wuthsf5orceksNda7/U2InFsJy/GhFrrMcRctdbDdD5prcfMtJNaj/nqrLUepvhea73XOuqk1ntxCJdar9H6aq3HrHnSWu99LOPvrPVIFchS673TY+zEuWitR+hB1FqPiIRXar0XL12t9QhlcFrr4R+QtdZ76ZeWWs8yI7TWe82NR2o97kFeqfWiZVqctR40e6n1wO3AfNZ6kcyNILUeuPuY7JS+RKn1wPGVWi+acYXUepEUEh/OT2YQRmq9aLYaUutFhz+b1Hrg9u2ODQr6Oqn12pNBB9lZ64Gzl1oP/Jaz1ouEzESp9cC5Sq0X8U1JUuuBkztrPWjJUuu1Pzb9Y2etB05Faj1wjVLrRXxnXqn1wE+SWg/8Oqn1Ir44WWo9cHuzn7Ue+C1S67UXB/1jZ60Hzq/UehGroCS1HnhMjZ24ZKn1IlZGQWo9cCpS60WLsZJaL3IF8kqtB34eqfWi5WxJrRcxg8pS64FzkFoP/Fap9SJuVVFqPXB+pdaLBJU9UuuBk5daDzw64HfMpK3UeuBUpdYD1yS1XuQW5JVaD/w8UuuBXy+1XiSJrkitB85Baj3wW6XWi4GhNqn1wMVJrRdpzX6k1gPj8HSuS/zmitR6kbbxKLUeOFWp9cCt1jlrvRhmJu+Jnyy1HhhP0HB+thmSnbUeuL1pz1oP/L5S60WGAZLUeuDipNaLgYFqqfWiBVhKrQdu/+Ws9SKTEVFqPXB6pdYD10dqvcjUhpNaDzyy/07c9qSz1mv7P9ZjZ60HzlFqvWg2mlLrRcZdnrPWgxYvtV7E5jNLrQdOQWo9cKlnrRdxIU1S68U+JXTWeuD6SK0XGUryZ60HfYrUeuCRL7Tjhx6ys9YD53TWehHjWCe1Hjg+UuuBi5daL5IwXM5aD5qi1Hrg9vSdtV7EeDdJrQduS+l8rzIxl6XWi/gCe6n1wO1PK7UekdBRaj3yo1+t9ZgdPGczwN5GvM9aD19lmc2AFp3NiJaorbUets86mwEu52xGJPBbZzPAj85mgKvOZkQSyWU2A/robAb41dmMyBWIzmaAs8xmRJui1VqPQHedzQAXnc2INuIrtR6B8zqbAS46mxEZP9bZDHD7y0qth227zmZERqN1NgP86GwG+NXZjMgFiM5mgLPOZsRnujGeOOpsBrjobEbEl19nM8BJZzPAVWczIrkBOpsBfnQ2A1x1NiMy+6+zGeBHZzPAr85mRIwJdDYDnHU2IxL2oLMZ4KizGeCisxnR0ii01sPSQWczwFVnM6KlZWith9+EzmaAq85mxMeGJqXW4xpEZzPAr85mxMxEp9Z65tOhtR4BJzqbAY46mxHNRERrPe5BdDYDnHQ2A1x1NqPVLu03qLUefio6mwGuOpsRibDR2Qzwo7MZ4FdnMyIZOzqbAc46mxFzpoFMar2MR5TWetjk6GxG2zC/Od4TJ53NAFedzYgY/uhsBvjR2Qxw1dmMmF/My6TWy+bHIrUe5kc6mxEL6QFa65FCpbMZEWMmmc2ARp3NiJaSpbUenlE6mwFOMpsBrTqbEfGz0tkM8KOzGeAqsxnRrLa01iPXTGczwK/OZkTzAZNar2D5qrUeKW06mwGOOpsBLjKbEbFE09kMcNLZDHDV2YxIyp3MZkAfnc0AV53NWPEy8bvjOR6842+UeKdz7HjFy4zyjudA847n9POO56j0in9j1TudI9g7nvPaO57D3SteJsF3PMfGdzxnzFe8DKTveE6v73iOuu94zsWveBmi3/GcuN/xHM/f8ZzlX/Ey+L/j6RKw42kpsOPpP7Din1fBTqevwY6nCcKCV8eEHU97hR1PL4Ydf74NK108HnY8DSF2PN0jdjytJla8+FLs+POw2On0u9jxNMdY8eKkseNpu7Hj6dGx4p+fx06n98eOp1HIjqeryIoXC5IdT7+SHU9zkx1PJ5QVL7YpO54eKzuehiw7nu4tK16sXnY8fWF2PE1kVrw4zux42tPseHrZ7Hga36z4Z5Kz02mos+PpvrPjadWz4NXXZ8fTBGjHn2HQTqe50IoXJ6IdT9uiHU+PoxUvhkg7/syTdjqNlnY8XZlWvFg47Xj6Pe14mkPt+DOSWuliOrXj6VC142lntePpfbXixShrx9NVa8fTgmvFi1/Xjqe5146nE9iOp23YihePsR1PQ7IdT/eyHU+rsxUvvmg7niZqO56Oazv+3NlWuji57Xjavu14esQteDWU2/F0n9vx51S30+lqt+LFAm/H0y9vx9Ncb8fTiW/FP9e+nU6Hvx1PO8AdT+/AFS9GgzueroQ7/hwMV7q4He54WiPuePoo7niaLq54cWjc8bRz3PH0ftzxNIpc8eIqueNpQbnj6Ve542luueLFCXPH0zZzx9Njc8WLIeeOp3vnjqfV544/W9CVLhaiO55+ozue5qQ7nk6mC15tT3f8WaTudNqp7nh6r654MWrd8XR13fG0gF3xzy52p9NadsfTh3bH07R2xYvD7Y6nHe6OP+vcnU6b3RUvnrw7nga+O55uvzue1sArXnyEdzxNh3c8HYp3PO2MV7x4H+94GiXveLoqr3ixYN7x9Gve8TR33vF0gl7xYhu94+kxvePPj3qn07t6xYvR9Y6nK/aOp4X2jqff9oIXb+6dTh/vHU/T7xUvDuE7nnbiO57e4zv+fMpXunia73gaoO94uqXveFqrr3jxYd/x59m+0+nvvuNpBr/ixTl+x9NmfsfTk37Fi4H9jqfb/Y6nNf6Op4/+ihfT/R1Ph/4dTzv/HU/v/xUvQQE7nqkCO54RBDueeQUrXsINdvwFIex0hiaseElY2PGMY9jxzG7Y8Qx6WPASCrHTGSCx45k2seMZTbHiJcdixzP0YsdfQMZOZ5jGipfkjR3PmI4dl6JSxBoAsuMvLGSnM1hkxzOFZMVLZMmOZ77JjmcYyo5ncsqKl5iVHc9Mlh3PAJcdz7SXFS/RMDueOTI7nqEzK14SanY842x2PLNvdjyDcla8pOrs+Evg2elM69nxjPZZ8ZIDtOMZGrTjmTC04y+NaKFrctGOZ8zRjmcm0oqXAKUdz7SlHX/JTDudKU4rXiKfdjzzoXY8w6R2PJOnVvxLqdrpTLTa8Yy/2vHMylrxEqy145nCteMZ2bXiJd9rxzMMbMczOWzHM2ZsxUsm2Y5ngNmOZ9rZjmc02oqXHLUdz9C1Hc+Eth3POLcV/6Lfdjpj4nY8M+VWvATQ7Xim1e14Rtvt+IvBW+iWmXfwGbF38JnId/AZ4LfxJe/v4F864IFnluDBZ/TgxpekwoPPYMODzxzEjf9SEw88MxYPPiMZDz4THDe+BD4efOZDHnzGSR58pk9ufAmrPPjMtjz4jMI8+EzO3PgStHnwmct58BnjufEl9fPgMyT04DNT9OAzgnTjv8DSA89404PPNNSDz/DUjS9Zqwef0awH/4JcDzxjX1e+psQefIbKHnxm0G58iaw9+Bdwe+AZh3vwmZ678SVs9+Azm/fgM8r34F/w74aXmOCDz1Thg88Q4oPPzOKNLxHHB5+JyAefAcobX/KWDz7jmQ8+05wPPsOfN75kRR98RksffCZRH3wGV298ybk++IzFPvhM0T74l7m94SWh++Az0PvgM/9740tc+MFnuvjBvyzyA8/k8pWvQecHn7noB58x6gefqesb/2W0H3gmuh98BsAffObFb3yJlz/4TKM/+Jddv+El6f7gIavEAX+iahxwZstlzQX8XlXlgMeoMgc8O9U54G2l65rDjCmq0gFvJx9dc4wmZNU64G9UsaPtmX/zr6od8JRV7oC3t6uuOTycXhU8fMBHWxUP+BNV8oC3FSprDnenrKIHPAZVPeDPq7IHvGbVPTzOT0GFD3h8RfkA56zSh7chCNU+PJ5Qr4ofcOZPZc013laWrjmbjxD9w3e3KF1zjbdCVNcckxOvSiCe0YlHNRD4sNIX/ryigoDrozKIZ6oiqA4Cb6c8XXOND6dN4e2n1zWH+VRVLQSeHhVD4CWoGgIfRjwHZyZS9RD4E1QQgZeqiohnTuNRSQQ+ZnWFt7+KrrnG66OqSNuVkUF1zeFmVVUXgfeOfsHMRMmaY7qjqjQCT49qI/DiVRyBv1XVEc/kxyPyCPjxqo/AS1WBpNV37besCgk8epVI4E9VjQRek4gkrcDAK07XHOMiVWUSeE6qk8Bfr0IJkSC+qlICT0mkEnDxqpVYskhVsYQQkZBULYE/XuUSb15bqpdY6khSwcRiR7wqJvCnqGTiuw2XrjkiSbyKJnBGVmTNMZ2SVDbx5tCluonFlRQVTuApqXICb6WfrjnMu4pqJ5ZkklQ8gT9O1BNwKSqfkFrikuonFnLiVECBt+OWrjnmXZJKKCSatKOtrDnyT8pFQ2k8x4uGwiSMu2goJKOUi4ZCNEq8aCiNF6caCiZh5aKh4BIWLxoKoSnuoqEwPVMuGgrjM/GioeAg5lRDabhVWrrmmKuJFw2FwRp30VAIWskXDYWklXjRUB66jS8aCrZj+aKh4DsWLxoKISzuoqEwjZMvGgqWZPGioeBJ5i4aSuMlXzQUBnXiRUPBrey9aCiPhRbomnvoPL5oKDbDc9FQcDLLqqGQ6RIvGgrDPe9FQ7HpnouGgslZvGgoFvdy0VAa76FPB2b27KKhkAPzXjQUC4K5aCjZmZexrDmc0d6LhoI1WlYNJVtMka45ZoXei4bCsFC+aCh52kYKb6WWrrkcmEKTNccYUbhoKMTKvBcNhVyZ56Kh5Pb+CxcNBau196Kh4Lb2XDQUImfCRUNh9ui9aCgMHz0XDQUjtnDRUPKDvqprjrGk56KhMJcULhpKNo9oXXME1TwXDSXTnXzRULKZd+iaI8LmuWgoZNgE1VCYZaoXDQVnt+eioeDt5i8aSuOhXjQUxpyei4bCnJNXDYXYm3rRUDJ9yhcNhQGoPpwsvNaLhlIsFkLXHJE4XjUURqPqRUPBKe65aChYxfmLhtJ4O8LrmrOxqYuGYiZyqqGQolMvGkrjT7poKExU+YuGYvZyFw3FEnYuGkrj2V80FIat6kVDwXkuXTQU0nf8RUNhDqtcNBQGsdJFQ8GUzl80FIJ5ykVDabyki4bCkJa/aChk9pSLhkJoT7poKIUm5ouGgpNdUQ0FJ7t00VDI83EXDYXJrnLRUAqNzBcNpeBzfNFQ2n/EI1F+O7QyXzSUgu3ERUMhBKhcNBRSgNJFQ6kOeVXXHMZ4RTUUjPHiRUMhIMhdNJRKT/NFQ8EyL140FDzz3EVDqbQ1q4ZSA+qqrrmKm89FQyFVqFw0lMbfeNFQaiReS9ccPnv5oqGQOBQvGgqRQ+6ioTQe8kVDwYIvXjQUPPjcRUOpD24euuYax0dN1lyly/mioVhU0UVDqRmrY11z+Pa9Fw3FjPsuGspMMTpwsRw4WXOVYcqLhlLNVlLXXCVc66Kh1Pq5nAsnKUJ+O5ieXjQUso/yRUOprzl4yZrDBvC9aCj4AOaLhkIsUlANpWHMmWTNYRCYLxoKDoHhoqG8lleoa+6l9fmioby4J6iG8pp9tK45opTyRUNp/AkXDQVbwfeioRCy9Fw0FFKWwkVDeWmBvmgoWA4+Fw0Fz8Fw0VBe2qAvGkrj+bloKC9eNBcNhWim96KhNN5el7rmGm87pK45nArrRUN5LTRC1xyxTeGioTReqmoomBg+Fw0FF8Nw0VAaf+pFQ2m8PhcNBYPDcNFQiHqqqqE0jEGLrLnGX3/RUMz78KKhEAL1XDSUxou/aCiNt4JZpqDNFVE1lB4PpRoKvNU2OgjtaI9WDQUevWooPTlKNBRwTaqhkBHlvWooFilVVUOxTKmkGgr89aqhEB/VXr06EY3TYlINxeKmvGoo8Pa21KFoh/eEaijwx6uGAm+nS52Ldu39l1RDgUevGoplVBXVUCykKqmGQu6U96qhwNt/1elozBuTaCgWX+VVQyGoyhfVUOApqYYCL141FPhbVEMhwyok0VDAj1MNxSKvimoolnmVVEOBR6caCvwpqqFYGlYSDcXSsJxqKHCS+2TN4RKZVEOBv041FKKv2qFI11zjrNzzp2+4ONVQLEGrqIZCWFaIqqHAH6caCrwU1VAsXSuqhmLxWk41FPiI2xReo2ooPXlLNRR4+3Jdc43nqBpKMENK1VAslCurhgJPUTUUeHGqocDfrBqKBXZF1VDg7dQva67hdsrTNYeLZVQNBd5Wiq65xoehn/AaVUOxlK9XNBSL+cqqocAJ7pI15+d/PDju5xevDxLA4sXso/H8qtsHnpj5YveBKWa8+H0E8mEvhh+Nl3xx/Ah4JV0sPwK2/er5ESy3WNdc4zVcXD9wPHkvth9YnuSL7weZYuFi/IHryXtx/sD2JF+sPzDZDBfvD4xP3ov5B84nz8X9A/vNcLH/wPzkvfh/4H7yXAxAwoO+qmsO/5P3YgGCAcpz8QAhpyxcTECwQHkvLiB4oDxqA0KAWbj4gGCCUlVDIazMP6qhBLPzVA2lh5uphgJ/H9FQyDELQTUUiz2rqqH03DPVUIgyc0E1FHioqqHAn0c0FEtE86qhEHLmqmoo8LZvXkx2cElWDQVeq2oo5J/5RzQUMG8VWXO4olTVUCxG7VENhcC04FVDgaeqGgq8JNVQLGHNq4YCb1uArrnGn6QaCrx61VCIU3NVNRR4TKqhwLNXDcVi2apqKJbLllRDgSevGgq8veZ0zZHYllRDscg2LxoKOBXVUOAlqYZCOhvpArLm8EopqqHAn6QaCrx60VAs5a2ohgJvL29dc5FWbNVQ4LWohmIBcEk1FEuAc6KhgHNRDQVOqLGsOTxRnWoo8FRUQ4GXpBpKMLdU0VAsNK6ohgIf8ZHCq1MNJZiRqmoolicXVUOxQDmnGgp85MscHI9p1VAsas6phgLHjFzWXONvVA2FWLlhPy08FdVQ4DxTsuZSe/851VAsny6rhmIBdVE1FHh1qqEQOueyaCjgGFVDseg6pxoKvGbVUEip81E1FHhyqqHA27Mga67hN6qGQn6df1VDsbi7rBqK5d1F1VDgrTLWNYexSlYNBR/YeNFQcFZ5LxoK1ir5oqE8tGJfNBTMVd6LhoK9SlYN5fGoq7rm8Fd5LxoKBiv5oqEQnxcuGgoWK+9FQ8FkJV80FJL1wkVDwWblvWgo+Kzki4aC42y4aCg4rbwXDQWvlXzRUBpvtYquOdxW3ouGYoF8Fw3lae+/cNFQMFx5LxoKjivPRUOxsD7VULBceS8aCp4rz0VDwcE2XDQUy/G7aCjYrjwXDaXxJ6iGgu9KvWgoGK88Fw3loRX7oqFgvVIvGgreK89FQyH9L6iGgvtKvWgo2K88Fw0FQ9xw0VAwYKkXDQUHlueioTRevGooeLDUi4aCCctz0VAaf/xFQ8GGpV40FHxYnouGQp6gv2goWLHUi4aCF8tz0VAw2PUXDQU3lnrRUDLGlxcNpfHXXzQUHFnqRUPJmF9eNJTG2fBkzWHKUi8aChGF6aKhkFHoLxoKvixVNRT8etNFQ8Gw1180FJxZykVDabymi4aCla+/aCiYsxTVUBrO6aKhZFqxLxqKmfxWXXNkHt78Ugk9vBmmYtFycUw1+9+LhvJLQxRebqapxSGv6por5k6taw6jlotvanFfVsrBvSVOyZrDquVmnUqE4s07tWCLedFQsGu5uafiJ3yzTyVd8eafimPLzUC1YI55c1DF8v9moUov9s1DFX/Mm4lqQl/VNYdxy81GlUzGm49qedBXdc3h3XJzUsWj+GKlSlrjzUsV95aLmSo8XdxU4eVipwp/L36qRDYGNVQFPxdHVUt4vFiqWsTjxVMVHi+mqvDn4qpq4Y8WMjB4ezIKvvjn1yMBPJfP/4yUCy1wNc5FRMM25uvnz+nb2ZG4ivPfNWyai3Xe1fkxZGHi3r//epCE2w7lj9/mzwMa7KluBs/ZVSy+9z8K3X/O4jr2P+LPYhpzntq2wjQ4OQClng9DsYEizOP3h+fnYA1P71gq2NHVB6P9/RlESG8vq3w8stMdG8qMxmea3YrDx36V24Of6TKLmP7vC+XnvY33UWlbQBo8RHT3c8ExHdTetbJAf9be8La9P53T2enMun1f6Nw+OCz+933hZxxezJsw5O/Ln3aAwXR+319wE3yc/XO3/WjakmMt1X7Xz/cxHksRf25rvMfb3+c9t8Gf6Tm8/QPH9ptwksxRttNk0UsEMezb789THe5ICRic8ZQ3nts4Boz1sZ9z2/Z/lu14d7WFmD9zdnr3MfbfXx82ixYGX1430xAe3J60WAduKy/kfL61Ih7QjhSN/S33s5s3m7JUy/dtOXLYo7y+LHGsDIMur9afl313RvuecC7kuIk6X9E2wFeJEdlf6T+rfPNja//wMnhGeHzP0oALwsBv8CglphE/JnDtyYnfl7fllvlxtoIEh8/2Z0tn/fJz+cd4LhHbYZxrTEse2csghh45B55l0y9DAN42FD8wfsss27364k61bWT5rNZ+CQVY7BWM0gZvRXggzmcr+nx3mo1njTjjD7D1i+y2hrn5bdt2PEtNBkXb41HO0vQXrgB3bTv0gzPByK6wl7jcRD/sXXtF/ItuyBYvyk/QeXv4CmE1W2HNyEH7HaSjDl+CIbBNbIenUgav6M/vUc/TXp3747SW/0vsRDa7kPh9emqbOTk72ymC5m0fbU1tp44l1AKDyIclMHjbcSwOZzu98Cw+9E8dp50lMwNbSh94g3SOzGw/z3pq4iHF+u44ZC2JHAwlFNTNwVOf39gPa7S8P76cZ7sl7yPbKDxv6c7b5laPEyJ2j2/7F54nyiVMhAGMN48/FIHr7R/oj4NpNum82vOxHmSXqBLmPtpe8n4cm3peJtuBmCXQfrE+HwfoJQklM285Vj5Lg4sLf5zDWRrtRWdrcDm2LzErDLkUBhUGRyS0n3I9/TP7UHGNPtSCJcWF4ZrUqrHv27ZaxtdTdWC2gg3tVCmWkBjSfJwbi5wlxtTCIXawwsprNeCqjSwJNDZJ5NL419IB29bSKbHYyisWM7RJMkvADRNMAaOrwQNxov6QdphIaVUrW9QmBS35OUxOcfGTBq9vsYSyTVLKNn1tOUGrArWk8zCvFUkm+3hbkDUcQhZLmCaRU/hawn8QytgY8+CtPrWtaxPQGOTxvPUOwW3JFmI+7bFUsMHZv/Mh3LHkW51NJb/qfEtyEWNxnvvNwdsfqNqPucqFbBFYeodDXlyCkZAjW70xcdsZWaCbSsn4U3vTsvNuquYSu/RQUSHXDo6Kbz/9qo4yXsUGVw81dUl1Qn2ljoofb/8Se0hWVdaMhL1VpZuKu4RGPXbrmdz39a1Gonja1eDM1LQjEm4Tj5dIqgfjj/bn/HGaJA8Rmk2o/SNjPUTrJfHKRG4M+3/c+XqI32a93OqYcIjlDMnhZxgOcX0J2oLjid+/r6Oz19vPv4r0GEHXVgOnQ9RfcrwsKK6dG57BCQv0/rgcyOPCIex3CUtKGLg9ePn7eP+UYkt6vZJgl2s/JSXWdoWxhJCZbXzbgQduFUKxP+56E8Km2L4Xtfx2c7JEnJlXfftffZxanh1vu4FhYhJzsrpf2CwBaow3t9O1/376VkM+/HG3ex92UYyo83FPtOSz4cr/hO+rC8vJH7dNtrcme7Nut1NL+Fsyf8onf59O0ij14XbLhZE5fjZ1vxRbouUYIW8Fxft9W67TWHDb3RpbcSU6/LiLW5Lrkr1NQ62Dl/5K3K702KHbG2nw3xXgkovHxDwe4WVwiv3Bf1eJDy96l+1Ptdw8Lql7DOq3BRwnbw8Ib9ztApPJ30TuyXHhuYT6mUFA26jK4JkYynJcnLLTtyeW+mW7aF0yAzEmwPXj+/xI4RuPC1tzyy9oOfsF7xJJyIVw+U6Zj+WlR5ePi2LM+NuulY975SXwEB8GdqPn47yj/XE//dCQzxTucZ+95Cly/41J+/f5Ad/adNyL8yphhMof9+hLXCP37gTDlo8TyBWO+3gGzZkJfo/7+yUNkvv+ygl78vSEow2AOXbfXypb24BlTdZsP/7aZrBkUMIjZluDO+bk09Gu8NiZPVCvrd0NS8IlcTGFwJjBicNMR49Ef3/5Eo6eiiU/0yJqmIQcnD+0fde1N+OxCa3INrX1cizxnATjlPZgfF9PuC6F0NYTghvBg2ywdZAs2Z+E8fD7q4O3LbP652hEweugldxsX1vjyhItis9Lsb9+55EBYn80wPB6bNsR29rWMLMkl5I71A4k45FlJqeU4o/GG9JA2l+KqnLt01lyUXG1acV6GLi3pu7NPo/Nx76897bmoCV0FS+d9tnh+xg0w1qPJiPesW2zYz1sTUlLpisePg/nGuMOq1pKnL25CduLduR6/N4LtSTG9ohnN36XOJYSe3C0VOGq0VYB62drwVoCaWnZSl/jfI94ifXo5MK0w/OyOTq/lrhb6xSrYxeBx2Jqz9ZBliwkzcSFreMs2RCZ/dLWBrUlZBdOcfFxBKoQjkY3Xvm8J9PRGLdk+EYTNEtfV4lZ7xzsc9YGO2oBn+xdszXkLRHB8LYkei1IjYALYzga+7r1iunAWyPgkkBMdlp7GNL3+e1P6+t7NBQmCoCEGrU3IC4Bx/h1tbfL5K4LNHsjI3FEb6Ie2foel/hkbMLaptgXFrz9vd1z9E9SbTzJlMi13XIJZ8acbKxmApNo0a9HzyZuON6K8r3H8xf8jCOab7+873u2f/THf62ilCbtkQrlaC1dYqVpRcXIKH7cESV1tKgSDhUJL9w7WpfQamuAZaRx8mz16tYYS/QUJoP5aKSlwgm9cNwab5esbHgrPcafhBnVYKLx1sCLpxE3Dv5o+P0lcROI+Lz1/XB7tirrc20bTt0xIr5Hl/ES840pXzsb1Wdw/j78krduZQqlVgNxQN+6m5cU8caRffs9BwWU2XntTdKWHBYt/Xxrql4yys2DsFWF/uNM99e9NzvZ1hEH/rVy/wLQ6fxue+PzfVdPKsV7dIRjY9WqJ3SvrYN8iVfHcbG9cfqBEp6iKe1bJ7qVYdWuA7bOdUtvr/Yxa6P7Eupu3H7dnfNq9Ee/PMVZaUuzHP31S2Q8kaOtUBtbFGdgNoijT59iDvdkf/T1zzx6KBtaHbStBSsJtukAIutcexPUY5pgCbvHfTN9oVjJSoJkv7N1KgGns1Zs299qnWKw2q+87FyYfpbfj9P+UZlybBuGoCRMfV/chidI5wvcHvZhi7e2CnLwdiDwtvjXIQxKxbYD2Y+5Dm1g7GZ2PeDY1ov/vi0nDgqgdfQDe7gaTN/fJkWSlQSJyn+bLLGC8+GEapyiof+UKALe2y9hnVAhzrC2ryrHRAucu9X+9a3edP0khbtde0YtL3idjMEN73l6Iu8ySEMl2u1rwG1TaBXt4B6ejnkczPYCBgTH/A6Va7SLXtxuPRrSwG3Tfi3Vft6Id475QD2mhrD+a/WsZcxjspTboeHjyDrPMX1ERdv+KZarvQwrYSzYXVtstukZlxlgKtJ4jDwRXZmQ6fYJqV7+hvHlv4kqeB7ZxhST2LsNXnyKzzGYZTGaLlo+9zrIBXc9OJkk0LbZf7idv4OFQy/jYNTK7f3BO2CbHsOjMY1U5ozcEZ/vY1z7Ie03tk6hUUO3jZY1u02tkRhaR+gzr5WY+4Ea3t5jlkW+Tr9FC+qwW7NtWo5A0jgype09Ma7k4e1IYt93nbqjHOdCLx1TepTdtd9Gb1N98NKTrO1Kp3aaEWCrC8dsIEV6Dj2Ae50lhPsRkx27q9bHMZWw77rOJFK8R/KnjhlGjDyfkcIdzfkufd+X9f7kYxaShFjSKN9jdrJX+z3km9sbSgYw9wTtjRaOEUz8RtvhNIdjZJNDQOoJ4t4U8rFK6HVoVa4/Jj85BLTjbHmOSdFoI8ecqLbBUlxR64gtN20y962CM8PTn+91PBVz1faOofjZxlnhYYSiY7nStpk4eFuSPbV9HYvlKFGiKVLbGC25v2VkrnOczu088/H2fnf1GMfljPEg0m/Du4QKe6vEcLpvT6j7PsReGNv8r8USPy/F7jYvzGmEoq8e88XwbnNgvL2/6vf17R2XOalvc8qcUtrfgAP/Ntfcw5PtVt+ZiDjELrPTfSuPwToezeGlHaColLZpalx5U7/UJ3yAEioM3h69wh9wm8om4Tlku3Leprg57NiAPzggVucPZ2wMj2FwzkBdQt5mxzkCtc2EanQdNQeHftcPdl9FxMnoxbD7mFgnyppb+nJMuHNiyv2y31kkX+iXXZyYqkv2N1kn5SOVwcNff5+sx0G5/8w2iV/bNvMOjj1MPAb0OWH5/uSs8/ykdj922d/H/2tMP+xZUZstAOcummjiYSPQuKMsy4ftgLlF9yYAR93bKtx38Fb9W+G22RfgOh3bSSYddgcc1fpmEiwepKbv49sjml09XBM4wrF4/OGyEJEZehcArgwolN/XtyNeYTvb3BowzW5vLmr1zd0Bk+12eo6HGYR5b/fuAHjbefzA/AKfw1ICB+/2iwqHAwXHwP6mhxePcD14ogUg7EYW2INH+9vvvhccD11vDcAn4+WSdPBWFVZOcpt/BsdGTh/v4bcRrNbIthpWfw7403sGHBpj28Di4BzeOYNtPh/Yobd/TNtnNlsQTpm9DAdX2v8m9zxPu7kIh89MbNxhRsLpM1rTAJw9tlfqcN9qztPUhFNpW8KtGNhNUALbT/GHZQqO8MV6CYy7Z9wNcIhtZ9tSd+cVzrDO5JfdqMXOsHZyxtil/c/efjwNPds5H34v+Na3J6g9cbs/DEfbbL0E5ifT/oL++/q2Q7PEd58Zzryk05++NPjoJ67udhsbsLMWA8OB/rzBn7e96dPhhsMRuZ2RSzzcczgid2ULTpX+fXk763n75awmPKQAsO2Gw7SH1ID2Vk7xMPkxbr0Hnafv+Xss6S6WwyyIVIL3CW1/2M2F4NF6D+BtpxjX2cESRdo+fZgUWepBRm3eTY2CJZPwOJoJUqvx/fdztoqSimg3R+JsziOQDzOlwMWGxezs5ktwb00JxhNmjoMXE4d3DydCHh58uQ7Pp8bbeZKeBG9BaHRlfryV3KEc3lHBQpRe+/FXrykO/1yulMObKsy7JOOtEh8LNPFDeB8OjytEgbaLlLxbYpF1kaxXAdxW7beVWk3cH6rVWcvUArux3524UAuq9SqYc1db0un7+mTNvYejV+B3iFHx4QCGulAKf9LdMQzeL4GN+3aw+Thhd/ZXXIzHEB3artkqz92njOSQYj0McEI4xhK1NirEyt3vLAR7Murpj4ZIkdjXDj81uLfeBuM8hd/nY3fcdrPdly3gfJsji261cUPU6P0b4EibgP94q2b9YQaHptEewnSaxwVea20FxsNsDu6s5cF4+zF7SwIaCD0Vh2cdMS/tf8uK2Dzu0EaSdTZ4i3gMdawsEpoiR/vNKo8QmfbV5TDWC1a5tEfnMOKD93Ys4xVr2cHbO40ro93QDymlPX8+HQaAZN0Ea3iAt99Hrd/nP5lS6jASRHph0yqH8SDSS9vc7Ze2GhUat0YI488z7qGQZNrPxgLdDA+RZPpjvRskwnsXJZwyM3y8iz+7z6Inb/Kl83n3ZUTCaY81+87m4wh/rEPCeCtZ+tENaScQD3f4QZJMVNvZPR7+kUg+rwnd8FbWjNYveCvsfDl8KD1tFy9XpLtvJVrQQ7vS4XMJ7y3R8FblD5mUZKX2Dephl+mpdujY3N01kY6qtU6AuRAI35cnqxZ3j05inl6ud3dLT4/U7rk43S1A4cEaKowH/m6Dt8co2tevVqJITSZp7s6jnukM08jh8Wn7TPp4ey7LuxuYokzRDfAefqdEXeEUnA9/VLi3Rgt4Ww/Jfd82tiObfw+fVaK0Ct3Jhy8rUtZjjRbm40ofzPf5yAssrLL6u/ou/bvDDtZbml7gTVBW91iTvuxp8Tb2Uuv8mHbe8N4fLrSeW1S6KHfTWgLForVfmMlt4G00OWeLw/wWqey1yYHdLJfAsofz+O6ti4JWrS0DK972/L8f9Whdh0Evuhrd36ehr6cGehPFwmYA7K25I9u/ldLO+/J9fbJ07sNIuPGYucM6jIdJbcvWrAG3bMfv89vhN/l0GBiT/lbJUDwMj9HnWgXKa2wzSDbdzpo44PR89ZLVp971FQ+jZfS8YtrrbszscUa3gsuMnLnS/z6fCxhOI5vBM0If7/LNDZoIPNTCerhHI/+91sMBb1unc9/Xt+XQflWHCzURe3X8xVfXauTC9hTxEt5crk1GtOYOePu3vvH7HMQoXhybW7bvSdExHu7aRAEWOw+ZGTeRWs/H26P8lt2k21RH1/9Wq6c3qiMSjT88wOHBuj6Muxgnb3VLeOvhJe7tnsbZs7N6j6NSZuv6gJe2ItKHH66GDwtzy0l8gv30i+O5t+vuviJWg3S4MxEDThRh+L4r/cDUFpvROmIn4Zj+MGYnzrG9hXmiNiN3eLImEeNtd+tvf1TQaF2WuyE8cZGOBvzdP96T6GpdIuDcys+JW8VU3sOFnjDKduZlPWyu9Saaelu3m8s9PJrG6G0ABVVg8MAs3Hu45aOytoeVN8fmro/KWqx75DPjH+vZeHs97yb9iK9tJ3sOS38SOR1tZ3sCAJKst5YSeCs341gnFFIxvUeQAHmfnI3zETyAUvvSfnsEFcCz3QkY52rw+3p+Y++Rd+C5hWrVZznyEYglddZSAm/lYeqXKii+1UXvj5wFxyvTeh32XAa04LaRUh5uOQ7IwclaTeBtZ3f1+/y2QXAI2/MgkInb24pKZMuPIIWVjphy5E0Yt7VnvBVkOQzOneHgv9wK11697YVhj86ac0H6a7QWFHh7pY3bHJObc//3rnkZpMi2UhfNZMvXMBm6/WzhyONAhi52BQtvNY9P388T2QDqHuuBOh2R+44UEIduZK9BSw1pJ4j8fT2VlP061zQR5Gx2bn+kj1iWrs1f7GklyNnZelaMt11w/Dx0jAVGAPbUE7J6GZV695AU1G9GAo22eqx+NLathVpkS1pBFOdKPxzJLIjijif+SHIhUDhZLepteCSMEgi1vD3YHAm2RJjG23EIcXhPkHG2XGlmscCZOvZSMJ3V755D47INI6UjtQZt/U158F/KDTxaJ4u3GRGfJ291MXene1oOWrxL/Ydf03Wc9cOyPgnjya06mPihA/0I6UGid4VL9C3Th+zn9kTHcEQAwb11uBhvNU9vV0XRdy/januUENI96nc4oocc+X/W4eKtQTh824iVSRl9YoswQuvPLPoj8siZmvTyHtsikuA92N54fMrYXmifDVZUb1FLlqXdavx4RDNxOZBsM7UGXhqcB07Uh+lIeCKqu73d6hEIxZVBtdYXC5Bqe/zzYQSedORKcZPwol0eOVTO5mTsCLvlVlmguKmq8PZa/H5pdNAUFOQ9/8rZAI0poFteFlcPxXpf4G1Z+fT9PJE+3HrkbrneVmu//DWni6sKzxuFDti3vl1AtPT0UnmjbGlfjnZoLsD3cDALYbefGOxD2wfy4OzZ4YgYa9gyyesRScb9xWudLxZh9rTz9/fxzPKwv27RZtxscKf+HFFojkLHWl/gqETh+3HaKrBvuyaq2U0Id+p7ABvJ9Zb1bXFtFPLPh+1yaU9xc9Sb2eV8pL5xPxKswcVS4lrdP54+mmZavVGO9DjH3IrjFnpPm3Moidbg4ntH6GjNhweU+SO1jvuUxET3HnLnKFzsfUwmHoe+8Xg7jmbsP3tWnuMw/tore8vWs2sWbpXBbX9/6/fl7VdOn8IW0Re4fWlVCaXkGukHr691uBAB+PIWGJjZZB6/NRkQToAoD/ESJGi4Rzt37JPJ/vBW87BPrHGEwS5lrGMFbncTk/teda2xhoHLmvY02ccvMYjwViNRhTAb4ksfbQNndNW0pynCU48otvTFN7e36Mfbr8PHPZUR3s75vPXXEEcwzeYcNhIzyM/3O+N252WIYguDhLffHy0oFh5ZS5lf314lb3n2UEk4c9P2hCwhlPBoGbzeRkZcqoOGLtStSZZgF62jBN72mn5wC28m+/TlYLUmYsLbtlxevydowlvJT0cJnCNFToPTIklBvSZxwkeULMmdXK8/YXBrS9sDPcNrw922pjiYej/+UbROvn2RLLmgcDtlvXuOqHFnrSDGWTDf1zOJwwt4zSOFh56JatyH77dA62TbpdKeaxq4I3qtt8PbfImpF50Xj53HFo8KftBqjdLmP1YJwoEzgWYNWYX7/qx76zF83vf7dC4x2dHWsNbAzZG3/gs4uof/OI1aPu+hr/D2t3K2V7RNEm3s+/rIhXLZw2Ph3l4sljXL0EQe2DHF8+4ZtIGbo2QtEkTWWp7yM3ju+9kvyBbYduzHHnq6at7uTwEnThsFds3Dhbtefll+bnsoYuf8Qshp33N14a2+4EVFxyCXBs/Aj+/q5hrPC4++v0zoGPTjJQ5vT3rZQ34Dl0b9jAJHdB/bHC8tpib2sGB4dtZ4AE80R3+fE2gN9VvmsOFkjQSG2zGz//BcGvVTO9y1w5CdnowH+8VukcbwVrXTBACvNHHmwW0y7d2jkeFt7+RSH55bJdjXcuWOnDbALWEZXLu+BY/v8IOBp6ffxtMd2P5s/bcAp0h99wRnODMtqf+YHIvG5zCNSBvAngQNL13X9TZ5Q3E3eHs99r/hL1AaHGu/MAcHO9523moyu+mmCbDVqLX/s9rO6BCa9rzqYPdD/Uab5kDmJz7eqiwTZ9bca+O+X1H3psH2ZzHOmaJfOVt7oPelDN7OT/3nWXK14ePqz9tsj50POyfYnpfkms9tPParYjiKRf++jMT0u1/aBv1wcoHnakXolv8Nf/o9OTwgdX9f73O/nI3W8F768ufCh0buuOeLhxrp6bJLWPoGg52POk8vk0p7Trnx3jdiPBdXnsHbScluSWkcbKv47f9eKuFsa2uJQQe35WeXntE6B8p4HLi/6beY1k/Y3mp+8FZx0NO4xazD25K2a0lrKCzPWFxUn/2eMTKQUMJ4rLjCaT9s3GPc4bH3GsJrfvrEdajsJZF+0S0O3njqN4TGXRn/Luag+82edRrWNP5dnPX9E+IeN2+8d+Uab2VM33uKje7Z1Ru9hu/3OBcTMBOvyjXOHt52Trtii6aCx/7zFLqt+9UYfYjt7N83YG5f2v5LURbNomi86XEdc/0SjD7E9uftjznXL6lfX9GH2A7v/THEXSzZRDW8VcmjBMAhrM9ywNuvpDcfmo1Y7BdM9Ce2o3kvJbARa9XX03+e+I4rP3jb1u0iCd7q0f4y5p6ljzzB/RvC2z+ftdmeiP75uH/Vj7dFYS9pGhfTeNdjvuX6FY31LX7/Kvpd2lb+GG7vwVFgYAvWpwPhxY7mg3NrS7lms1u+v6G5N0nO2zelKaBfNIJD6Dci4PZ6Sv3fmr4ZWngr1L+/CaPE7RHp3zWGcQNpNl++X1rQ50jTdBy8LQS7bKDPse1yfSvBzwuHj2qcQmxwnBb6pQJ9jtTVcfD2oPUXkTc3i76GivVh2LUtfY7vuOIMdhPSVX/6HN+u+ps/VzdmAPf75I6ZTvSdhnHvCWYwLPYPT9Z/3HErBkxMj5wI2x7UPwXbhGI35vBn3JOaCVe3NvF9HC2O3z3/46520xbp+RN+nLcQn09zQb8/xfbqjV2/piuyFVBh4Kf7/3hrihwDNcap5lPnYVy3mqtW6AIzXZFv6jccwa4puIs2TnXWVyc8d8EY/nXSLe5ZcK4o+3OJZVGwrli4f8f1rNlnPV3QhdNFaf9aLIjeLsQyINf+xr0G4EIi2xbqrV1yXOeaUVY3oINXWlvj4Oi8nBcChl+1j1GZI1arWniSaaTM45o3mE+QSaLBOqRdigPH3LXM0M/s4ftyNs3xMbxM34HRKihOaaQs/vttmmZpBTeNlGHcFht/ugoJ520RB29/N/4owSTOfpdmDlftLcgWSB9lHpfI5nAVu0wIb4X68w7+lC77BRPEa68YMNQpJrLTXvmOS2dzsgpdxaOPsqAtGOfwEqxZLKCVjktn49nUOvAofLlecF18o4uyvWv9x5nVjoZdHhfU5leVupgWrLf7jf3LWfldHOvNlaMog+fXDV6+kxGXCHarQm9l+z791WNXCAyAGX/iuNCGtw3dxC6aK58wKh08ZHxXr+iibE9B3+bsCqHawQWexwW4GVDlrlLRRdmqP/99TvvtMpPXXi6Ii6MiwxPGmR4F5i3RfwccORirNt72o1GQwVMXnuC+/bn94KF2IYnuShpFv8/xFR3b2/zhuEY3o6nYBSOaKykVP87sGqc6uijfcY3enabih9unj18Ohwtn1wA0UcZxu27cdwEITiexcbxTni7phMe68PufirsCRJfXeM7jNn4YSpmmE2gUKKl8n4M+zPvUmijHbbw5SiXTbuiVpCPJHlbuBFoNy+4duDEbl/RwXBOpPumhfJjfGDxx18/n8DyPS/ruKNVFGng7jPc/FnYlpYsxNEs6G58YnGL+GXzc65tzlDfRhZ7IEmJ/dB7rAX7YX+FxXPebc9TTZRcGItu//MOB4ZD+MS6P2/5uHNXVFXof0TzK4LWVsPbLpIweXQDwnLq6Qu8jKl4dvG0OuDLCGUvoRQ63AtXkFVoc2zEgf1+O9uD7x4Q8mgO6b1SXUWhxZMQsD176S4YORzd6BsBP7ioKLY6cksLgEeWnGC9xSE9cFfguolgnY63P911dq8s4ANGxmEcvQfeNMhUlWHEyzi3YRrUFQWVFI6MbLQbB7gq6ikJnYtv/+raIbVTbOyhUA/fso8UA3s6dfVNvxUamrX1w1wphTsOBlT1aD8w2qnYVhR7EUobGyWVBNeNZ4270HsCTjQ+BkWvyoLyR7PnGvGG8YfDQyF1DoaWwlrGY4el5y+BldCqYaRRv6WAcC7b+3oS7Lq/QUlif3rdnplGtiue9HzBOGp0K8FZvmbxirYP1HQ8O5Z2z8qTxtlWM97W5Ypi8YsOc9e1nNEwx3GPtjnQIutHAYF5SscsrDHlyuPKDtx/YbjG8Scf9/csdQun6imfboCHl40iM/WPaRjTev1wihK6v9CnP103eHrT+Mc6NhgdwbpUyewgNfHE0PJjFVO66C9OfvDfD4JGiIhlPZTQ8mMVU/1Bv0585za93sdWDxXjbYMdLMlnTpOkxNOXFGuLHC3OefF9uknsjBDi9XY6h+c6V3iNqnNa3ZLztIeN1yO1CNtcaePuU8XqD940JjkdXfxa4XsBrsX++T6NHwrynStdv6KZjbLIM3gpLihya6cponTDzKd/lG7rp2rPYH83U++YGz260VASziejyjTeXo1Hqwdu2av+sbIPa/dHn3iFaxUsXXBktFYZdl3XgKX5f3Ap3im/PFe3opwDzlLG10AXXNoZepuJIlYP9KNbwP95JXDr0gzs88vqog1e2MW88lNF+YY5UsUs9NK9hBxUGbw9r/9kf6yPqO12yutAKFJ/o9BgvGXjp0hAcb8L+8zDtYL7RcN5z/fm264guDcHN1abj0hYBOyPtaP475uHL8HRlyGNg0v65cXBKJPtVRhrr3Py2wXXFyKZR8xBRuY2gAIrGcxndGqFfPJhiRLtYW2G9fsWpinnR0LkfXRzmVMVmDm2/vfE2Mdr1pc7D+ClRx2nmbRzJp/dwGA5dXgKbQAS2GcdQ+le35228TOzWoatLjK5SbX5fj/0mGyxdXmm0dph9le+qE11e7VdT38HbK8caiejmqqPlA+6eLjvRzYXY2H9MezFGW/veRMv+NuEaod/Xw9sb+InP4A+jCMU4Uul4wPnhuhzFDCyL/ONcddb+OaH2FhFspFpBaCoV7VnYsoXB25fQ1gIfHkGdj7YWTx9Wq927KGr3BXak8GYOMF4zuFflLlLRiNVeF7UOThUV+sekOnpKzL7Kd/HKZmbr68rgWFbyNvRWh47XDFcAvQMMzi9tfL6ZSHPL4mmtSqPXJJg7QBe1rOWKvRTOuH/s4hUtVDW/vV4yHux4bLw3oZhPVe+IBKdis/mdc1HCQQzuR3eKGVWFrmk5/P/K+G1GE86tJKCD6hldK2ZUlbvWRQdVGb9k1HWagvkY9ubRtGK8twgP7sa3xf20S100ULlnrCtU8WzbKjz70eRihlRvl7pooGJkOA4ee2s83LzA/OABR8f+OaM+gGczIcv952lHs1o/3s6yVpFZp1QdpT8clbsOPhRLVOU+LeKdDeT1JxyR2HWpi/6pxK3m4PTfsYtYX9VoroFjC8RKoa8qjj0WsbaPT4GzedAZt1OAaVq0VbUNcXwM418PPSadj14ceCpd66Lfigv5NLjvg4PGw3fpEm1GyTQtOrFK6Tbc8OS6dgXHxCkN7vrArPG2paT+R8cHrctUcAZB/eAxdp3KuFnaw5mg73qUM9vaVuIMzhPgxuczph4Hb2cvq+zs5w9l/Dzuc0Ho/97nnZyWtXD+epy54pbB6db7uK9dYOLXjxRof3TUne4VYn+tbM6QnbP5PedfF7mmdIEJ/ra/aRy8vVNNYOKZQkC3XzNCC+s+7M+a2R91fYnmvqEQBltYxaXjATfeVSfjT36/D3fmBmXrhy4u+xWjeLjSfzfrejOXo646sT65QamDm5Hwc6xzJkFDl51ooOTn/b6e001+j20E9aF02QneSpPw8Uxkgj+2KbhZuhk2d9+BW6Vr/VfrJhhsnNPUKPD7ncxNHXhIW9j3XrM56iqVM4MXP/4iSNeYke9bu01Yuu+VEp7vzYQK0Appq3rXVwcqQDWVitZebM/6lzMUUGyuY3szBXPNNP3Km9Hs+OEZjHzre773cDnqXqP2nqQVtA7edkYMPLbXKmd632Ut66pGoB3cdT/J/a3N4R1l5nz7M9D4jHc5L9s8YNuWolWHa2nB0b0b+1op0ur1+SF0eXKe3koXzuitmGSH2kog410e633xvu8InNHZTd69wMISqXZ1zNupv5flHN05u80ybZRvdkY3cYzZgDf/PoUMisF/NWAwj6U8Pv1XS3JEz100Y7TBpXFrGMxkyUrYtVQNFpbQK/O15IW7rrHBw9dqwZTg29b7c1TUTAl2R3t4xsTs+3FoK7KCZq3YmQdsfyxXjwqfQ/obP1yf2M8+jAO234GvxwGCM3rs4hsHkfg19cDbzxPCcUDh7O5Lzf4455jjUhfrbDYoveX7/LabBTsRrIcob33pzn4N65mLw3voIh6TTW0Vpu/r81tLeI4zHfN69M/642wIzybueTw26nhpcHhn+rkcJ0/G9Xq+i51UGcAMg7dtOo0T7+9kyxgfq7AcJ2FO9amLfky51Tj6yrxVSf3MuBy0GddD+kzHeZ1D/ds1Qm91UejPJv8lYANw6AFM4EVzdt91BTvsm3bIHCGDgf3L7UewG+dNnuCwz6BOOFQO+yd2TRFVpB3dXRqcFuEhc0wRhd8gLVKnFgP3XWuEv2F03vCXeFsVEw6px3ejUd4mm2TEXzQPDdLxHn3G5+Repz2HJMUD03aJ7A8Jyx6krk06c+/138e3RycPOW0KZN6UzOTiobLB05AsPdff3yNCw3c/6GwqHsujFbjPc6iB3qY/upbJ2antX3nwtupTeg61kWVJo5M/RMu+jKfI2R6XsbLQE6y42TRRdgOGZ/whreJhVbr2afMSoTcrsKkQrXXotky8tSNgrIf866227ZIod+Vtu30Hz4yQxUNeZuKtrYJQDpnaW5ZRl0pNNR03S95sUl1+DhWc4bbHfMZ3Md28sIaEaj/C0w8cbOmFUYBDxLc3QO43V+tlAKpE6tIqd17Z1e/L22fUctw0mCZRrEl5u7HgPVWH5sqIZHvWPh4qs8THTQmvO2fdxvuFi82wDc2V3h874MGZPPahnBc6Nqz22i643RfxUi5Di81myFm+z3naW76+x3UU02q+b0fbtRbFgDeNNtimOc7O5szFpPVxm0atkV1f/8uVHCrG06VbM/N0ffQHjnro/HETaI5db6nnLSP10Ns13e76Esa/yoyxrct1u8Vk+owIqOe4JLXps671mmlNLGNBe/N2GjfIv7tZyrz2WD/96+cVL0Vh7Vqv3RT7+uOMW/Wb4t/Fsll/WZvrdm9NLRpGS569Y79nwRrVeZD2+3KbMwuPdROs9/GoG3m06pnJWO9INqOw13a77brfmavhk/ZeAqbJ/Ojf85aC9g7MYGZ6jw4G8xCjIjoaJDgcPKOvjy6LVgJ9nG640a3x68pw5jXkYj66PpA23tEHiH/w2HScOdTW+B7NJs5m7F2sey8LJ6c4ugNDN9cvg7dXp41RbB00NgJmTqd7fw4HuTq6BmOPesqD4+Pvw9EXxOnx7Ye6re/ImUzd2wmp3pmvMc4h0OZ1t3Yncy57relu7aaySa/RfNjbqcP3KfQtjq//dXHZkb7YO37rEoO70ZTYPe7z9/mtJLcdfOtCs+Gt0ZRIl5tZX3zcYhH27jfHfHw114ytu44xrXc0MfJmxCz24+2VL019zGkRrPgezYE2pzWbG/HLTd/Xt2NrpkjZmhLHnJbPR9MjA1llNj1yH95P+O6xPoPkj6ZK81Lzvf9lbdp09o/sTZKFZEo31hCz7aV3m61NoQ6PydEkicxBV+vksXdCLb2oDFhl35vx1pZWx6j66Klk9tDGVzrHvcIaudaWWRuwevNomf215DJhlUavJUMiIysEzkb59s/5dfwySxWdvRK3zmFHL+fowTRnsDp+Tlr5+6zg2rCMWVscrZlIp240osMJ9Qt/9n5oRqZoeuz811ftLImg92zaLuvH2iKWzKYe965thqMo3NLR/A33XVSHo1307xvs8Oieo7mc6ajcRXV61B35eh9va/3/mzubXVuW4zjPz1PsoTXYYNd/1VCEbAICbIA2AQ8MD4QrSqIBUiBl2a/v/CKruqv6LAiGRzZg8J7Q2r16dddPVmZGRCxn7/oFPbxLheRogIcddXmyncR4as/lg2dAjvb6iyNuFNvpaNMH90O8cFoA88SbNoaTBSA5OM/BwxoY1zWHJq3uWs1OlgF8py5l04OrAJw8NU/tIcSZlJZMnB0R4osKcalbzQknNDa2WYG7nLgawotqAd/pcqmng7IhWTlP2Ut02qL4PHGbcVp5DuqHiE2eyqeWU0K8YXw90kkskdqcHabFytr4KZKb8ygbPJAFLhOvZCvHyX+R3lz2FD98GcRb1/VzHEWPZ+PRSG9uEGKefBzwq3vqH73ySsuxcBJ+HIRPsg94i5OwwBoUvHIhPGSlh3fSEHhuXbW/nXwkhbrmtQLKg4VU3cQjlj/jJDeBX8FrBXChSkh+Oyg5IVxzUqSCuE3RKS0b1Qp8bp3gBWr8ug6pG/atnckFHoeXFrJUmq77e+l7H+FkhEnSLsg38mCWoTmHYYkeg7Lq9SoTt3vWyWnjrUnSzhc/0dwsmJ63WdE8VBVup79J6o7wO50sOuHRaxfg6KaPiUPU7icZD4m6Xj1dmJVI8O5JSeA1KuMn1w+8oM+ST26gcB+pwu3xpTjxiMXZST2UMl7xEggeFfhurtu5YvH1a2MwolyHabDYUHSHVyeVCm+SLtkJksAFpnE/CZXg2T8knFBoTJwevcnvvAmb4Ff3SkqZ7qDr+lgc1H4SP1G6Q2aCTMLGHhUcvfACXGBtTZzSMu98J6FKSM+pyUG2Ksmz9uARQ7ST4ip9vdBybyclVvjl9RtwvOv8LqPcr9lad8otuOJZx1GtG3XidCSlF3U3OFFKp9CCBF9vfV0HOzrRlx9iMDBsNbFiNx6x5PiSl4eKNE5bLhO3aLJe9WQpg5fmZaMiavIcIvz0pvTITnYGt+BW2Z2dNC3cVTPAqW7OkUxS3oLYepKvkdHr1ctM6r8a4eoTbzhU95PcDU5wore1kcEd97JUkSJtu9b1OcYxg3ZSueT7XHQGHPL6HDyShbnqODnr6OvZSFO5Sl5UefiUA+csmU7qu3T9OPi1k0EPnpOXt+iii2ILOh6rDgUHE1+6fi7cJOa+Ra1xfZ5OkJZPpr/0/hDVi6cygPDolS9wahlp4rYw6Jy7KwxICLCqIkbrYctuviQhQFujUzsFDMCvJGuDQ/BA+DW1Jkh5qFgMjvp7lWTNLqgAXvPUlGDZ71fMEy/Q0E9dBuA45Bh6yDg4PtUjmjrU4pj4hcZ7PlUiHuFARCUuN353GGe4K59iE+ClTdkHSvvROwWFo87eTzELKQoi4lNO8QtwW9xd9oG+8BjmU5aBXWqHgobrDE4RB8m25DmkZDcihbVdnwPcwhcl3XY9D+GXizhgiBTcEsflB6man3Ih4BYvuFoD5b/R+vpaYtKUTtkRyQ9iTVRPmRLw5mK3UjWpkx4HbqdbPHF3DRRgOE1MIBqhKavmiUu+opxSKuBBevinJIvkCnUAoPvazuXdn3xyjbx6CrtIrNBlosE5yYz1+YruTT0FYsATpehwCs0IL16Kw1A0Tg4iuJ044tS3WXo10ja8vBQn02RbgRyXSpbLEW1yONI2tD2O884unyNcquzAVJDnr/VzjVSBNhUecHjjwdV88EmMC8ejRYJPm8oP8oMjetFN7rIxzXE8nUZPsSCJHtJFW07RIfDpdADOfdX1eXvlakvZxYvAbT9nVlWJsIU5aYMMaVo5NZCCCHa1XC8tJYkkFq/F1SyF57Q+T/WArWnXZALP7h8iDac802XCfZge2k5ST7QfdMVTIwo8ZK+5QexITc1zqB6iatJeUlNSVewqrUmYql8eOgJHkQd2HStpKlK3S6fulXB38QGPMADWZSJ69/HUzwK/qlfWqroJuo8oaTB2pU13eS7wpg7vU81LePDSmpNt5sRqlOJsbKZDE0wajDLHAkWNtfcJ22qsqu+uOAZu5walNXaFMrQT6azvfnX2CV8y4QwOibAdCmjSZkxeKsPdvA+XEwC3YaE+sF1JTZqN9sJ1n5vyGnh0NzrhvYV1Oxce4aesm6Qco0ImjN87qnsTpjXjaqc4nLQcSRH3U2ROePWKGHiPLhkNji5NbqdYnTQe3fsRnBb3XCceKNG+RO/QZuQ1Sy5xE88TXrzyBc73Lrxmn/6bBp+kH4cqXOK8JW9OFoyGcj+V/MDxEcj9FAQU7i6swkkGOk4UpuzFrisIjB8w47JJ/s4rzRKKpPLRT91CCUXWMiSjuOkcCo9eyQK3AeKBS8P505PZm1wi8CXPY4kuQgLzu0G6qGqc7WKM4Bbk1FBO8Ubhl1esIDmG5jUZ8EJZcJzikK4s6ZWppiKV8zmEX65ssotM6h92ykztFKXkosN9xiVimS1ozxNHt2d+/ha91M0lVaDQyLS30244lPzWzgRP5CXGKbSpZ9K8BMVzxT6tT5wCVD11PHkR9l8iFey6n8KDV6D0mscIaeLwDal37Lqi4LZ+q9LE6LLNM7aJS8a3nPqkGmBVxsuHnqnwy0tNTb2KLa77IZ7oL71Uxm/PXlOCDtzWRmCw3WBJp+yqpo1bSB/yrZpk3UtKhtPn5kmBdnkrQzxlYH0So9J9ysYKT15VAkf0R/dTaf66JMC9adJq7WhePdKyF1w1RDgU0nJK24KzdLR6SuGC23FV1aMmUme71tfaHu5CpJvUrtZE6g3jVOYVXrx+BE46VW+RFdc2W7IIu/IvOD4lE+fs6o8Hhc0SdBLcBISB8RsI/dQbBkfkkYSV9kwSuhOP0fWSdz1j7TtSWDjkjyW82b1O5AR8L+KCdxqLxymvDI5QW3K5ZAjSNSz8cp7aLtM8t9PKYNhUnbX3Ni8TdaVY0lh4QAj0JRqtvX1cMqvYNaaFBy8TEW5d6FNN3KaHFpJdw1oSnj1JkHHXvBZevEwEzvha10kI8eVTOlsxzvByEALc9vB9xwVvo/V8CHMTKhHBxXHqeCuEyl4NQjYiZu8KBG9dy++uEg4M04qhtquKK5zrXiQiUscEb13Gjop9fv5WJ5dEqIUjRJS7yrnw6FUicPWvCMfRqsS3WrrC1Cu5yPymug7eqleJwHt0joLC3QsvilO9XZKiwYuSu9q742GJxuN/4ZtflTVkHuEUk1e0XqbPQVY29b4f+43re29RekX99PTEU9wenMNxd1F9W5m8M1V4KWpg3EXyddqY6ne7qD445jnXFOG3DfJa30tJ+IqnaL8ffqgOnCL/Oiz16VxAcsTOmnXhyDu200RAh65YFcntpgM6o8VpXcAKnEZaeLEFKozDusAVTp2HvDsggMc6PQooGyPGM3FKidMx4XZS0MkT0+dyGjIIv6ZHAc40Fmy1iXe3fjqMHXTipUCRTiMInZDL9CKgCI876MRzyXX6SSybCWBkGUM9XSl0MB/TigDBvBj6uh0SQ6Werhcc+0dU8LGbZCgbkKblAI0O2vEcZwvO+TTbULKBqlc+TTvAbflVKotkIB0sYeL23sbL+0M5DmRk4mkhAh6i16HITdpM9HMcuRJ7cSWeViTkViCF9pd1iedivD5FDnXM3RLl1iH1xsMZRSmdaDcRTycVZYAuL0+hoFX474knjBHCYdSiBBME5Xr6uoBf2atWQ9rYV79xNGpevjFKaxHynDYzngXzopXS5l5yA20yVj/MasALCpPhNL2RMKy9kBZOkxzHvcQFDmViXceCniFXl82DRzm/yeDYPXtIEdrVVeMa5KCjCxYpdZjUT7Vb/yjTOAfUbiEkPHjpi0qJbcW+S5QmP06Zz2xWREpwpvmMN0sjJUSrl74o6KCHvK5jIecgS7lbIymxap8u47RYIhGL2GJwqyacANqE4eRofG9OTeCVrbWczk7K/2YviVEdo5F7LJwCZjyNoyRsW4JbGm1GU+BhttbLr6q1Db7i4WKl3DVMunaaXpEDJ5rSb91MsoQnL6CBo4BYJk7OR5ffTLiUe4dLF07TLnCL3dr8PEKbeX0ejTCZdm2eYMr5BzkRbA5iEs0NXm8bMmn15hpwunhl2bUZlFFR6BZ5aina7MxUmShecKMcnWU+OfEUdVzbbdFU4aBUFk57NVVEAkXu045N+OUFOvCE+fvEcX4rh9cb6EVBJJ7WcMKzppVq/inMkzv1HMkxndZzqv80SMmnVZ3qRV11lSgpVrp4Fx5kIXBY3qnuhCVNOq3zVKeKKtyphSJOMReJ+9rCWPLhwKdyF4e7fhr5UTVDBbSO0/fPcdX5hC/qiKpstn7EcroKqipnoaDMNzcTQuFOXwFvthHMaYvgE87jp5mhioEZ/vZpiqjioYRyhNPG29b1Q58moZu5ooqQUUYqh0ejFy1VGFSXUIrr+sTZZDpOr0cVP+21vD0jXW/YpsppMSnY6QnCMRrpE08wuMZpVakaLcHpaXipim5XHVEtWvYz5tAPpD+KBsnmm6nKsG0Y8zq3/SY4Te7DP9+mO7UKzFW6l4eLZ5DiwJXCON1AVb/2lnR1yKH4vy7P9NPlN1dRcCol6TQnVdncVo+WTi9T4UHVSG/wy80nLuX3Rh/gaYkKjiN9Oo1VgS06lLG5uH+jeGmHqn/VBnoYtILTWRHiafSqpgLvWqaL0sL+dK3bSZQyT79YtSwMf2ab6yzwlVWiVG8oHffr5q9E5ft0r1VHRMPk53TBBW+2AeA+vLvmgtsWOM1xbSuYr5ZGjBrcOXMz31XjxqUCze7fqz4Pb21Vs26bMnfgtpNCmzpcgNUugjV8Ot2EXYxZlU71GtMzURdOHTOersTepqLe6sPdGByDEDlIb27IjqsEKry7zliQjkJ1S/LHalk9NkP5q8OZWbh6HAWzJK+btEAnjpfBs1p4Oq7hp080uMUNFEzVvN7z3D6zrAX0ane/aak90+JUTttqtRolFUzVfE9b8fo8BP5+ul8Dc0hiXO4u2upwItcYTtdtxxW6Cu9x9nDl2eXTT1dvGqsIkuV/vbmAC6fl1eG2srKSb6il99NiHJwUcK6nJTl4rqq8giv5tq5Do+r0JL+tzcHJpl3ltEhX35m3JomlUuuYP4uzd5GV8W61rv61C270adkObjEnJVmxbAwtN+4UmsP6XX1zHdfz00Ie3CZrHuFwnFdbHp3tAnObxy5EqYsoYoebvZr+UATgZpDCXqWgLM/sLN93Rmn2XHDW1uXTR2N9LYFJrTrFLzMdeh2vTQVc0bYopixYZArBtl6vFZCdNMkQOUj1dq50hByq60aZvo104+jgtCrc9ry1BGIVgNG5cCqdc6mLsw0gimjWXB9RsMUlLTg+VsUnyzA76FmiHbMqO2hScCR1PKdV2ZHkterAwi2uawvPLozhBMFZ2cleNq5C2dnmShfVsMFsgGcWyWFMPMArrsJjWpUdml2zZNXA2SLnSkfAoSkpmiQ8xj5xbM66X9/Og2sFhCJqobfdZXR/vLkCUsCXLTs8MyRD1uVZ9hgJkELHrOC44oXGX1R9YK2ALKqqGkcZXIoN5fjFgumf73GVcLICC3mnQ4Edq1RDn7GX5MAjZ4b1eZytCBuh0tZVqqGPubFMiqcbV6Umi1xCMRm8s82sy9jOwvle+FiVGgQ1YtGvSiqqzBWQLYois8jHUJfWTTLx2SOxUo2rUIOcRu2JKApZsrEqMjR5e1lFTOgG/3TiFU3iLtyOoHNhpFn8wvTzC0Z1jKsiI/0NVZ9F2F4QW0N3aKxiDJIcCX1e4QQdvvipnV2FZ1HH7VjuP4n2dxZXPk8b5CrG0C5fOmQyMdPHqrogkK1sOTBZf18n6LqH4JWFl7KKMUntt0XvQ304c+0DD6pIi1d/hba+NVTxfqDhX2PVYiANkLTuwlOZExC4qE4tGH+mhVMfCf5xW7PmogglwbOg4Pa/6yFQ1yaf7nhftZgkYQL6JtEisFE4V8UkzwHNZJIOl5uMSu560Dcr3EbkXCxhYHRVpCWNUFHBXnhVZdglE1YpBt0Q9If88zZofVWE+OF5LwkysF8sPCmvAhzjqsSkqnSOHgJtBHXOZHRGWtfOACGtr0oMOiOBgjRwXWa5EpG2VeuqXy4msSo0Epf2cxK47dv35VOm5PLz5+0t+MRXs52TikXTQQw+vW9HLoYQLV8/i91UlWc9nOlCIjh1eqbOZ5YlX1h+esRqXizlp1dFgbSlefXtjfN51EDfIyTL5za/B5pUrBil53jd7h2ij83H++bZ0et72BPWoDz4nj08m4FVz2u2uRBVeM9Z5I91jHjNcRaCuXYfawXaEn58OteWrGpX7+/liYv2VvJ7OVPxompnO5bFbSgkItNnBAY84uJ7eRXZSEHIsUrD2ApynD8XdXB7F3W8NgeGph2nWnjtJcnbkeam8exJDHF3LDr3MA19ur5ee+E+JTi22wRd1ykwG8a5pSZRqCkSnhszKu/YusbXRg7eJC51BgQQzlzG5gwgwBk8+RWIPBMd22LFDAtOqr4d0QwwSbb+CoqSLMKqovg9iILmZhswq9QRdIHbUJsh4BO7JbXZtBm8PbHetnyhL3AVZ/07jsP6GUrCokttvANPYLsFXu0Rv7Jm2tG+vONdOQTg9v0Km8E5GLRXmK01mYrnGatvSzV8/uGGI4Kxi2qviJ8F39aiq71OCFD65pvaDxrA9q9eXweTpD0t1Nf5Ztt+OA/F67kMhqo1vc5JyFzB8eiv8xbbW+Tw8DqfgduGUtLrmAeREK3P16kQeNDe+jpdPpsqh1GcLta3Eg3Ow+VzSNXePDwRsB9qwe1XscYeZ+Mk8aGY4usszd5/NT/N7Wdy8Eqo+jrDbzFEkCZLWF9bk+TSzwxBklxj0fDeEgrAlfT2mZVAwSzS4/nKYoD3qETXkfUgAELfsbyyJ1tgBI7u9wyvLltAdK7akzBJauMpnqkcgjH7piu9Mj/gg069VwIJ05N6xfROOG2xHlznIHLbxG3ZSumVuJKpiphIZwJMjE9Iime6jNDTFhOewZF1cyJob/GVpSOCtY005le274lspS8WnFGsQJhidnrlDMFtdSXOOXKPOM6k0us4U5XA+Fq8M5vE3wX3ijNBKp8bWp5fCdUtjJcXo1TDJ949QXXkazkOcMpLr/wuLFZ6htsrT5wkvBJ0/T2tzHGD9vf4Sk9vJxOy2TSRrevn61J+4Mhyg9tJidl8ZMU5+ZCCfyXXgTns9lcyngNU7umnpD4HLnsRbANHEWA7iFE0aD2kG7fFVrWNvcjAgY4uivwqSiSxKj3PvRc3kgt/Kde6F0OyPABIRxy1E2CLi1QD2Eswz7ETVmpBjmvB5LDbq5LD4TXMZPxeEQJv4oCcFSQ4wckLOXshSr5SeVbL7rIVJ+Yy1EN/FL+eE7bjNqLWVSwm6vFdRBPhGCGtV9FN7ldZCmNH8S7LSyrTs3kU+7JCIbm17zXDJ2+gCqOLjE/clr2QX5VH8GGRQ3lVMMlL2DJS26viSR5jip4clVMpfdZZ8HwKraRDLC7W7Wx12SdL4pTLK64UT+Dsm181X5ItxY737xoxNGpOG/1VawZHfHO8atPkcqIIBkeFO6vDd/T4qojfGSEV1pkld6IINavyKrhnaYz9VJ8Xd7vAnzrr/OSnSFiMV1+A8lbeBHy0F5Dnwqy5v9oRnvyX2hdydiMTx4v0XY52hywhF4m9H+0RWcYnIkcd7RTgtaXZfPE0ZZCniy4adPRwSIG2XbPV5OkFId+Xihf6t9aRJw2oThNKaPfHhzMAjs4UhG+R58yvThaSjzYN46sfRjlJdUue/TPObRcT5+jDAccGq55tO0/Kk+4fesjWpy18EHnpaAoC7xnB4rOJiEyrRSX53YykDOzsxNt7l1ALzrOvce+ByjreSQN5b5nyBC+9Qkfj1Z0OFsxi4k8MFpEUq472LSkXj3GlVxuYks3XGPnVNgZe3ZT+aD8jaW1RLSvO3q0GDDMuvZreskyXtOAcTXJPTtzxMO6Po3NZXj14ZNajy0YePXvg5Brqq/cPTQH8ReKrV1D2k1F6kkfPIRl9iPLt1aOoAkBlCTlaHZ+6gHAWmXX5xsH33UrpmgVFT2dvvcwyKVY/1tHCCd6Kdo2j5ZP6hd19ra/WUXDs0MKr1ZQyiMX2esp7y+pTHhGOJt6NN0WHZ+urVLi1k58dtBLtlnDf3m+bJcUoCtTRtitn0V5Xm+/d/islhiq/6qNdGLy2EMar7XiViEAx2ikLtfO7eAFH83KW9mcaZwt0du+rV7+0tB+8U/jou8ZblXCkvvq3szPIWni1e1MLswf87hp/SmdqMh+0J9545pB3NJ+jLCHq4dnCLsGJ4U3geys8+CiyoDpa5ynkZWWVzxZ88K4Txdmyn2/1ub3xH9TCHv3UnT/wlBXBUTYLq5yJ9kwqLx4CuFr9TjqDqpZB3aIH/QHcNtnyZlFQ/bQnIk7KzsYAh6HZX+wN8FH80e8sEKqrFhaG9mKTPFVX8AIFYFVLLSKXmu7BSqF6G/1Z7twWYKRyx4sLk7VYpUm1eSg14HQ5pBc1B7w56/eg8mRng4tftVOCwGl+zi9qETh7Rn5RkeRwPCRKuROasnJo6tA8eFF3aRsY8d16V7xtHI3woldlccbyeLG0VDiPkzH2cL0ED7/3nRsGbvGFKCYbw0wwYiMvoppfvb9obaB2lIhvepx+0dAme9Dsnl8KM4VT1P2LaPgZL7Yez5GOn3By/vQ6gvS6DuYgr7VX+WwfTEMfBnqQB2OR4US17818BEcRKb+YktsoFufDnsf6PA/k6icPU1IzJYhtvdM5mYR2C+HF/gSeLa0Hi1RTv3HqPtmo21IhjzRxCObSkruzVHdWqxR0bN/JL24sC51r0J4UW5bR3llTT0rutuzCpbA329YqbTurqIwH5RfchkV+U4fZHez0HuuLapwlyyXDt4OxfO9TMB1Se+7GBosC+IMPnXVJiQEf/Gnw4DLSBw2bvTfDNX/RubN0VdSpe7DCtz0fFrk9hnWTuBhe4UUuJ6SwJzvJ5TdHnchkTJrqTnUHz3K8Oanx4HTPhxfFXuJO7GIvoj44XLz6IvZvEVeV1NQkRAtX4fzQDQBGQTG/5AeI/waq6i+5AnD64utL9gA8u4jXoZ4gzSoba/GltkA8akdKCXhsog0KU20ovKUfwKud4epLKkKNJPN2dskJcPp/xku5QuFxlwH6oYAhXNKQu16GTE/k3nGobgiOI77EOwTLW/oU+3BcPJRDM0S4RYj1pT0iHGntl1aJ7nEKVOyaJ8JH7PGlnaJnYGFcfGmt6JlVtU8fmi1ZurDxJ+0XPfuxNF4eDRnwjmLgS3NGr9YGXnhp12goUPd6aeDoCEIJ56WZoyGVXRtnl97RELSh1l4SPlk9aFp1dsUf9SB5o/4hHKSTTL56fgkQgdM4UF9CRj6BJO11CB9tE46uWgyN75MSWtDjpaukiTuIqHd1piwJ3zpVmB4xpyzqs8+fXRQK3Fas8tKWYhVB5ya8tKi06uAF+ZK0ysktUsqpjKXFK/YxXgJbrHW2fUqFbRfkAs91yn09ul46beUw+kseLOtoN36SE9PKq8rloUq2LchZ1iMj35fByOEteqaFfYh0foiksRGgOBFeYmvaIJIM2Q/RNnDb92J/ibyBjyplgkMrTse5qJTnoTkHnqdU365Rl7PLOeaX1h0bH0yX+tLMy5KXvrX3bo09cKwp20urj38QN741/+7tlvfTY3uOf7aqtfFSDgSH+DpOAUI/LrIQn0KGwX2rdEjdhQ/9IHn529oEFD1YwNDz0GEUXIqOhrtso//yKcK2yT8KH53686Ei6TGKjcJ0qk4Kt3M7B5FdvFK4na56PrQuBUN1DadkpodGHoPv0psKpUL3sbBJdQpHqvkl+bmHXipy5BYePJeaT+lQ4e1yW+5HgdQju5ynwOktZCrcXq0EVzfhU40v5BnKKaAqPIaewim4Kpy+0HIKt/o4De2qh86rYPvpIZxysY67D/amOivYTqo1nSq1jluU2k+1W49vk7srb+q4jvsOtKvsOi5J7l2U12GqJae47/q45KU3MeB1+ZxPUWHH4xjhFCeet19bPcWM58+9dD+bKLI/HRu08dRQ9oeM6NwpxewvpctpYJdu9pdoq185JaD9pRdpQu2S0Z5GCSLAbsrTPqaqZtAuVD2HYJqu6LfetQ/Z6GLdmz72McSDyt3XPZRTUOJp19/23JBqmIdet09F9zjZVL994saY6qkRLlzVkFNq3BeGS4ejXZrc27BF8t4Vzn09SjKW2wXRhUcqj7usuhbBgYfVqcIuvIzc66nm7j3eJcuxYFN/f5Zqtezh+3cv7EN8uV1b3jcCmlROLXrfFS6d5TdJe08z2vB9+Un7Ptbr9fKH1r5nD/7Kp/D+3D/zy+9Zew5EqJfev3CLi9LLqHnf5tX1lmK6c7P20srLf8APXpl2ssPHQDjMmHL6HiioKejfne4JfvIKUabom9uCh2RdR6DdtWEGdlcJp8vDHgjSDlfgLS8cT/d0ukh4it3WjnK6Tng8fEkaY3ev8Dg8aO3d3S6ET5vL3TPDZYRDmMbAy2JjLyjQDQe95S5MkMN8OXh4HeNSXLA7fqjukX2D3p1DVD/B876cTiPCg+/zu2PJVp2hGY7S6SoJDUKxevieqPIzleh29xSFFLaNxHC6rQiPsiY+XFtUoWJTK6fLy17omq4wZX1vgeZeThcZ4dclwczNdEaRjPNod+saFe8wHAun1Y2KfTWNtxPvXhykSQ6hlnV5u3icDju3844LX6cxP387+Ai/2O8Owx8FUJHywukbtJdU6ZJT2/6EUxILeLcfUsXW/sWA3W2MZhymw/buhqQCcvF1ZHdP2urNorSExZ5CH6GH/DJnUjhn6+Q01r3NnLxaPq1EN1OoveiOK03fPh+gNr7MpVTSL5fWhd2kSq0BduCWVdfmdaVwMZXa2+mNtbckBG8z7qtdwwKZovvZvLfUCUGwnk8PL3Va2LGwpdPza+/ACEqdX3dHBe2TpZ6WYmoHwUH0dCBTV8k0ftyNzJ4mFMHxutJquRluyba7pHmnDAXZ02xt67gJ8mmp8b5MQ/ytnqZtCnbrJZGO3fxNDUMhj+k4dzvIbY1H4BZcuLmUB8f9Jyc6NUJd1yinT+zWTyX/O1tPwmoSs1klX4jdL0/BNOoQ9bTde5rH5AdrZ7a7lQ1N9ZcdrEJvWw/f3oBbpxw4UvtxtbgxLKZv6m096P18tj6nw8Fw6/4TfGkZc7xfHjHt/ohbS6P8FGt5GjgLge/Lf1GhfaktjNPH8englO1joTtqwvhoXf20idz6UuU2WUu/O4VtyQ/h5U7ptAil1TaHy63VVrD3azuOvnscp7Hm1lcsg05G7OpDRjF2+n/eRp9Pt7Tbi9qZc8GYlVU3cYXv1VeT9uwBB+eJlYcucUkRCjzcDXoqCUhLSJ4jd4Pe3SMvPPS+WvAxqJMJZeXc/bTsT2aBcFRnFlPAlo2AphqWI/F6WvmTutGC2g4tNl8ftztTxxCOI+Vu8yN778J7ajtsU9Ursf4M2QuXpULgsE0d6e5dlAXLlFQEv/wQCx7v7j/16yjxekmjfbX/JYm9kk8CR7GrTPxqcsIMOIj0uy0w6p4dtoFb5sfJJiJzIpxWoNktqAUrX/55e1GrW5DDkOvuyUAkTVX8FLUW6TY95ZQXPvuGbeFUp/NkM0US4Cqhgse7izBKGE1+xHhe3l2EEh4a8jtFimklOpMsp9TTA06be5h4I9Rw3MbaXJKDDOf0zqNkwueSLFUHaZXj5DFWAlS46/SB29BxiYGk7jH1Zlz8kpUYNTwhpcjX0lu1EqMc2rJ6VsHrWAlQeTK5rt8l6aN8rc8H/2PhcWZGE5IEtlE6bJ9YSy8cCT82XmriW0vvJW8Z0sx4bcSVGpWhr3tW28ZYVmY0IXPrGRPDbQSutZRGCskGYpGRWOBuGBa74DjzpRw4K9mSoW1rraO4XJI2ALYXv5ZLCejiho0JRlzJUvyumsW69oVsKitXKhssNIqA81ipUmAdHjGuiDNRKm/iiN6vVFdWPhRv4p5RMMKGYqx0KHAd/mF5d+SFEvEJRnjwWreBVYI97QFNYKVCkxpIqNcOzHZXJlRwottoYHi0EqHAcej+OOCtPKjghuMRRhBppUEFV8Y8vg51ZUEFd2xHhldbS7u/kqI28JVWDlRw1VdmsdKu+05crhCNobFynYJt/UrAMa1Up55JJypA2KiuTKceYEe0Hm+FayU69bh5DcC2kK5ZCzlXFbJBx9hMc+qVVQpbA5W0leXU672QQcAPIa0kJzCPU5+2gbpm4EXKDQc9g8lphHaPqAtdmhEUmqZ1I3bXCL7gVlBnglOjEt1w0HSt/KZSKY2TBnJaqT6TzOYPDxPngXY9cwybKdtkZTCQnjnW3Iwaf4HUfp5il5yd1zVsg+22iXRJPt8zjDZxGxlYCFz5mWK250Wbm3IK6M8UQwzJokGDMay9p5itQtXmKcppV3mm2BB5sosK8MywQVEoAacW7yk2hpqnOiykldDUYqScFBJxaSU0gQtnCODSVj5TSxpmbsAWbq45Rh6annxgaNxxrbt2BLAV4atD9FnJzGcZRUe/SrhuwghfNMHXynEmna1tTqDMl1eGM6mQhQBFL+JOhnV/Nh/5xegBXiu/yUJvu2zSp3Ne6U3gRHoB2GbamnkIVF6YvXTYRCu5yS5yocIKbHHGmnmQYRqTAsX6tlKbwHDcxpcE61dmky3Kfg2fprCVnw1z7lw0CeJwu9BMixUoxpf3Loqvoi10XWHFs1n6no7IfC7PXok1OO9AfIFnq8SVwWZHVz/tsyO2KDtpJONzfTZEezpooaIA38azH7bB6RgYdur6iTZlybqi857rs+uRYw66BqpQ17rtGRIAxzDSupER6BtHdTTc1Ft2aYvW6QrMN7+WXuXAycDg6RA4YxN7dLYrocseFo2WiEWddY3z3s2iZfUZdNwj0tpvEm2kAQM9R4NTuDm0UbIiFp61WyZvRUlQ3r4QR+83hfYOqoAp7q7YLNaOV4RLpreF8neOEhjkdX84J9jWgQJ6v+mzkSSrhc7ALdzs2cjqzWhqqMDc7NlIXyNDoeGMd5NnGQCFKKHJ4nnN0ui5DsG13NTZO6REhtxOcPdXFjGWBPebUEueDht5aZDfdFo1WdtPkNL4TaZVwssGPDAn3zlJo5ZpC3+afFSeCJnMRNdFrpKeSNiCIgjFTTYUTyBsm4x9uzr9whPujgRJFpgm2juq9eCbPj9bqMaNSnfyC7HvflNoJccNFRdN73gzaAnsI82OTSplc44mHVGaUObTnKPiAvOA0eeON03W+39tLUBvu9wsWdUsidmQ2x43SRZ1M1UFUNWON0f2Pnk0qYQ+X8n5MoD2shiymFygO4hw9rj5sWIw83cIrcebHkvDy0XmDxnscrNjk0aT3VNj77zJsRwPhm5a9Jo1STlHZfoGG0SeRYGlkUFCRkhUj5sCex/G6Pdr0FMW7DUQKVTfxNik3J6tFtVVQsu6P2pCNqWr1KnW3OW4w1+i2B9vUqy0LhCoQTy6Lk4spS1pe6ERPW7uKxFWgwGH1UBsD8X9EkfkC8nnGh6G+zyI0ubHqf7+dOGSwGWUh/jOFmJjHL3n2B/eu63+8GfxYKjxOUMHezE2EpFpHvU5KvP2bBShxhzHcySOImgC4zwR1g2mpFoe4srjJr1y3g6UItFQTjfndR3DQSNsvolCbrTBgIJyvRmvShoiTi2h5JvwytzMduT/oocv3XxX6ubI2ALXetNdqYLJOKpSarrZrnyGpRrYJu2apirJ4f1Bp169Sa13tgHp4U7BcsGlojJZ1U1WHrGCXP3DdpheU4mip3RqkReudx6QXm3SdBX5ljsLmL3fJAKXdCcBESSI3T9te8hDcLc/jA7bRL+J7BdSx3aNgG3nw2OfiRba8+pyrlNehrgJ2NaNNX0LWmGUdpHrveIjbhHtpTKI8XIvj6BBbDrv0ZpX77QdKzIbJHC+VtauSCqFkYOs3Z2cQ2aFprMvSeDeObg7z4TUrZ2WrjvNVG1hKoKvOzNHG2zGjhdB23Rn4NSEbfMQfdp259mKBIPszch1aeXZDKWVMoBSzsvr9izwskMAcGxb1qyRW65fUo/dsmNtIMH3VaDabEkwz7HRo1elxDnRTN7L0Ny2xFhHbrUC29+vyVsYIXbLGCDeWS6moKxDpdJ6Z7OqepMSqK11a+bi+yW1CrRV852bgm1jIYw9Ovqp79TUnUYsdKC3UlY2MnBWrYKvOzEF2x+SDLA9uTV1De46tSNx2u78E6lLG032PCT0saaueMOEVQiW5jubVN3KpgGrk3ndYLaFJhfg67pzSaxhF+aFZZnIL1SnSzr47JmllYktnPU6sK094f6RyF3b+llUK1xTF3oTPIGv4rW8sS7S5FwKjLPpnW+1+WqnbOApp+5wJ+7PwBhx3qliwkgbZcTDd0roziDT0cd57BYwsNfKaAhqWL6VKQZyA4JTvvNE6AAXmAKIYbY7TwStM0MbLDqgrrnbdOC2aVXIHdQ74x7clxilyn49iXVbpyFIFHzz8pM/9zy5BCZr6vFG7SJBcG5bUh0F8gSce9ikibKEJLGyDOVROEqQAe0iEna6dZIynY/ly0UeH1WljG5DB0YduK7bI4ViUzPDorkTRVQDcKP8yqgR3Imiu3hAa5+dceO6CHvi+HIBxn6XAqpoucCp3Okj8e7o5Db46vkRnLDTm52QvhBCDO3Rm5AG6QC2mOmpVnQ0nwtw7PmRmxicLzrwFfqjNjFrJCIy2P9hXdu+kMZgucXeWSVcKgLSA6K53FmlTh6aTlnv+F/zFytrexBf9OmXO6nUPSwWXPudVKK2Q/vnl3pC7qQShEaMK4FDuZNKtFtK9YIuhr6SSnfdSD0PHGMXLIvkL/W+3rkmcaYQhKM1oNy5JvrBavNPX/3ONSHBkKlyUoqPd65JbA2kuqmIl/IoSdBGzm+HRTNuJQlarO0HU5iO8SmmedEsa1KHsopalYBbcCv1qbDZ4otTAfXhcT2ltMbcpQgc01NH6142Fq27PeWyPtiMgOu4bv0InEAToP3Rox4xaL4SbHe2pu5dL5QUgF2i33AkNKMeOu7805CTqz1IBAvinX9Coy0g408Vs9wJKFJXmDYBX2MloOiir+hMcPvxTkDRZkDO/EtvYjy6EXDUbaNnAI30yEbYM4BsqpHcHnWIWURVcx8tehO2mJMcgGRKrkczws56rC0sHCM/khF2dKGlmKUq9kcxoiC9ZHdSSdA/ghEVF5sETL/0rQtBf5tNK21nfRPQs4NO0UVCjY8sxCwus8NH/YIJkxIoXwoS6iMWQbNN0adtAj5aEXQWd8GppkcqgjOvvSlFhu1RhBgu6ESEmq5NEGIEPUEYkvmprVvsRYCsY0Lb5CDsO22X4sCSwq0G4QV3nZA4UyxUxUOOXrVsChFq1ATOo29KEBZG2q7JeTbFXQiiYRnLMbzWTQciJpS+SSmMselA2Pzi8SkT8uhAwEGtoLaA/SQDoZxTL3nccCK7oWLWtYlA4JlXgBnCd8dCseFlDydJweCRgKhsxAE4XOFRgKiFwtaXksP5FoBo6PiPL0/PPzoPdrUQQdMVH5WHRo23AcNDLes+lvgkb7+U+zd29UsA2+6zmm4uip7Il0f0Gu+mOyL/KrlYzKVXzx2mbIkXFjv55afjBq9a9OSU3Xo6aywMJGBACy+1p7HGxpjUWvBoCE9fDQkwxK2a3N7vtpolyYnCRbvagm2cRrRZZe/3dNXg3KdrpBafHhn7XRNGfOtuqUEEBk0nmDDj6ZyxKFsSpkSM8VF2yAhHdGCbMo+wQ7YRY5OTtr98PboOU4+UCnMI8VEp7TT3xbIMtiZsPw3toCJn4/vTlXU4A8d8d9jRl4Yso0huqy2GkDE1FDQ55d7ddSRtFWCifZc3nVNVKQYwPbPreXRbv9GDoQlxk1ZdEq1JmeG4vhEPedRgSNVsAq3DtlKeNST/Ted1WktGKRE8Qg4Wh6BJPs3nVoPY5bFXjOqXvyUrkjra0LsLW+8c9CRpquJB8LTOxSiP3SgpWZ+k//Tjxz/8+O3Xn79+9dfp6x//5ev6+sev8PU/7P//b/vv3/DvH3/+Eex/v68v11ZQ1xwBr13glz/++PXvfvzqP1Bc/vrdP/wIs1wCcyfZH/3u73/8t69/93X91dd///rd3/7497/78ecv/tT+T9fzH7/88csu8f2f/u5P//rHX//dX/71T7/55//5T3/45fuXP/y9KMd/889fv/3pD6UqgwABHWz/5jUizUm6hl3lBz/jm+ugilZdzCUr3/5/+2vC/ze/hhf3vM3nvxKuKPaioaHa//7l91//9etPzyvmO+v6f+3rL/bKf8xXbrMtkBujVvmbTx+do4GniA4Ym7pNp1Km5U7GoVK5SX7Cf7zsTu/PSzAwVztj424YRTFA7chG888f/kbfJAQ4i1B/oudDyM58+PAQe9JiUHqMv7GjvGzlsXX3ah8+XdVRXMkcSIySGmawf9Is9+FGvLSEGFjKzRt/aJAZDevej3eORiKqdpR07e9Re0IW7aLX/sMfkHWiIG6H/6iEQ6TPjtRG//Bp+DX2mC+pf39LkdPi+o7Q0IdPs1DS3mzBq63x31NyFGaqrZ0f7p0kMvJmpLzRqiFSTVSEbAf+8EbpGqbFEtNPRfTFjpx0icSPD0bzSa98fH1z/IRgQwPbp1v/lrdHE7vOftt3VzNGx7YqfXow30qbsJCycajUiYRXodf550/LVBTncHUdtaBypA1F+l4/XJtSjo0S3E/tZr/ld0DHPEKtn4cYPdySCKhKuhJTcGefHowsOZNiIruX76BNGTsVNpNPDwbKZO1YXwaVGQdtCXYE/PjYKWA0iCDKHX/T3mnBPR6K49MspeBE4rOxIn4T3dvJggixfnzoyc1TM6X1oGOTTKxt6/r0WOhuxv2S+WCDF5FrC5nGx2nxDbneftXgYEOLf6FtcFAG/vAjkRGAlyvZxW+vp3SZoqSPQ1GuAxZCDDHMaRwbtGZ/nnN0ktm5j6Zbe4JEqtKww63t44qB0nHEFfIqzFHWD5skVQoGP3+eVBjlbTo8mXIpdqie4+Pr6Wo1s5XLJqY9QmaoDWPSIeXjnIPpZPHndXG25lYqcpF2Org+PUZEYVCDTshFfhM84gBnQXn5vDTi6I4PqR0zPCjo9LlIkfnD75TTGIKqEuIgl21HD/v78HGUo4KLEqwtGWKcqWpig5xi6IelSGdMWKPNzpdfRaSRgTj09uH/xx2T55LgLNgx6Io/9n9o85yx0vmxr9fHto1TkgD2+jIEd6fSQ/K1J3GN+SjC8duIHEfFdYDliYWRKr09zLQe9PH5bwrLFvBesE2Y8lhv086Q7zF1fp5CSguYFMvGkm6uwB+gC/7hdtCfLfZs2YMQPrCrwzaoNO9/uLq3cDfIK1z+O0DJGpLBiP3DH9BeVxEbgpX7RVM7Mm2SgvhwdeXW4VQXTTb6vENDQDBenz5PL2W115KY7EpvcU6ztYucwKebJ7HHcmarp33+m3plphdC5f6f/0DqEAOlrsjmX32psHdVP12eExy7ZaIojg8q7t0hfrzyd9cv1bYiNhTmZBYwkjf59Bhd4tOeelJO4hsytH3ywp3q808l+87Kb39h7/VbTCd7rveK+3qQNBRG3Dio4zLIqm2niKqsVe41yOhfGPTyVbsb1cEpwuePY+xbXBIqWfZmiUTQY4X9dLWPY6ZL/JumdHsadutk/SU8nz8OeFj2hcNQpIudHAj6Kbi+ffg08gykzKnVDH4HlgfemfvhsdApbS+7kGDTaY6h1lGF/vnDJH9sUpQsPxj2DdJhkpf4eNtRVjx2ppZit2tE6RxcPw2YgkUlcasU+jji4FgZevp031puaVJA0cLWDLhwFRE1BtDnW6dJhJ6LqsKD/cPilat9HLoU1+yjgyjFHiFdmnC6kIP59Fy+URvzmNmGtlS9IooLnycGR2U7WGfXdviW5AeZmMRK/nEgwphLRd2AkrdWlaZ8XBvFULZFQ9uW3RiJaLw7Y40fXxE1kGBnCYuHR1WFnwYgW7zbp5Wdlkm02UaU3DeZewtew32weM0J3LdtA5SqtgY5/4DaEz/OOPiSPUHepZkULvRFnYPk+4fRQtWfkmaBT8DFM8Os2GP99IpEbKUEimV8mBwmbFKuUPdf+ts9uxC//pafPPfLX/3N7//XH375/X/+za+/fvmXH5925T/uKK2YqzDw47/8SO3Wn9//YIdff/H5Gz5e5/3550r/5jf89sf/ASURGDkKZW5kc3RyZWFtCmVuZG9iagoxMiAwIG9iago2OTMxMgplbmRvYmoKMTAgMCBvYmoKWyBdCmVuZG9iagoxOSAwIG9iago8PCAvTGVuZ3RoIDE4IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDMyMlEwgMMUQ640AB2lA04KZW5kc3RyZWFtCmVuZG9iagoyMCAwIG9iago8PCAvTGVuZ3RoIDIyMSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1kLltBTEMRHNVwQYW0PCSVM8ahhP3n3pI+QfCDCgej4xtMsVTHl8StmVZyBeGHm37O2yhnRsjU8WXS1rKOwIpsWaX+b/a/aFT5lYGZnSNOz/cIA+DxvSaWGNK36FxnWLJY0ewqVo1CNIxYJOP7c5ttckaslSAkKSkNRM7oBbSPCUXiKYIczVw9bgrgPm1lOKu+1n7HT99gsw6AXa2g5lEeKtZs9EpKcEBIBbIc6ochzdhvzoEui3lHcYcGttev07SznZbXe6Fr1fvgHI10tivED5QBfj9B8qyUq0KZW5kc3RyZWFtCmVuZG9iagoyMSAwIG9iago8PCAvTGVuZ3RoIDEzNiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNjjsKQzEMBHudYi8QsGR97PM4hBQv92+zfsGQSiMJdjZGR4Oa4dEDPQpFfqrsU4Tjc1Nq4hL1ibQBrUC6QSf3bFhi1pE1YJ7IyZm/oCUn8rppSy6x0j/aiZvaIS/6GswcMR3WFDGUWUpDJP0R7FbQzo7sxI/xQvfd2gdO+yVveX0BMGYrIgplbmRzdHJlYW0KZW5kb2JqCjIyIDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvTGVuZ3RoIDU3NAovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFlEGu5ToIROdZBRuwZMDG8Xqu1OrB/fuf/lNOXr+RiYGiXECurGlrLvvvOlYsyxpW++Z0q9XtcyX+GmE5w8rLcpTN7fKsYTNvG33Z2GEDz5gDz7inDWJnpuWdNu9N/sQzsyz2sC8xVHGyxwRTKHzf4+B2ssnIDZ6iQOiBJ27duAWcRgdJUbXw+O2WcZvnAn/azXEc3GWonvuwXGG+qJVhEf0HtcImngCjQI5VR5XP9aPP9/p7TVf8Rqtj8cLvVVT6tdbdsRYov1agwOP9tYTy/Ycn7CV9CmgZrvywphMlGnmfSywaCi70bittoUkj+HMVT23eJ9RLSXQLVZtHSW6INE9qppwDYe/XoEs/d7njiUq692amv2jB+w5+VH9LRo5DIhwXKdEhk5LSt+p1cxrpcY582sNY8Y0bOMV7P90BwWObEJ0hUA2vcfqGB/bi4TsOtehn7PgKaoi+8vUine9wuVrST4SEeHKkjVAkllAl31NHgqqyBBYTSf5wUxNudXUDZG+LPnSr9tstGZMyzHMl2IyNIooJY7iL4fGOe4DsErzAd8auumrdh6enWMwJHzoxwznTtEA6adLYzw2teHrlb45WVSjJcgpVY/7USVZDlWOniEjKQyzWEtFY2qdz5HPNHZriJf30+6wF2U1LA1qLefBbSmdVbFpbGDR+C+LUWFTYwrJxK9aN/dM72tlDvUyWXqqIM5knR2oIReoIVXo9daSgKktQMZHCh5oUV3/RH+JvP9SaP/8DZqTmbwplbmRzdHJlYW0KZW5kb2JqCjIzIDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvTGVuZ3RoIDExMwovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNzksOgDAIBNA9p+gFTORX6oWMC7z/VqjRsmleMh0AUHtj43ZDylSbg9FR1AeGSKhID5spVtH40l8inGm8S7nN4dvrcMGIubxj3JAiyolYkJn/v7LRxdqGrFFJvhNlX0CZZzEXzYKvbg46H/pxMcsKZW5kc3RyZWFtCmVuZG9iagoxNyAwIG9iago8PCAvVHlwZSAvRm9udCAvQmFzZUZvbnQgL0ZMUkJQTytOYW51bUJhcnVuR290aGljIC9GaXJzdENoYXIgMAovTGFzdENoYXIgMjU1IC9Gb250RGVzY3JpcHRvciAxNiAwIFIgL1N1YnR5cGUgL1R5cGUzCi9OYW1lIC9GTFJCUE8rTmFudW1CYXJ1bkdvdGhpYyAvRm9udEJCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdCi9Gb250TWF0cml4IFsgMC4wMDEgMCAwIDAuMDAxIDAgMCBdIC9DaGFyUHJvY3MgMTggMCBSCi9FbmNvZGluZyA8PCAvVHlwZSAvRW5jb2RpbmcgL0RpZmZlcmVuY2VzIFsgMzIgL2NpZDEgNDggL2NpZDE3IC9jaWQxOCBdID4+Ci9XaWR0aHMgMTUgMCBSID4+CmVuZG9iagoxNiAwIG9iago8PCAvVHlwZSAvRm9udERlc2NyaXB0b3IgL0ZvbnROYW1lIC9GTFJCUE8rTmFudW1CYXJ1bkdvdGhpYyAvRmxhZ3MgMzIKL0ZvbnRCQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvQXNjZW50IDg1MCAvRGVzY2VudCAtMjk5IC9DYXBIZWlnaHQgMAovWEhlaWdodCAwIC9JdGFsaWNBbmdsZSAwIC9TdGVtViAwIC9NYXhXaWR0aCAxMDUyID4+CmVuZG9iagoxNSAwIG9iagpbIDg5MiAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiA4OTIgMjI0IDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0CjIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDQ0NiAyOTcgNTgzIDU4Mwo4OTIgODkyIDI5NyA0NDYgNDQ2IDQ0NiA1ODMgMjk3IDU4MyAyOTcgNDQ2IDU4MyA1ODMgNTgzIDU4MyA1ODMgNTgzIDU4MyA1ODMKNTgzIDU4MyAyOTcgMjk3IDQ0NiA1ODMgNDQ2IDY2OSAxMDUyIDY0NCA2MjcgNjM5IDcyMSA1OTYgNTU0IDcxMCA3MTggMjQ3CjQxMCA2MjYgNTI5IDg4NCA3MTAgNzUyIDU4NiA3NTIgNjEwIDU5MiA2MjEgNjk2IDYzNSA5NjEgNjE3IDYxMSA1OTQgNDQ2IDk2MQo0NDYgNDM0IDQ0NiAyOTcgNTYwIDU4OCA0OTAgNTg4IDU1OSAzNDAgNTg4IDU5MiAyNDQgMzAxIDUzMCAyNDQgODkyIDU5MiA1NzcKNTg4IDU4OCAzODMgNDc1IDM1NyA1OTIgNTMwIDc4OCA1MjggNTMwIDQ3MyA0NDYgNDQ2IDQ0NiA2NjkgMjI0IDg5MiAyMjQgMjI0CjIyNCAyMjQgODkyIDg5MiA4OTIgMjI0IDg5MiAyMjQgODkyIDg5MiAyMjQgMjI0IDIyNCAyMjQgMzAzIDMwMyA0NDYgNDQ2IDg5Mgo4OTIgODkyIDg5MiA4OTIgMjI0IDg5MiA4OTIgMjI0IDIyNCAyMjQgMjk3IDg5MiA4OTIgODkyIDg5MiA4OTIgMjI0IDQ0NiA4OTIKODkyIDg5MiA4OTIgODkyIDg5MiA4OTIgMjI0IDQ0NiA4OTIgNDQ2IDQ0NiA4OTIgMjI0IDg5MiA0NDYgNDQ2IDQ0NiA4OTIgODkyCjg5MiA4OTIgODkyIDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNAoyMjQgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgODkyIDIyNCAyMjQKMjI0IDIyNCAyMjQgMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0CjIyNCAyMjQgODkyIDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiAyMjQgXQplbmRvYmoKMTggMCBvYmoKPDwgL2NpZDEgMTkgMCBSIC9jaWQxNyAyMCAwIFIgL2NpZDE4IDIxIDAgUiA+PgplbmRvYmoKMyAwIG9iago8PCAvRjEgMTcgMCBSID4+CmVuZG9iago0IDAgb2JqCjw8IC9BMSA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwIC9jYSAxID4+Ci9BMiA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAxIC9jYSAwLjMgPj4KL0EzIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDEgL2NhIDEgPj4gPj4KZW5kb2JqCjUgMCBvYmoKPDwgPj4KZW5kb2JqCjYgMCBvYmoKPDwgPj4KZW5kb2JqCjcgMCBvYmoKPDwgL00wIDEzIDAgUiAvTTEgMTQgMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDIyMzkgMjIgMCBSCi9GMS1OYW51bUJhcnVuR290aGljLWNpZDMxNjggMjMgMCBSID4+CmVuZG9iagoxMyAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC0xMCAtMTAgMTAgMTAgXSAvTGVuZ3RoIDEzMgovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxtkDsOAyEMRHufYi4wCNaYXdqUuUaaKFLu34ZVpBGrpUFgP54/BR/LeNo4GPhaSb61XNr52lL0/egdrKnuXtoBT+ERXkHdXqYs9SNAmQJ5QAEFxAuXbLIqKfxijIHMNXjnudLyXp1Tb/x3y3kALgbkchNcrIxXN8/G32YP+wFZyUfPCmVuZHN0cmVhbQplbmRvYmoKMTQgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtMTAgLTEwIDEwIDEwIF0gL0xlbmd0aCAzMwovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzUMjiMlDwAmJThVwuXVMFIMrhglIZXFxOXABsVwYUCmVuZHN0cmVhbQplbmRvYmoKMiAwIG9iago8PCAvVHlwZSAvUGFnZXMgL0tpZHMgWyAxMSAwIFIgXSAvQ291bnQgMSA+PgplbmRvYmoKMjQgMCBvYmoKPDwgL0NyZWF0b3IgKE1hdHBsb3RsaWIgdjMuNy4xLCBodHRwczovL21hdHBsb3RsaWIub3JnKQovUHJvZHVjZXIgKE1hdHBsb3RsaWIgcGRmIGJhY2tlbmQgdjMuNy4xKSAvQ3JlYXRpb25EYXRlIChEOjIwMjMwOTAxMTU0MTQ0WikKPj4KZW5kb2JqCnhyZWYKMCAyNQowMDAwMDAwMDAwIDY1NTM1IGYgCjAwMDAwMDAwMTYgMDAwMDAgbiAKMDAwMDA3MzcyMiAwMDAwMCBuIAowMDAwMDcyOTc1IDAwMDAwIG4gCjAwMDAwNzMwMDcgMDAwMDAgbiAKMDAwMDA3MzE0NyAwMDAwMCBuIAowMDAwMDczMTY4IDAwMDAwIG4gCjAwMDAwNzMxODkgMDAwMDAgbiAKMDAwMDAwMDA2NSAwMDAwMCBuIAowMDAwMDAwMzQ0IDAwMDAwIG4gCjAwMDAwNjk3NTMgMDAwMDAgbiAKMDAwMDAwMDIwOCAwMDAwMCBuIAowMDAwMDY5NzMxIDAwMDAwIG4gCjAwMDAwNzMzMDQgMDAwMDAgbiAKMDAwMDA3MzU2MyAwMDAwMCBuIAowMDAwMDcxODY3IDAwMDAwIG4gCjAwMDAwNzE2NTcgMDAwMDAgbiAKMDAwMDA3MTMxNSAwMDAwMCBuIAowMDAwMDcyOTEyIDAwMDAwIG4gCjAwMDAwNjk3NzMgMDAwMDAgbiAKMDAwMDA2OTg2MyAwMDAwMCBuIAowMDAwMDcwMTU3IDAwMDAwIG4gCjAwMDAwNzAzNjYgMDAwMDAgbiAKMDAwMDA3MTA3MSAwMDAwMCBuIAowMDAwMDczNzgyIDAwMDAwIG4gCnRyYWlsZXIKPDwgL1NpemUgMjUgL1Jvb3QgMSAwIFIgL0luZm8gMjQgMCBSID4+CnN0YXJ0eHJlZgo3MzkzMwolJUVPRgo=\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# tanh 활성화 함수가 적용된 10개의 유닛으로 된 두 개의 은닉층\n",
        "mlp = MLPClassifier(solver='lbfgs', activation='tanh',\n",
        "                    random_state=0, hidden_layer_sizes=[10, 10], max_iter=1000)\n",
        "mlp.fit(X_train, y_train)\n",
        "mglearn.plots.plot_2d_separator(mlp, X_train, fill=True, alpha=.3)\n",
        "mglearn.discrete_scatter(X_train[:, 0], X_train[:, 1], y_train)\n",
        "plt.xlabel(\"특성 0\")\n",
        "plt.ylabel(\"특성 1\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "emfDuK76pK2o",
        "outputId": "e399dc3f-a073-4d62-d97d-6d732d27ca95",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 461
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x800 with 8 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+CmVuZG9iago4IDAgb2JqCjw8IC9Gb250IDMgMCBSIC9YT2JqZWN0IDcgMCBSIC9FeHRHU3RhdGUgNCAwIFIgL1BhdHRlcm4gNSAwIFIKL1NoYWRpbmcgNiAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0gPj4KZW5kb2JqCjExIDAgb2JqCjw8IC9UeXBlIC9QYWdlIC9QYXJlbnQgMiAwIFIgL1Jlc291cmNlcyA4IDAgUgovTWVkaWFCb3ggWyAwIDAgMTEzMC40IDQ4Ny44MTY4NzUgXSAvQ29udGVudHMgOSAwIFIgL0Fubm90cyAxMCAwIFIgPj4KZW5kb2JqCjkgMCBvYmoKPDwgL0xlbmd0aCAxMiAwIFIgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicbP3brjU7s12J3f9PsZ5gKXkmL8suQPf2hR+gIMsuyAW4CnC9vqP1iMwkx0wJW5qr7fHlyJEHsjMY0eO//M//7f/3//5f/tv/7b/+X/75v/7f//Nf3v/6X/6P/6R//lf7n//+z/XP/2r/83/+k/75r/Y///0/l/3X/+c/KZXr32p//o/7zzrHvzP1OZqx6/zP/9d//vP//M9/+Z/sn/8f9k/+63/Gv/mfXNe/Kduh+GNes69+s/+xs9qufweMf/T8h474//1nO1Cu+d/OP2m9ZfvPK/3b//nf/9s//49//rd//sv/lP2r7f/+2+//M/753/+7/ST7ef/5r1//u//YV9aaZ9tOdvzbZxtXeU91/LvsI629ZP6bRqpX30lNNbe5k95GutZO5lqrp5fY/2ffnvJOymy91510+/bUdjJHKvYDHpKuf5MdKa0DFfsZ54eafX/OB5o1j7H92JT+vewMcjtQybOOfiD7cUYPNFNNYz+H/O/FpUwHymvNmQ/U7CRKPdCwKz73byz/XnYSZRwoj5TnOlCzk6gHGa3bzz6QXQc71obqv/Z02ZN1oGrnUPuBRp5lzQMtO4f937V/s53ClQ5U7RxaOZCd1LzqgZadQ9u/sP+b7ByOu9j/tUemtHWgbueQDrJ4PvcfPf5Ndg6pHKisNXo7ULdzSONAc9pl2H+0Pf92DvkgZSR7KQ7U7RxyOZA9WnPsP3r9e9k55H6gYq/SGAdqdg55HWjmuT+A+fr3snPYT8tQSXa/6oGanUNpBxr2Xs7tC7O9BXYOZR7I3sOyDtLsFGo60OCl3350tpfAzqHWA+XWxzEc5n+rnUMdBxrV/msdaNk5tP0b7SWwk7jygaqdRKsHstd1Xe1ANpCOtn9j/TfZSVzzQDZA1mPgZoAsKR3IRsjU91/dGCKv/U00VFOZvR/InveR5oFslLQndUOdYbLuD7ghGyfzyAfqjKX1QHNca+y/2l4DO4k8DlRsyB3zQDZU7u+rERspyz5u5clImUs5kI2JRg9kQ+Aq/UAzlTH3L7TXwM7heLoWI2Vd6UD2EtjLcSAbKdPafrXN1TZSXrUdKI9rrnGgZidR14H6NeY+XBuy0dPPPV/2D6pDe0juUankNK/4rA2rNebSUuu1UAYlMbSWmFDrLDYyitqbmWN0sKvYr+q4Mtn5uXeb0WYco/c2Y3geudUrsI3HV8zDo9sXDsfLfm1MxvY02XQJ5kWcPUbAZQ/PNRxnuxBM1CY9rjJnCVyYXIZwyuuyTwjbUN6YxMFj2GPv2IbzykzeGHP6uA8yso2x03G5ZoozsZE+M8sbroxHOrZNcaN3/3ArmVMVtTkg2dcIr9oljwzbpLm6n98odgHHjVcZM3BlMhTudkmS/8jJFYxjDxs7hp+IPaTZf40NDS4wmo2DKbUsaqNDqRowDNtLZFczcAgycLvqGI7thxekRWPkXPZfjk03ajYxXGxszk5t2slMo0aZ30Z8eFYbQ/zQraae49M2I13oEbBda/8xNuTYFcl+6GGznz8NhtFvy3G11yc+bTd9DMfTHtugze4Hr4BRHubcHNvN6De2keAKbPOZPdKGs3158XeGEcymhem0jivrPDozXUHmGM49X/7Tu80F18p+jFJNGi3HdqIJBWTYLsLVi2ObCC9UkOHGo9Ud98vOLztuF6cqbCPdRCAZthFulebYBtiS/CCj5Vp0JsMeP38Wsg1QY/nttdHxWqgZo0vDT9BkIiQHRjI7toe5oqyaPcz2OvqDbarCNAVThmF7WuxcHdu8m3mrDduBhz/ZNq6mWpZ/2kTsLDOwXRGmIrC9YH5Zpz1c1V8xxJ+9Vc2xPcAJfQVuNrU6tUlj+hf2Zs9T0JHWQHAYHqZaagps1+Py8xg2eS7hxXzemv9GTt+fBcPDBhY/9rJ74Q/lYqqvOo/679Ulo4VNXiS9Yvb+9HbVOIj9lIwENMyL2bJjUwLp8k+X2kufgW0AYk4Cdw7u2J7QpQdeGhaZ/j/+U224KlcLbHes1+U42yVJonY9yhXUntve/dDDfo3uGNh0H4oRPPysjZq4aMl/47pyiu9Dpuo6IZLtTcqOefh0iGZ31AY27kG1oWPaKRXhNCryxbFdED2qhm3I0Shn2FTJpVHE3uO0Lj3YVYNEqf7pMuxV6Y7t0uhZRYjbQeIYc5k+9RMxuWkTjGObGgZKFrz60vrWlp6JIcXPbxSbjLJjE0d6Z4wOGzCWU52GYxvubM3quN2ThGl90yo9ObYJpSCBW+fZshWGY5u6kp5KE0D23LbieLXMJAa12VTjQi1IpAuBbDjbP8vJcbnqvPzTZdqJtMD2t266LSfsGBqbDXcWg1nYJFj3C8WrMlry87NFGWtnYRNXDW1tmPl26EzsKTfdt/zT9nRWPauGTXdVZLdhe1BZTwub9vJZ1kYlewA0noGN6qU2vHwENWrXLyHKm8k4e6xyfHgkf64HQ/2lUaQyd6Tl1AYFvdK18QpmzRwsfgprEcd2PRDyhutVikYzw8U+i5g3bN9m8tKxXWotKsCI6O7YhF6rjjt3Nzu2S9rj9MYaPj0aNg1Ylp8J+l1DUe3oQJ87ht1o+7XLsR2uxHmziB+BTSJe+pE2OtoTleIg1YYrHcRGR7sdft6dt2OxeADb7OfXmrtUkXDgMoKZDNTK0Ji9JCaKwDZD2AVhYWHYXvjVu+M0bdD30zAh1yXaDJvoZHQUtsmqBjYdWSQjbIS1qfk+SDPB5R+e1/0gDPRnvvynrJKmjy2sSZdWoM3GXZtJZ2C7NshBqP0+Sc1qP9Z+t2YfVOwaPpaBs0/1hpPrO6OVMbqI2juccmB79IpEoo3RKcXrbz/ALojOGm1rFyG+UROsnwjKYdXANmT2wKa1lk6Eby+FRZBhG7T8w4sZVlrf6EytSk0joU19dj+RuexZyY5N3+nT3USsvf5rBObtSY7tqqf4RhuG5vBP27jmQwvyN9u82oRNe18aFtC5dklYWBk2DWvrAMfF4zFGeSGuoCZLWxyj1lakFwzb+dXsn24zN910JKoJ1MuxqTvibsL24GdEbGdusXFBx0484+hIsCksn3mlOiXroY1nSNC0JeoSaqNumXEIk3eVIaTb0eydurrjbheEpVxH2iaNcOjCxDQO5OW/ZtCpR1zYpLvGVAlAu45duF7dzjpwR7M7ttc1ObXXr0w/DTufGp81pV2ZdI0i0KQnkW52NXi9wFOiVdimtwuZ1DlRe9h74FmkQ8BF87Jh5Jg9WX7s1VqWMkN3mTjRp215VOx1aI4Lobzq2BSJn7YpKfvpSDDDOdvN6IFtlsxOFQdyaiNtZc1pGDHm0DRkQ6MbtPuwkk6j8roWFqOGTQxVfw5sGrDVh+6AXQR7TjSrCZccMPm8jaaxyxFnYbJoxUdNFmm5ZtR0u8t8xItdjcsPvEwHaqmFILGpWTfLrpe9zRqUXacMFqXgZqPCcmzKszPcGLa3ZWh1gvKw51vXjqvbk2YpxIRdDhalhokS5PjKUWycL8K1av3i2C4I4w3Yllf+KkofJP0cm5XtZKV7wDYUZz9v03WaiRECdkWSH9q+hedb2N7Knv0YLLal/sELBeZ43Hex84YOhrJepcv9UbUJwpYkzGpge8vvY9u86BeQZaFpOx3bJgibJJl5DNsVTn7aA+lZkx/EhvDlBxn/+poJSjBSApGp1i7m9A8TTtUKmznVrgirz46qLa6YmVPZm3BsT8jQPKo5tXF5wOMyga2DTLt9pqObMIvP6TSbQGBchtqzJQ3BhFj5OcI89z2wSYGBCO6oDIVphPuMB94ErImW+9M2hxentmoYfnuZN+yKdMf2bFf99MUYnZmpOg+XjdfJcTE5HIe2Z8SGGccmPi8WpYabSSB/pW0qsJ9e/PwYZeLQJnCzhgWjfQy/vUwtc0w/EVuWdT2szCG2+oxPsxHTnCa7IJoJFLy7UmCbH6puWOe9KhosmBWG9ISwFg6Ou+8BdMRu8vvFgG4v2HJs//vU4jzsIiQUvfD0iYqh23559UPbsFa1BGOUJqjUHduQ5KdtM0TzmJLhVq4ZtNkvZwlhlB0cCSKNx700P7Td/CGFyAhbU0OndmSUHVDYxkyTHPHpyVbGCmxXxL+QydV/eUZlEhXL3fSVvZkjsMmMpdMzPH3JzOhov1xH5qWy/7c4HuwmOM7TpEV2bCLzYvEpvOIgDGJaG4E5T0lSBrE5up6nwTrP18wMYmtqJ6mjgpOpRcf2t2R3Z3lv2rMEHq12PxPCAj2+0v5Z9d9o80rV6Nx9odz9/OY0qcfTx4iSeeaETdBPaUHGCPvtesOIBYx8BbZHKGkYJiK7ihZbjAam3ZCwne26iI/x2jPrFGFbKCW/2obtkrDOFF4+hPKCm/hgnWnYxiKP8PAmZ636oCvHh3mTkyYgGwvsPdbUxquJTErCHV0e2CbmFsewJ3xomcnbZj89++mZ0qo5sKk46X+w/Sq/Yw1BecVBUMeaH3kn7KezoOzEldmWC+yLc2GbDsZ0bJJoDMem9Nr96T40SYHtIUrx4W4XhHVm1/Cz4rOmJyvrSaP2Y7NGIp5bG3p1RZbN6smDfV3LhVICEwsojk0fJpZVhjth2xbYpqvANifG4zcQlCz7wew9+CtGmN7OZAivS3uIwivZoBNYChVsD4b9dIbhYUNbX5e/7BNtU/iRhm2ItSHXsc2hLajJGL9jbHPZKFaEbcZOElbgqkCScE4em+HuTQK0wjY6+lVlDVN53aDNrqpfVoLwNqM0x4iH4dge8cXS0bBdhCXdAWZd6AcZhEKLY1Mgs/pvNEWWb2x3VyPXQG3XpuUF17KxXerYLrzWOVwd++lM4IP9YXsakmObY1nxDobeXrSe4fci6rOwvaRVunlo401yehD8ny6QwegyP0hB9RfHdq6JxeNAs9uL2hzb4KHQ72D3DZS4c0T+hewsc2B7WScrR/vT1MzUA6LvMK3mXzfuvQv+ZdNGx0A0z6yAg/7hGv6r171HAbWLkfz3LaZSfTijEgsjH3/a+F4D2xPUeAn48966sL/tpmRWjvxp45PkwmAbsGmeGZoXfI9isDIgHueY4WQ5HvbTeaP5h+PysWVoCZB42vUPY+ti2LCfiGc4thNXdMwwmhc9yPEymwqBYwMPfG9dGDaZWIf/nGnjeA9sb/qMg6x778Kw6TtUtPDgexzbMRKLRPvTvmRqYBg27tvqWFewsNfgexeGWRgiCIdvduotNWxitOqlMUF9712AbYgirg+2qagF5pXwQ9fJ6OfUbnVe/uF2b2kYNo3QUI/8sMvFyGAjgYFLdJQyJJwH+/12YW/sg5xRO/08/SeaiPHNsEFIcaw4xrp3NAzbe5RYPOraIOEd2yi+WCYO4mfZhwuwTawM++B7R2N0lpoED8G2XtRkYNROtMWHy72jYdhOr7N6BCMNs2P7s6HwuJC2OvNv7AqLJ/90u7c0DBOFWX7sbgtoicoxEITaNOay16rVtOjSdqlobHQYNpl4sUzkbtgjd2OTJdrE1N2IHQ3DpnlW9d9os7RvXRg2NcplYmYuHs4YaAf7mub43uYYkyvZ9UI29l5cZBu28aLHp8u90QG2C4KyAtsiRuuzgdpH7gm3i8wAx/YStuyfbvdGh2G7u8gVsM2e2ceihR68mp83L4e/7OCpWI5w7H8Mtlr9hjUWN0uBX6OVAJQfesU+x2BeXYN1ot2jyxYDPY6soHMRthfM9x3BNnZrQuEZiv2PeSET/QUz6dBtGJuOs+nz+HS5NzrAdkVSYPb4quNGjH8Is+OsOcwwswXTN/je/zA82PFbwp2/dGyFaqYfwwRl0x0T1Q5JYJ9iJ0EZthuEp62nV2DEGVLO8Lq3PwzbSN40MJhcse/TfGB4NImvrOdWCVGOTbVP/3SK/Y9JQEVLSWi5dzrANhgMx9KDun6ZG+J3fTCr+04HuF2XBlaTyPfeBXghNoTXvUth2CQHUijzPN8bD2AT0VId9uDeOwxTM0zXQ2wP7r1pAK6MKsK2mvOdb7ANUpp6p2LDCnAZtkVKj69c9zbA1HzU9EYiHyPeD7Z3AlXJgxsRfKOmvXRV7Qm9Q/VQ0xnV8bij8mBPttIDWn3nzGjTToLwuqPv4GaSzS7fRJ1FmB1sN4xPGy534NywyU4lhvAk3hHyqU1SZagYnnfYezItXlop8szd8W3hrnQJsMmKFKdti6jFgDtd/sw4wXnZargL1ztkDbbxsTjuEYWGTm2oQOcdbp5MrZfU7VRWkceVwd2e6CKcrzRqfKO9Bo1HRw9ARJAnMsAeFz9IvUPFYHty9CMJOEbwdypuKC3MSd1h3sl+06UZnE/cgVuwiYDkON8RWv62l4zV/Swe+YyD2EcU3J9Fqyst6MDdZnP/dL/jrvxLe290hwktukaGVk9qnCYf7pgpeCVta07mwoiC8jVFAe6JeohoJ9QeHqIdhhsPa1DewiLa77DmZJN5zOwfnncEc/oms24N4cIIVfIDrqTYw2zab8hxnbqdiH4LQiECjWBSzKpwv0OHYBtIih97XL6kNmpLRcVXjM47cgi2x4LV1bShP2KBXDHpB9F8B/3ApHIV4XqH8cA2ohF9nBIEHq8zvJiTu/C8Q3BTQuaa/mkiCCvOz5ROQpzOwSrUVRR3yfQSI/9kYy6iamD2AYtwvcNnhpOt9JPjfkfEwKYU9eox9UfoC+xyZBIgqHFFoHMw+4LvGJeeC62djeaIZQHtpS5O6x2dmkScq3ZuJov4iENN7V4WPe6Tfd7nIKhAZt/JPlQEi6aimUM3XVs+rcdvIdzNfAC+g0Vgu+dM7JOtJVcSPJ9kU/mh+x3oAXdFoo3OO3LDY3sNvRtLkbt4cEi2WdpcNZzvqAvYRhFWc4vQXc7XfZDlR6h3bGUSRCnKPTLc7yAKeDSFUQ3POy7Ca8JeIpgdnAh1gEkPqML5jmlMMgg85m+43lEKcPL0isVa7Zo1jm3PunTEIufH9TvULiNzqdF1Bx54MYk388NZlUUoAWw/ER2xmOMiZjAJ16YUuN1RALC9MssPMu71vnBT6gE42a+cgZepjiK87pU9Y4ENKDx8qyBHfa0OHou1Nbjci/LJPvSlOMpi9Il1Npj9+i487gU1eE0/wcI0kuIbq80crJIXWSuBbCpj2lj2itxLYbC9LsNxuVe9hpuNzyycFw9hrGPBI7OSBI97wcrwlao29hbJobEE1aimRf1qTDcefp/KAlU+oeF0LzXBJLJM4XKvKRkC7X1hGbs4p1glgmdO8elxLwcZGnO9ELGG173CA/euoWyhhJ8HhJeHUKzRTP5vnN+ycyKEskjLikUbuCkhBdzuZRh4SZ2Dx73gYjC2qWc5XvcSCmwvICJxITRjVWTYXiqlHizSU2P5M5UHwPJG2NNXHNuEzui+yMCKlQ4j/aUJETzuJQ3Y5j7dMvZDYpECZvLhIMTFYtlhmDAEumWxFoqhBeW/9NqZoHxWDKL+jIBzb/FjTGb6wzCVTOTvrs84jO2G17MGYCOq+dU2QfnIemL0BDuEy6PfDY/JUhfcxnMMmzv9qTRFWYiGBmajfzh+hLph0x7ZP70eRU5WSyVvoFzskt+KnJtqT67j8ihyJbvY5RFujyInk4JllPB4FDnzp71PQ5iykPv+Tpt+bKgEr0eoK52f7GBT4ARPQ5Erj6/pIOnf8ihyMmbY+BVujyIfyBISF8HjVuTsLdhr43Q9knwonaTxjZmcmRYftqua9WEbQB+hzk6EklbA5ZHkNr2jq4HtEeSD7S5+LXg8gnwQiyc/tVymJx9Bbg95YRdJOD+CfPAWXrozJA6izgOPRtwbXB+dzh7HYPgE90eQE1hevGLg+QjyQaS6QZXJdMXp8X5XwfzI8cFaavYsXJULFdQmqKCPSCdyMXRnCZXcYhxRo5xp8HzEOLuaJtf4JY1VaYhx3mJ7YZJwfsQ4Wyo2RAzh+ohx8oo6O5JgW2h6wBpMoo1/uj8a3bDJtT6F5yPGCaIk4or23+SVp/tSL+Sa43yL8cnqiNRnaH3EOGKsk0gJ7o8YR4zxAAuPeq+f2MSZ7GWB5yPSJzPD0PPENtktx1n9kt4lnB85PinCsVMRro8cn2yJM0uD+yPHp2IXcZD5yHGFhOzZEUbltPh0YXORM9EvC5XOgjuT0wHOjx5n34jKAeF663H7s3e9uaRG3XJ8ojOWHihKZW45btjeGb127OfccpxdJkU0hO2KxS/XwjqJ5kekTy48twlcHzWOmm2zOO6PGicj1tTiEp6PGjdsksQe85LYL7nVOGlcVLFB7e2+cnyYlJTmH86PRicWpncCXB81zsZII80E3G85rm1y5lXofOQ408Vin7RQrvbIcTJzE6kc4PzI8cXAt+LTNd0D9lLeAvcA/Kh0tsZU3gLujxy3qcieOe4uhW63HGdnfpFPWqh1e+T44uWcYwrnR48v0r4n71IitnHr8cVHpn5kJr8yxgB23ZgJhfsj08lK64h68HwkOYWD9o1gluy3JF9K70yO8yPJiRpm1o7g+kjyxaZkZUhMrDlvSU6Bhs0tTdh0xLp/vF0n5DR4PkodPNiqsv+lqewQXJSuFGI80PJIcjApRcLtkeSLaA574uDxSHIwm5LC65HkRDvzpTtp+vGR5OC2dLmb9ipXuvHy55JN2Ft7ox4K6eXg8WhvcK8670amUGhvMBOdYaTarb2XctvyFC73L+RNXkLtUdngeelZ7RSJhMomLMbPFV6Pyla0bOnFYw6+VTZYQS9weVS2jl3WEG6PngaX5HQ8cppfwhAgvB45DU4sKQvVfo+c1jVlZQguj5zmxihkDW7lvblNOy3Q8ehmPQqkW4DXo5t5bmpHnyTqYm/dvD18KjaKyQ1sE3lx/MhpnuCk6SDp0Qo5zfbzRSgWPB45Tbr9VfV2LFJv6n3Lqk3FnHc24ffoZl4ae9ybcHl082IUq81xe3QzOLH1AR7tGQJI30z+4fUIZ7DN63ba2QTeo5AXKzQC8+DyKGQwQzYFiI8+5k1fvLDg8ehjcOc9Aa/xHqEUkjBKJmR8C2GNFqiOTILirYOpVZgEP8Dt0cFgpW6Dx3iH1crZA9ejgoHsxRgmRHirYPBFLSa4PHKXDCb2EIXbI3fBdkQ/yHjkLrhVhndKGh+5C7Zli713Kmt8ng/Wn4zumSjNLXcXEVmJ1UyS+S1swZQGCo9H2IILVRrg9Uhb8EWSXaH68ZG2hL+RicL1kbbghoAD90fagkthQKQS8tGwiqGzoWOXxUTWrWE16rMvA86PhlUVeRGs6RkUCrWqfoT+aFjDNgCiLaiWfNQquFP0YYu/f69HroJNqDvOj1xVRoKEUkZs33IV3NiqBvdHroI1DILnI1cXtT56damsfHQp2B6mJJwfXcpLP/1GorBuXQouVRd7stN2D/k2VBGKhM5Hl4Jz0dVbnh19/3YS3qpwfgQo+S6LfUNwfQQoODddQFNQjwBl9rZFgB9kPgKUos5O7K1QpvkIUCTAZMoG50eAvsqgUD64xj3sZ1vzTv90fQQomOdIuD8CVKqDjTTwrI8CyOyN268pJqEeBbpQrozT4PwoUDD5nsL1UaBcnkppM7g/WhP5sxi+wfPRmmB7s+wpoRTz0ZrEQicVMuD8aM2lMnrGfWouH63pGfyIXmouH1Wp8lRyGsHzUZXLIyAcu2i1EaedSJYrovlRleDa9GuI/b+qMq2U49N9U5V21qRZgucmHxO1iRyEpOZNPrLMzsL5kI9Vp6dw7yMfTaTGIfqmHhPJ8n6IualH0nMvLghlLK9MTH0l3YOm8stbJtpSvfuH66YSydRtjvumElNX4lJRTeOrEpNddl0QJR4/KtEWlRevNTWNmxy00YNbDW6vHEwmI1gpFsIsrxxMqNEmvDY5aDPp1E83+bPJQebP7LhscjCRAZuE2yYHKa1CMVB4uMlBu//SUEVZYo8cTAWVZQMH3hqPGmRVrjePxeGrBu1KU2wIbpsaZDWSRe95xi45ad2gtYlBJa5y/fk3rxi0Ua2hEQtj0isGkz0/rL0LKugVg+RoZdGxacFrFUqkwWvTghe5FvaNqgt8xaBNg2xRgMsmBu2JJhcQ3DYxeHXyuoXHJgavNu0dFV6vGLTxsCNxKOrbxOBF8nAWLpsYvNdsYHvC7p+uiddx2zQi+bZx7LGJwYsSzyG8NjFo07QmMar6NjFoD6+uiImfRwtO9piZocDt0YLsgDPxC49HC04lNvF8qE7v1oIU/kxeqkKh3q0Fp2KNzBwU5D1aUIvbxqBguD1aUCFSzYOVLb5bC4IJFQuvRw2SST6KLhT1pbcaBNvirAuX8R7Dll7VP9weNTgVpmYZQYndIwenUvAuP8Z65ODULiA/hvrNWw2Sljq1JKea7tGD4MbzTtXcIwehmZoS8HjkIPjK3Q+9Hjmo2AAhmUJ53CMHwU2ytJKHcstBsLJ0wO2Wg9CLIiboeOSgYV7NLrweOQhWkk6h5O2Rg2AbC7pweeQg+CLDBtweOTi1mcAwRBXbIwenslUZ+SpRtFsOgu1dnsL5kYNg0uyh9VGDpAaPzCqxUod3q0FwzcvxvPUg1JZKHENxk9CDxGGGQhdelxZ6UHmrNfmn66MHwddo/un+6EE2QzuZV+D56EGwNqyKSs1uPWjYHlt+Y6MY+daDYH9WVVR268EpRcFbQ1HZowcVL6vLPz0fPUi0aVAoWKgee+OUpB8OwbyFKW0pknV6ifXRE6a0w5HYBO5bPHLaaEF0gYqwLR45Kdvn9CioeuORtjxuzJkU/2/xyFl5T4XrFo8kCzcO0rd4JGkwrNqa0kaewOMkgMD1o2rpDTzaZdI6UVVeT+DR7ovEdyPt4Y082pkq/KbK+DfyOEOuUs61RR7t1k3GWyq3thjjsmcxO85bjNFehMlrQz36FmNcuEWI9i3ESNKhbi9FN2+IkdRBtBnVWFswcRFUX8J5CyauoopPcN2Cibaw0m1vOCa9wUSTC7oHFGvfsg/ciZJTXfWoPlXoZKf5EX1QfHmE6yP6NGQrCG24z3eOGCYtnM5H9DF1JExLbLazWbi8k4RdJkYRyqU21WdjRGMUoVxqU30XVbn+6b6pvkup/8Jzk333JNuULzHmEy+tUluqKn7VIPnieuCJl79q8CI7eAjXTQ1evHlVuG9q8PJ8LPDa1KCNwnyWvzYxSNbQEC67GLRP6KoS1tnEYO6SjlTR7mKQsOMUXocYtBfFvpLypV0MVhZowmUXgwSIu3Db1SCl+El47GoQy4clvHY1aM8+CwYKle5faKfMPEM10i4H7d7pAOn1xpHSL9rA6+k1wREeZB6B1yYHbcWBiDG59vrXCGP5IVw2PUjqIzeXEqNND1I/dvlBxqYH7TTw9gCvTQ8id1lzUEu06UGTLbqPVD6+ejD7Y+OVRI8czJhEVeGxycHcFBCiZGiTfUQGdUHqa7SiVXNS3JfaoE323YtpMNmYNyZTtgq3TQ2yHxUHGVtokIwI5npqg7bQIIOTHpD2GpxMt0EimEPh3hYatAGc2gtwe0ODdqMzqxmqgLbQoGl9Bk+qfbbIIOnnfF9/7UNEJ/mu4LKFBovPrxS6bZFBU0f3h8cbGSyraHFHVc8WGSwkn/JLxmvPMQl5JRKBwGUPDZrUR/VRMraHBhMZOMJjDw4S7k3Caw8OIko47fk6XYBzIbcHXPbgIPLOcduDg7bUIvjR5+tGIbyYLMBrCw7apLq45+t1kgDbhIgQUY3NFhzsSkQFtz04aA+ibu56/R6m53AxPFGBtAUHbT7XiYzrtWqYDGwcXbhuwcHG5Oi4b8HBO0QOXlr2O0bDdOG5xQxNvXVGF0pntphh62ylC+c3aog8YRqkDGeLGtpAduO+RQ0bexZNeG5Rw86+MDi/5gTCvvOgEpg3amgHXMtx3aKGlNTznhruW9Sw5/iR+fUEAJdL0RnKXraoIbu/+u3lLekXXlq/j/IU6UOraw6qQLaoIdMMYyKVHVvUEEMhBgzqWLaoYafWcgjnLWrYuw5R3yp4QTt0Eu5bzJD90OlHnlvMkPwpntbR3mJ1sMLGwnkLDtqL33nbVZryBgdJ40H3UZnwBgfHRXWI6NyCg3bpSI8uVBVswcFBktsQzltw0HQBrn3gugUHB26ffpC+BQcxmtMN62+xNbiTQGcY8xFlmTgeNhIG3mKGtnRputjjrZ+eOM1e2GqA6xYzZKxhqUNZyRYztEkiIR69rOQO901ixRxjvmXLU7HdrvObb4Gy8Lz0nM235BhM0LUI9y1mSJVz90/PLWZo15rq9zLWUwE85f7KLDbWW+krSv25cN1ihrY+kyIf663GFa5DP3G9dbfCTAn/FGo/NvVof14MrSryeNUjq00OYrhuMnGhQYdw32QiBlo8O6TWbzKRRTK3Zqa3JlXYTjYLl1cmLvLIp2jbdCKqB11PfcamExcp1kV4bToRuc9Z57e2U3Q1nV5+qzjBbKVW4bbJROUfZOGxycSFK4Ife20ycREx4djlLZMkJfdS/iv4qYcEJ9+UANv/vt2fJqxRhDUng+z3IRiUCx7qEdyUwEQG9i0eoT0r1Ew+9C0ewQjGLvzUGypd+FKcWBnHIR6Fp6Y8pQCHeATbO6pfUt/iv0XtrEZmsmBv7SiKsaLwU7YHJsjehJ9KPOGRdKXbU1wHZfPJ6VNFJ9wlt8iIvMXjkvGZ363+VsAJV78i/a1pE57aR1WmX6hHMLtMjp96NOGh+BZZcLdMBDdKmaFPLZlox70F/FSHge0qxDGeei/hQaoF+K7sgg6ZcBRSn26VCJ5+redbkyW6ClMpaUG3TATbhZz+6adwimRwUwPMBVq5hk5csgJqxDS11HiOkW08bE6fmidwJS1d+CluAlOXu4RtfmrjPrSNxsy7GtFDPiorffnlW2/NE1nplMzbLdBVCPkI5u1y/NQ86W9EqPBT80QaO4XgTfgpbgIvZlnhp7hJ2PeFwTaw3W9Nu5QN9vtpWwTimvF7bMK8jJ/82ckrdkyQgrfm5wQ1Cga2nyZptYiZD6XnHb8SY6JO/rvwpXF8kSuQlVR4XKhEKITqoaLXfiVNyKTTD7v2v1eb2md7IaewaQDPHgSzUPy5Y7IUSnF7Gb30MKjSzQfm/WHI2n4jvqBlRY8XD0chH1v2B0ouQUqj2J8+gmWXZL0vlpM/TzjpsbT6eYJJn7KpO3C93MNmsVE4dc+P1yBTdKtEXqXBMaKAi4Iy9fddKvJ3ivexYjOYHJuK9CFxfyELSQnUGxelIo64i3ItV/zoeKmLam+av5C2pvD5hGR/W1/EePEMDErB0vbbVFzZlfrSevkq9WdwYb18zebYbk1KN+6XgsLHCMV6+WM8q+RsaP2tjNyeW3za4+vnkIi7ZJc2A2MYNxzjctF/hlVCf0shFFKiVyhhiga0KDuHZvnqZD8EidwSfYsSC37Lz/DOOryl5MegBExLqNU8Aaf9zBFerk2YTcn0Y6Q4dseP+HeioQzLBgufw/D0WfGV7O3P+TNbdR4ohRKY2uwbfWzRlqrE6j7jdcIR2gc4pkeSzGzZEThTU+YYu4D8M8XK0xFNB6bgRhJWRQqmIubPPE02SNZ+kwpkwhaZ2gV7XNb6meup8Gp+a2S86A5qlDSYMotPv4KBbG+PvlFeZFra5cVQNsuqP6qD5Otr3Bplthnf2JWy8aNcBhtHXU8fDlQzvo/Qauk/4oeXijwJl0qmEaQQwXbRUv9RUCT1TiXhH3JLxWPF5ZZdc/ekXOT3Fkr0X7nGzrD9K5drtiboEv9ryph3rR8ZSKptu+K4mRh2HJe9nDjlV0sSxBjacFF558rSqdRPXDF1b4J0Le1AFBe7JH2X+LQNU3hlH6p2aT3R9Phm9iOXv1+EES5lsu3SmLoKu6a6SsQXwwYP3JQXucvr5Tp63WKcGxfYZHzJp0ZPVGFQU9xORQ+3ZYGCylO5uU3LaXi9Lm267AsDcRKqfdHR2fK5j99t1THKub4Qt6urQQoPP3vO78/Pkq5+LFKgNnJppT2TKpGTnyUtBXqJNc2z1Emq6FABNSsj+c3m4PI+a/8cKyZ4zdK46AobNNpNh3qxHMsuePfiNngjun0f3fClkWNbvcFttL2qr9OexZ54om7TOU69/quILeeUfLn3rBnFm5a94nan0v35UlROdCw9xe0aX76ANTE0b9yoNVvnAhbeK+ZCzq+S1v21djO1d7Gvg+E2gDVf8BZK+4NiWVB/FtP2K2W32v3jpnzmeLiMS44VORifnOTLeq5qL8Gru4Yf63p4xw3CYwn2L8u8D08+ZUtneACOgxQaaI8miLeqRAa4PSpxjdmTk5XfEZQQR9/5cTKWjCN4HuoWcsQ24EVGls7t5q77+JSC5nFESMDkADsdk52AwDxPiLI9zAKnyoRFHD4INjrHraLSUxXdR7QmXSrTTMOjOIX4+QrOCc9+Bn3gxa5yfO9FQe64uQ2sM5+xI7g9FkpPG+obUfv9vY1dvHFGpuD2vFZFlbZAlrhdZcY6eViYfrw/j1tB6mc8LFFWIxMQ4VTdwwucGRHTGVUTZwnuPNlwnWpwvBKvn+AcvJGmWxTLM7VY43J2GVRd44zxwQdtYqq4PTtj3qc5le++xQkTlThsxnVhk8S+PhJXTPCMNsLtZUZJKDg5wshcfMpq9whawivJfneMc7Z6H79dtiodZ+wTTrAgjzNUKl5148QzD1LwVSLovUVcxafq8+Gk3vthpvYBGQT3uC08E5qs4qWrKYhzbKznT/AXbhO6Mn8w8Cn3e06rkJnmTwgZbv9y6c0qMg687q+1KVq7TnskGo47GVsQBK5nzvG1SnxSQdge0IYntQFS9LvVGi9i5GseQXGofng6Q+jidomvm/ce12bJ+rn3MxIvzil7mJ8eHbMFnzx/5QzowxdNEzz+T5Mdfw0pRGJ0nOe+ANwWZlfzjYFGOkcLbj/Fg63b9gK8hsLGYoteSTV483DmvkkBZlBofhibrdy2CM7OYurnXkdS+RKdG86tEXG2H5M4Zv795hTYrXzusCTqnejrlc4NGThth3TP3+0bYQoh/TAYQOTn47P51LRtAsEzU4dvJT17RnBs04rvUz07T+J2F/VIUc1l2qsEJ6EeLblvYInPrIKpfb8L3ric+dweg3dUkG+bkele78tgD5JGqX2XDY7l+Dz35ISpUMjnFh58Nt9R3zb8hLuXdXXN/zHkJ+2vL6aCbdswUfpll1Db4dsmo/ioODsce5JwO9TszmmH4qNaimzEc2cTnE2vt3FuhIqbXFzl3DeFm5zUBinp9eN+8PO/Ibz2zVewjc8adPa9WngjzWKeW7viq2p9uu8EO7eBzHdxbfl39Zvb3zl2n58NZfjACLEc289ge3lUH7xvVovbg5z9441GGjdmb+Jnxxtu77gCd/sGeaI2zm4/EmvfThefpmiaOPGmuIUsspqCQfumvLi9ebUfW/hgxihWEPuGP5yVco78AHsSXDnCbei65pk3AK/Jo6t7moH41NbjnpQAlvnMTw6DuE2euocsqO+xl+I+Zpd5ZkjAaRKUyplQIT5V+LSnX4ApqmDWxjLaRvx2X0xSzMaZwwFepNS0M+XD9AtVw9pa2/JDhGk7l4Rtyr5iKKoob60l9ywTuI2qNf8kpcBtUlAhwZ7DIm4PbCTImLBwOanqREU1jkwY8eGBjz1xBl4JBo8zzwZu96eln7Qc8Xp5hktSzeu4T59N8quf2T3io5QzFQg6NNqemUPi7FM6t/tUx30RprvdPMlHYrhXjjNPCW7DSlUaz5bWZO8B07en7Fxo4uKKAF6bv5pbdhTcJlSppT2ZSnxlz5DYcq/g2Bkr/3JL1XLONkZwRe+cF0yjzoQvMJbGtZ35YeIcJZ3pZElFoMSPwabh7qmB0J+6fh5JaXD8jSM7zubole7DL/WWOTLbhG12Wp7whi1nPDaYcFx+lhRKl+UyivaOkzojcWp0fZVA7Wgv2k3f8+mSike7SgfgFO+u4DYgzOXZepgDuWKnfJQGdeVM14Ozim9+fOJcMaLhklCVqqBOIDZO35/v9rua5/dhZx/DOl4EMrk+sgThBN4v/132s1JcNs1ociPAhZ3C5hIcY+1cziRE8dy1s95kFDBiqJt4ULMQweOdMqgReKyuVc6e+QjX39k5gRk/fUoafGTcEyjhVLFEvqUNXGXcnB4d+rlbHqY4kZ/gNDFrwe2FkIrd0znFTSV1P//cMMELPm3KjPN/skLFeZYiW9TmXf9d1Kvm5gmgBM5ljRQcS855Jp3CTVRovw6n/5R8cZgvZWrVM3MV3InsOqZoxpfy8BFJu1v+K5wVmxKCu4p075NcPADrzKJNNN1cMQB0ZUa6cqHzJgb488zFhZd6eTYuhQE5NHVWE8H1m9ELZ5tteLYweyV+kY3TsKFEXvDwVjwpy/hEJfXidFAMTmFa/skjhhcisnEcm7nWzU3bVqZP8dL9laNqdo078bi35TFzm/cJCMhqQLz2uJqFlf9VA18prgLx5TaXJztj6uuCjBpZeq3G6dhSwQVcrmrpt+I47ECk4DZdEB1wnu/TwQdWyxhxbtfNB8/1Cl6SLyEoiZ3xpWnetxy7ElmBF3XVWpc/97mp33Ec/M7UBtvspqob8rrtOYvvbMqiSz/53vA2qoIle3o4vCu+dmaTwwe6zrPMxyhr3J8fNt3pOFtSOpxtB33vlsIOX81tUPaMd+e1Rsp7VlxJnFiP14rvifNJHU7TLD959uJ4ODq3V+Py6Z9iX8IM60zXh5syUUHmnt0Px2K75qMWQLjKRgea5v2dDTOFfpYTJFUNV+107tUH4qYBu1cl2BlePiLnLnc0BNBexACfLGHPkgfhJS13VEjAl12A5JUTJlLay5f8cI9Ci0S58tTi46jLgFMGFZxtwnhrmRCZd/45yjvgdHZaXiTyVIPA7TaoCGgvHkkqfJbTI9wuVItHc9ztW/YKFLAku5exPPUq8I7vbPnnKG8Jjo1v8KvfX6uN0PzPUSWT1K/WCxj3ohpxsraWeNLMEZyuocv5U5uTKMUu+A0elTxgzJJVcbcV/ojXS+t+2rqyc1uCZwx5ylk/BC9s0rWz3Eh8ZgWBq1p5he6l1jvJAfWoWoLbEk9D/lbjJEz51joropJqw+WgDW/2vD9fy7ZzW2dhFZxlvS7DVoYFJ4UgR9UWW60PZ51ez2ou+DJB9Fv8lSg/VwvKs1YMbnqx3jy1eNa8ipcAwl5xBicEjIjbC9TgBfeVGfVsvZfx8KbN0r3ODc6aZs6zLC6p/3D1IrW3iE540SenqPPcTPU+eRtL5U+0V+LBmfVGPwv34LwHs591fsnr5y9d/LC4vj+/1JLvqBZMRf3P8Gg+igvFp24E3FaB3tkFTjSmzbNEEW6LTuygj4pGePHhcS9/FMZHujonADpuvtSp8KiihNtyREHavegSTjfV6Z+vV41VWVGfBKW8bqWbYLaPmQn2Qk+4TWvajdnrQuF0CWSmoYGjTFxv7jrvKC9N6vWcZfKzV6MmmQbUPFcUr9qQkh8+zopWYKKpcz3qX5M6QzfNVnu1rLg9T9WraO058MZacPajyk/RLbwWtSU6anThNvCqOmwv6RUvxBid2y3O92nyU8dPYTDcnqfW0llHLG5PVPWyY7uso95cu1/rLEeGL2/wfFQvJ9wQLq8j2mugxTHwauJ0JKk3Xn2sn0pqeLorOt+66yRTBZPhw6u0R3TZFSdMM8/qbXghmt3OYm+4SZeR+lkbDseQe/lxslwfb85gWs8S8yTbBk9w2yvS4UOO66pfL2PM/uCp6NBe1w6frEDSWQWf1Ft7lN+iefFFQwtxrBh8yMcXorp51F57D7fZSFUze6k+PJvEKumt6nemfvFidjCf3QphP9oNnr4AcFqTpnnaCIjPrKgOrgMzxxZq8fywtU43Ani3iZoxZ/cugNt0rzjhbnUgnuleLm53Yabn8+xZ/DgmwG1oUYhsN1iAI110beSOX+p9PksN0w6bhoQRhh29p9PVAY4rPUPdbgIBJx2W95bG1nisz5vTsjsfVhLg0j1NbjeegBOWSs6VXZIe7rX7u38FnLFj/thdJDUnD9OHzR1DfA1tm9M2fC5vZAofuIz302QDbqcm0bFbcsDZhLzq6eDh3O5c8JHuzysOh/DdfUCS2p+7Z+RuGyJOy5QmrsaPN8/JQwW7+Qi8uJXFa1QCxD7419ZEHD+G4dzGrvl8fi0FaXd3FDjuSmudZipwpqjun29UIt/Hp45c93bzZIEz46NcdgsX+LQrrCf8NXwB223Qc6xhoN4fRgr/eMYkHoreFbndLWbgifZnfpR6d1MX78oo3I1qkhq7NxV77L42cHs1r3a64AgTtyoyzcFE15eShTVaVfLqbqYDJwArX5XNewfei0IMh1WP86UEIbiNPzGRE0BUS53D8Sepd3yWTd5uECROF6kuOyFSXPv9vSsN+dxtNkOpKEOAR/QwJUoaILoCZ7uHkXhWTFz8Uh9z5/lSD4bDIUmc+qB+GirBaRrGHIx+RBblm8+luOLuywSnTdsqp40TvLErO07XJ3h3Q304bizz/t4+iobG3TwKTmLSrKfXFHzSszy7NZX93Ov+XltXKG68W1bBsSORp9ZrcJVsWrBbVAM/dljiq8s4kCVVSVe6P5/smqd6umrB2WpkNtxNuOB2ylpZ7J5dzpc7uJFkmVu6v5c6avnAbdZfcJNhGIQeTmHiUy1eZCwm2eBYMaR1+o3B6fpZ8mlPBp+4pI3TzUzcnioeTsISA3PJ4LiVMoTvpmjirJJOCzUTOUQE4ygm9q9QOhS1Jxls7C5scJONyhHYTdvgNrAqtLB7vMFLwmBZ3Cbb1u7Pm/6Zo59WcXCcQFs6neXgNpFdy43oclYdZPBeVL+3G9TBO0bG7fSzg4+WVea929+Js0Pkn6cd5XN8W2VUAqa7ix5c7abLabqXKgVM7hexWfQ5JuvasQ3z6/643XOF/nejPzglFeu0BRS2RyrsAru6aQQv6L11ugvCGbrXPM0I4fY6r7lO70JxMhODV+VeOWdh8uOAKEx+fjrtEuGje2pizgqvlofb4plpe3ddhE9Spdpp0gjHsLuP09LRxgSZ4l5+Ppij+gAMH56ztBlDgpM917LK22wk4ZLS/nFb+nv2sjj5TvN0o0xybVIq62FdCccMrM3T6VLcnqnLrS4ZlePnJrl46vJshplwG12y7vprrwlm6bDGacbpnPSE4OV+SJKXdfbT0xO+MNpfpwWouD1Ul/OLvEP/WSzV3C5gdxKFJ/uxvZ3Go3CSaZHEu0+peFY5BBjz+6B4M6xxmp2KryXnl90yFV5pTOR2rDShSve3Vnbh+um8CscmXubLm1ErnNAuN3ezdQXbNCgLI7bj7Gpf9+F5ruNrH3NY+CQpqp5eskmL/iobI7YH7R8+F2exK5FOS9pUUXRJm167g21STKGpAHn3uxWnCKiLVzpPzeC5aQ7aXXPB9BO8+mmyC680E0qnJ29wLXfEsfkObtPLkBnuZu0Lp5lRHqcTsLjNTo7J82n31w7CW+v1EobhEV/SaTsMZ5nBfLW7FIvnpl3jRBXK8NIze1CZjjRI7WbHcNojlH56IycPLdE+UVbK7IrVm3MLx2mxDLdlhqred0dmeDGVxeuzGzjDa2LqEyfDZdzHR2ePdfpAJ0XMvPhjt42Gk5bA60y+hj1u1/27uku0w30azhg46+FVDZ5KnDmdrcVXlxhU7oscqp0vE8hznr7ZdlnJjFgjnzbb8ET7nBWu3LgN35wxtp1u3XCSga51mnvD7fFF+xxe4OJTewhkWdFw48aVUN48HcXhjGP6uZsvObwz47bTxlyc3ihuQW5P7sz36bM8L6cZOnheXjqwWacL27UsjgdZWQ+3azPmacAOx9kil9Ov3SZeWhv5xdxc3+H2SLnNdJIfe70/b4+FIqO7eTw8E9+ap9c83FQ8qys4K7R4GKIFSjsc68G1S0vt9vZgGopqLNrc8MVXV3EYGas2XY37bNg1av202ofbSWqZtTvzw/3+uI//nZsDru5Ou/v7wxd1uvNsB5AqrRWuGcd5ugeIs7/ufQIS2cs5ODYbaqjw8/lCw7fi/L5VjM65lvT3Wxvb5f6tdUWBJnxgEfJ78qw0kmpUrqUeLa7yK1mQJiH+XBsWR0WvM1nE6X6Mp/ruygT/uMTkrRCa8FtiB4lBh/YNSnA876BmRr9PhQyjFLTTpij9PgfsJHltLpnFHcvj4HT4Dv4+TTh3NcWGePjGjIkZ+6pLiRjns8oG0EzxTJrAv7UtGz1TFU/nMy+79Ct6INh89xymKW3i95VCwhRtlfAK5keksTXYVIV8vpqk8vZovECuvz80bDDiVV5/3nA2Kuke45+fakVwc5L6fwYQ9jtxtI7xxp4PXxw2BLv28I5hyLBNf6qc0mh2DVek4lPK8xjlGv2vR45GC++oCO9KXxJf6tcHV0q11iHH6NqUji2PJEbjRK5jcJyuWv8ZvOF2kZMfhxzTG9tSKUUThncOgJta0kUmZI15eHBqWNbvXGIcu+/sc1J5RB2b6LamSu1nrtKmuxufeDqpd7uGF+Ju/WfOY1M/S4iqWQRJtffxaSzcfudUcgPswRjOFy0D7+MMwqXznJqbd1HLjnEDibur5tbpZ35vKMMSx6iPolMOhPaLDvXQaBqproLwjtX/fRSyUepPNwo41ZChKibdM+fNCQynH5VDasd0j4ukgG4MOE0qTSp7F0tNparaDyUF0h5AH9PhtMKaP6KrEQe3l8N5u+4IIpyc+/Yj6shwSbQt/RGBzpXOLt6iFq+p3WWv40dkwu0iVz+OHjT/uWTidM1Jh1iF2+OyXB+TFOBrKGX6tDzzJngb9curVj+GrSivhysZNv1oabiNkXrqu6yrxv2dNrZpt+jQ5OSBYR/l4tum4QgrKp/syqHhX81P/plJjeVLkOtSgwHndOjr5WftQNpbaBDFr7qvZMiSI++u/ixByKqj7bUvTSpeejfv3QsVjhUOOXvUcfvXdqblEpzodO4/KyVyBeka58eZtKGawSlNrr6CeldcylHM6nSQqAzsad28tCtpTNtXdI0+x0220olZ9Jr3xxt2GP7xd2HYFBRdGqpJ4GgRIFNKpmc37+tOEj6TfrqWqfZIexQPbhNg/ukzAs+s9GMZbJLvOQ4tPn05+q6ClQ+bZDh7rKYjTzbV4PJUdT6yOjafq3K4DcOx5mcP0cNspAXX6XpjX/PDvUZLnGJTP47bwF++un9jB6Qp2/q1+3FoJu+LpaZuFdoTOWIQTQ1KeN0IWVz3m0KU2xMEjggHudTJN9myEoe6S4iGolJA4oyUkJLNJrE3S6kl8nG7ioE9arYHYsj4Xm7TSdaovZMuLZQhrgS+PZzTOWJ0AiFBwWdgssy9++sZEzKO9czw2JI9KLnexyZzP2JRb8yJrHcCAUs8r6gA6BREFcmNI3RF4jxKPXmoy9ZFfgW60sCUP3qEwDoTvA3+/rWDoTzfvLGU+Qmx9ST3khkROZ76eXPmjXRG6qgeWCrDVmCvRX9s+KLt1vwJBFKdUNbdr6XQHKDevCoIegYUqXIYyoQ+4o9gDL2X8ymTA+c9fL+O+CY8e5Q0KzU832czMTFpP2HSrp04FXCTB4vKdU576qmCryMKSwkIBmJF3ETi8JGIkhG7sK38RHO7NI+W2MarPfWuH7q22LV4PaLC8KWZTlFkGhyM4INARv2JOlMIU5QXDTdl3tt9fKW0tJ/gdWdvPF/LY+zX3fwLnkwMlX7GxinXyd4UjFC6TRu+xOnIm6nMmyPETtmPXc7LQ+/k4Mz7OL11b32yh+o7TQgv7fplGXbkch+HU16/WwGdNq60J/Wtg6r6aed0NEjrZ0uhy3hE2Z9sQTRGqeAFE+b5szVBcRW/ZokjMu7DqIfXT08d+KC6V7jR+3beeFEk+LOB0uloWP1NJEhx72WK97x+9md6V8+Uq/3s58A7YRbn6a5t6NRyeBLjsS9EARs2cX4cu8IjRjtl4Od6bjpBW/FGUuwF49UTHCEfu0vv3lVXhp+/uMiGfMWLqKo85Sofe2Odtonr3jJjwimBizoRHhtsfah+M/s+4EWd+H3wcJw69umoNMRSxLcBy0UyZnDT1v6W79uA1DGSgF/FG/l3fnhKPTzifGwndpbwVxvej2gUGeQ5592cfpx3u5JyS7uW2bcZF43j7+OzTNCd3bc9O/mgXXYrZLZ2vNqD22rQN2H27VOqQu1a+qYt/tK+iaxi0aqimGN3luLSqbVKUaZqiQySvpSx23139tnk7WqtJTdC9oS9NUhwRFfsIT97xZ2gyVCOMXvONoP0+zgYyy3fG3/3oqm8dYujc++6y6RRBs7iw1+2QXBE5V3Hzji4FfXBVB5pjpF9UGriznXHDjt89WiUxELWL6VhWrlqs3LfqKf8uFAc5nxGU0444+hsP4kA8KlkB3HGcv9a7FhWuX4TClQmXZVdR+omcaYWnNYFkffwJiwMJILdKueNEFhge4ZUs3/kPaiY+9I0WeQLV8p9+EE12zzTJ6gVb3Rq82yLFivMQYZIliXskZwxlBqYL08KSTy7LXjya3bkeFDobtcymkCVWX2SoS7e1kol/aSQUEdPCrinhOC/kW6uWp3fVBSv31fPW0+JbP78wWkQmX5SWvAH6EOp9Up9nN7WF061v37tnjIzijKVmveCyvg/t5uX3OI4b+bNKOoqmTxRxySNDwpgUsPLTwLPYF5fUjpHHhDcRGf345D5Gk8ghTVe3HHkE8nLYanVI5w02xQ8V7cb2nOVwGRBV2EcNJ/DVHwE80/K01ChqfIyyTc0Vbvu44zLG74dqVPwruCUUq0oCr2Ps0jxSz+pWRhscPk9ZWsQm+rBU4uHZ0/xwsCjFTVnVZ7gFUv2wabEKPq5ewoZBiHs/Xlfq0Rv7fv43V0Yjkw0mZLMFZloWHvHuEDZtm8mHulsmJ7Y5czObbhaPsZikjKyqq+OdDnMVnL1/CnE0Ow+3RqnjVIbP2l3mLbYT8/Rf4sHbwQn1W6Mn6y+wSSvIA0JeDYuxEPILO/l+Udy4MBvzQswyKmz97nd2AR5aj85hoO0/+5dyVTLlnwixhmH2GD+yWHEYacokc1zHtOMZ1z7pZKxRy4kDj7jano499xJOB53PXIte+gF/IHW1JrpyM0cQ5FNXQZiPaSki1NXMmTBvqd4gu2JnIHLHQobdKRvnqq3Z5AOlYmUaDpmL3qNEWmqY3e0HXszUbFbstlueWYprejnfTq20lC2wpHROtQX5aqeeJvGip3loY4adcyfhNmh3mOevYauYpkcnKQn/dw98RaTKrucmj2GcnzTfXybGRTnPBJ78cDKkSCM3im938cfUfd1JAhjsdU9p5DYCXZbgWkP1T1f+c0znirTVikECWLsS5WbM0j759885kmAQOMNnNfD59ypstJ6/eZD40zGQOHng2FNvb+X1qV566AGszuosHmJ7jQPt0ez/nOma08FAhREKSqm8cWtHNia1iFH1jdGbhhj/WaPi1eJbfEeNwqfuKZOEmcWOrwPH3xllBfhD3zoppdBH9ns+NalS4loyrq6I2FTFqre13BPloc3NUwXH3cozHhG2JefpHv4cvtt+KzD11czqzqtl5+kfiz9ypTdMdzUa745e56z/hQHYBhIivcS7/KVcowGvtpPjQEmhb5cqCp+Gy4ksDQkMaOfFQwYIGIM4D3iLmrxVnB7gVv0d3sLIXBctIupdnXys4mqyUm6fJ9Rf/HWWWDcyDzodRb0Y6n38UnMmuunXgNXyIU4Fbf3N8drYtNal5flWfcx8X6a2sogf+iKICp4uX3GUVYymb6Slp9KH+qxZpcn5pWi59xbnoKzJr4FKcpZUkTy4PTWbj/lL/h2YilRvFymtlgNw8lR/S2jwSz0oo/zT9kN3OTJ9PId020hQo3TNiH9lvXA7TIXL69ZI1JFJ6nfSbpjLw4C473utUR2EyIaNpmONFQcJUY4qxYJSXilmZHfE+08yPT0qF+Cz9Qcdxp8psC21O5R1vSWQeEVa9dYJUay2orZH2vZIdOro8pKRrQD1zCqsq46Y80+VfsqCXpUa+F9m+QRAGc56cG2SbxeIaSj6Mt9ddUXWhkyIxKwJtYBy/sM7jVluPMuYlriXUnbwfXU1Z/aNOPeMprElqvHJIN/MFUc7afyDbth9py9EM8uZJjbYE6MH0X7KaDD4tiu5eWFeNRMxms+1d9IVWJ7IZ4MlMfN6Sieb47eG7+FfpOk4UtOeGSk4Dk8bp41VB/1gmq2ltU6ofquT7zlajSnCtqjHHHi/Ni1gXqUL061tpp6+ynbvo1E1EmoKmv4KINUzyAlp5EyIgP9wK26IcZeY6mOK6r/BKtMLTAL9qilfCs11cSiKsFLmSFzxjgtcy11zzsqPtUegJWMKkcv4k05ODloKvraK0rlxX7JdL0O5Ry4gsAwvXlQ+qhMxcq8ZVU8VYWQYtW+CNlX5WUeha8YpXsz8yqjkbLuw9uCTP2uj/rZhSuaTZNe+Gov8+UrPrmmp98qXEzTZ1Jftqo65u4DrHzTla11FPlikJ4VHoArTHkfpuFj7kXBb7EwFulYa3otssnT5Zp3JRledv/8W4yMTXq6tG9DdggVRfXmTSUxe0kzNulhOUDOiD26rvzh9iprlN4ro5dyFEZUcJuyjrDL8rI93dm98nplZZ5Pr7ymMVOfD189jvNWcGOXTjGiV2S/leDwmdTUDU6lnnMlZSoN46goxzFdS3jnFBK14FS1z/xTmA7He8ML3C8bjDzoJdP0rL7qR+E7run2VXLVuNwUdQafuOKlnwJ6jNObemkqzwSrT+EqS+Waf+rzlzIh3Y5AWWKRu4JHuomUXn7q/Jf8I1UaSEKJKdR1H7/1rkl1twvAPX2mshzbbYuQySIYr1M+3QhW9YRUdyMorLT88NSOkRb/42qAh3ofmuMb0jWFnSEu6i1JcxzuCPil29WM7peUtI/7OMTO+vhxX8AxvWV3R0o457lUWJ4xOMePiQOW6XY1ZReSeRVj0b6Y5d3k9DCJWF1NO+SNouBV7LMv2ch4R8rdbALfdOJRzb0pCLzlm9sQVNOPZ8ViyE0ykzy8L8SruyyoUnml+3ymzXwj/3howFk/u58HYtGnOOzTbX5cpz0H7ula4YmOGWsLbNIvWy3NH5MPOF7W/vlqX+mzOf7pJk/kV7ObhcDJtipuLnK5YMJAnddz/FiR4KFeXE0qXyWHVZBx/Ej7/LE0WQrZe9tUPE57LNnxS7fBYf5apixcpGqK4/BcuorASb36j9qdV3BT714H1fTK3DMBeXftr4MLxunXUswRx5dpT04LvhQs/nGIWXS7zFp6NjawWvwqtZOU5jiMZrBUXyY03FQH+810c1tazvAWeg1rcE8n3uqeQLyo8QDKNENW0rsfDvbpZI6HB09ZsWBfjKA2labTiihflxpiZ7cQmq24e7y4jaXh2fM4I8FtFlxhsGSyVIOdMOkU7TRegtsyTSuO3cDJ+fJuu7Ipzu0+zsB3aZz+UOItq+kX3HSJFu1wW1/JW36znxK2M4g2q9TAVD8MmXfD+4du5lZwW3eV6X5Si7hSD27zl9q37KZa4naVi5tqYchT7+N0zHz8849pF9wWXlf0ZrXvcJcfOA15l5t8PaZgcIxnNbqQEaOKVHhW1n2YhT2mY3Cb7pS5QaYMTYlGcFKGipuFPaZm8EqCo3uyXbbqzffx7dEs4bH2eKnB+9I8Lk82VpT38QcZ1e4p93i4wU0wKmWkqb7PJ5t8aaN+hdfc4ykHZy80OKNpm8Ft0HQ3pc3LDl6zkpOwxDPpG08h0WvtBO7OemCT3kvOdOpB2+PZJ/tuSs/vxn1wG6f8rlOAR/rBzWkfVv85fAFt0mGRpd1e+QhyHR7uLYc3e0GwXRulke52hOKrqSJZqTXktgQn6J39dB63Q3EPyImXnOt9OjMsrHfXRPGZtJKFm14M7k07+mm+CLbFlzyf4Fh2zuDcz7FOE0c4rqo9zB2HpInzRiz6sIiEkoWrZqoo+MtDGvDhBQO70yR4smPmnpe2qK/jPjg1S4is260yY5O+Wg0/zZzxHQ+eyQUvpxMm3JZX6mFIwg022TW4Ca8R/puPoybcFljJv7JTJjUDa0+ynbac8Gmv+PDP27xxtfswc7mNxW77mXFE7927z2ILPPtawen2VttpHwovJA07xye39ps37x2w25DCaZQgh1l73W2wjfttfLrb/W5nCh/LU2NxRc345gefl07ucEvNF3Hioe2V3V3V+f2zUDwraO6+1bZ7tIrPdIWnqy1n3a0SjnlTnYcFLNhukHsEE+yJSBgcCys9N5uTrHjvI7oHExEoJfiyFzgMbB9H2ixD9EW4QpxwU2C2Mq4fv9usCoesNEbSduyheDgNP3TtN9tccbvGrPw7JrQt3bgTjRun+y58eN432TxFyVGO7fXTft1u7gun22B1M+De3Nc/U8pgb9hcp0cwHDf35d6+WKz7g5xUDpt/nIazihZ8i4Acn1nG/elWpwTHblicVRmzVEKkFB8bCe/P05s6/JYfQ2Q4qT/VjY9NY7qbe04aBlRrt/kqg5PsVcjkMb3h94naBN8b372ZwfaGp9vjuWbfYhe34eu3lTKc+MXl1tJsOc6H2zpSrbI3D2k4+2S6rZvntHgu6qkFH7KChJNg15VXultai9O+OvikODC4XW03kX6dscFEiZpbXdNcNN+HoRESKmE32Ban1t6NvXGLHPdxlCKSTgNvce+0qoygMEXKFBt0d9/afcCzig1iwGSzsE4XDxQb0Goln37icBsGVnSQNuHs63U4da6jnL7kcBPvShAkWwgv1fv4o3rznt31HE4orrtL+jVnzAMUFYyiWpbdPT0nX8gnN2G3ab/GXaz/qoFL/+dwYYfbjyp+ePtnXpSeVVewVpizPx7vcJLb9F6RD5w9KR5uFySHhfzjFQ+3V8Nv+pSD0bxPEzv+5adzW85n6gc4Bfe/t/HvKoFtsb7Sj6E9nCpn9SfHTKB7Wrw4VdTln8MXH26zsozh5KPPRtLNR1I7nt1fH05SfP+x44fTz2v45+dFRbg4CXYzaR7Y7P7FaZ7hbQOuHKEweKa8Yp1tA8SX8mrFSwTDslyUK9l/R/sBOL3TSrQrsAP6kEzuP34S42xvIG7T4fR2CL3LAdj5IjQ2zzYJmZoAu85xnEk8dgZPfWkHaG+3ACe/egZfZca7SOx0Kit06+YAbu7uSdbRNT0bCMyKPf/0hIDTVm45t+uaYsCT54gKlPfeEnB7kr0dktfRx1nyPum9OXpXwPFBVhuT5AnnJXixtU009n56YMCrXc3o1U28Ke66cvzl9rr32MhK8vdCFzKVqHy+v3dQS5bPFh5w0wTeLCorbTeefrl5lHp2CLHvYXlV1Uojq6Iw39jW422eDUjgUgI5Gpm07qs059p02RucwG1aUaBjb5Qiblc5mo1jAp5uThzl6ke/FWG7yO3pzuKhsEzSfvEeenszF/F5eSMtVkgrBJ+cnqNHzdYsBk4SdPNmMVPVosHbcsfrvRkNnN6HyTH1ljee9htnPVvdwO1XqesZrXGSN6PIWVlrKmjZO+nAE6Omf2uj/P3+vA0R3gd8a9QDL3SN9OPYI+2rE/Lw6RUyzj5AcHsovGNWVSPDeR9+0PFvnv2E4BNDGedJjX4d20RWoy3R064ok2+fizfMItupx8IZvrK2hvZ2SFl5+L2qS0pT+nz8Kqzz2lDrqp/PdxrJRlslLGzvz4+a/dH5OR9bX3nLLIquMFu8+XRv+/PnFll45fJ72Sg4bN5KC01JaW1wSqmv/HtXvN1F+nN3vd3F8NtSbdHhLyiZ+JTStN+HBxF/DbWFUnL8aPd59jRUHH0+m2zZ2ltbfp/xwmItHnGk1bxPn4jAlX9fIeKYnlW0v4ngjumIY/b0SnC25e8X+nnRlaC/vPNWYcm34iwR/R6OOQYMGW0Xb+2+DzxZrm2EYdX5yM6n3t9r6+4U49c7rpGgj5nH+hkelbhfvVlX1opl3ccnnvhn+M2ks0mwaxinKqjd3EN+5/AuryE9Muc0Aaeca8W00lKcp5wk2s8kROJ+8ou8z2VZBX/ewYt3fnnpcZbDtwmFfM6UMvLuJdon2dSVy30uNIVuvxOxDLuTbMGOCV15/stHTeqER3YBAJctxSEXyOavRUHjQ3bILcruQxcnQTyeb7YhlqoYD1lDnv+q3vCLva0W4ZWs3LfW5o9skgV30nt7yC+8rnDDcfk10op1L4n+9lPWr4zDU3uUFKrylYPweUUTJkUA/aLRx3f9SE3y/7N7T3ay4UaLG6XefKr124Ws0v8vvbKHHpZtdld7sK72Zy0updoSSxMcepv0/yviH7tsF1/e4omU/OYLStljT6XAH6sCqgKos/TDYEOV7rO3JYcsKY9Vh/td6509Vi9wu4OXd0+i9Wi8swRAVKh+ro4oCyD/8KfbkvMx4nupZr3u7yUavObPIo5ygeh63pU7MuNJkJTy4+yLRBlYK/XgWGviU02SiGP7wIpXdnktyPhZysqQOkUvp3dF7D7V6g7WVb27PDCPYx5+1/NnZU29wGWzs6+IL7TRfZzatJV0LNzlOz310h4BAOoImjcZ6/KPvOKmL5aOc51Nm8DyKc8/MQpxe45W8OwFc7nItuyOdbwxkCJFNvwwtoT01FvhqRLaI8Aiv+jp7+wepynqW99GhHWQuffnkeyI7SMMRHVBjk5oezRJvNQ4vq1us49RVB30ptyhI1glA+ju3ZlwB5oRrKfsIKkfzRELc59nf2/3kFpJ7jE2xG1+941nuK1Rlc19hOzk6bxahOCeyB/YxuNxBwR7rM6pR8Bxof0EFlWPoEp8CgUJId2404I1/UQt5dw8UoQt3yhn0Z6195zKWu/Vmy8aK/jn3yhqUShXBllHNBY+vfMwnFd+Bs9RXHJEe/FctmVvBKXpazDuz9sMoN3PI5osz+Xur+0elZbnst12D6j3poRY5z3cJI+gN/UIlwqKjti58PJOT3DvdwwmAh9Hca1E5YKHcRXaZ1CdwbUJ6vsMb8if0oXqfX2OnYMiH6TYfrDZd/q7SUXDkgY4tyVUuTDUhcm3N1bJLx8vj20PKhrsiY7jvLsnVDREE1d2W0Zfz2nO7FYkx+4MFQ30DCs/uzxUNBCL9M2iTvOcFhxT3mg69e4WUdHQo7sEg2G74jzhI8Vx3s0oShrsMCv/bGrh6Gt3Kto/rb6Szz9y+p3elGPbMyvqxav6umPnDd7u/Thss+6Tn15nfmzr4UtstypaRWX6k7SH9xbbg++2IQbENXvjrX37kTqH4t1Um+zfiq8SVP+gVuDn9iaFDqVKnRzbpEVNYbwV1ZAzVb2/l9Tf2J59t2HxDrZ7dUWvJRvjY1CAN89p2bd55SnsDcL23WLcg8mG9E1tG5SqizHqIpL3mjx2o2UTXO5mSM+mNmUR1/KGVpRxjlD9lEVQwjh/9szxA8YUJPbeTWbHLYQ3WaIde/L4/iob7GcPH263KHlHHq307+PL5T3/pAjg+7uy4g1HqgH1Ei6rxK/V46ohP2yVOY9MBnAiZ84TH4iKxtcOZaW3n0QJuN2qFod5Ei7g9kzl7h12lqvc4Da/9Z98Djhdu3I780LEsRr0tBO7UjPfxx/4Y40z7wRuA+NyjAnU9WCqu9uZ1ZLlyxtZZ1t2DDwRt0yRTbNiFCTvsKnsdk++gdvlVkBgT+ERJ9vKU3gaGfP3cdQ3uZ8pQnBbH/szWJQZ3x9u6raNIwEJrNltnGlMcFyYhqdDkQt0H2WV5i/uliWV8cdlp8A//mRVZa+8yNlb/tAivt6fZzE7PTvrydqCFxrZLXFZOD6cHPzgTxiCygsTwNO/98kugysnJ5LRbHCaN+7VX9wtdw0+2evznLknB07cbsr0zyMbr/vzi1wQz9V7cuwyvrZ2s4pzMiB8mKUg48oSKXsOH5wcm+m5fXcqYFadxqjROWhdvd5HL4xknpj4JBpmlWksbU7uCYvi5KJ7/mSj3fkITvuR6YmJTz5kVqFGSXf+ZKEr4M3tlCPB8cm3hNPqJk7zydvMVHD0fkX6ZzyvlG/YgNrzmRSa5S7rneb35FJ4waHIP0/LiXxzewnzk7x6hyCqynRGtB8i7nTdn289WmZsSbDwcblt9p5MK76kQZSTSzePwKSQ93yk6oLpax2JvU/Cb8Ys1u5gvROE63i4jVZSn3tCMTzTkcMzgU2lTZ/44HS47mfCMpzU71nOvGe4NgGWZ09jTXDjKR+MI6kaPvArnWdutrjdwcuTre0xWPU+/TnUMGNP/c64trKF4ofPKaI/4LRW9DB6Msvhdj/GLGeGepZpa1KBFxnto8XjTclr0ku7J8DDqfDN60ijF7Yb2KKDEeGzFbxfmsGPJH34wBLFs/EzrefSzas8IfcaAPCM/ai9ZgBOYUHz2oPZhw+Aqg1JEsl7SQLcjulNfbbKBrgNeck/bsNQjueAHONICd8KJ+D0DuzRwYh6t3xzorDpLMyAU0U401ngAbfRWC3Y5Iy67pMflIKms3gEvrwL4l6Dkt0jVX7W8Fx8DY9FKqHLeVS4ZJ1vVTc1XYzhVgfwTD1fOQto4LKy+ynEgVNr2aPdUYuoYVV7CsnjvcwHLo+HdFYLieNhGlVEKbQYN42ujT/9juCLbrtR0jRWj2e4SSuNsw9SloOpvE/2eilwwibN67Hoce/TGg9iXl5HsNVjwQvXyflTv5VVXjK92ZlSg1yWV/mmXdHt6CkPy3IeTTI6YECik9b9efLtfrsjwZWa+lPGJr6q9y5jOm1z3p9fpo90+luVXGYUsNtQvMrvqbYTt1sYZXLcNl9jM5i0q0bV3lPNB/ewgIoCsXvoN2ZH8KdYMGsIy5L3W80h2DTiVZ4SxUhQgauY5ihoBNsdVKbSXhcp3n02xV/+HZ5oUrvUT2Wvu8zUo9i9Kl4wmVqPrAfVqbQRZ/nUdcLzSN4uY6sPhRccib3OFMeW6+bVLc728lNwkxvYWcYqvqq6hdFsYNYcz8hUVPW3TBZuuilHOSw7JHF5psTsPKttM3OrncH46bEkbldW5duqwC4x/rn1bH/LgUGZE6lnSTGcDlwrSpDV1TM4pSUjnyXLWTKiqZeXemNcsZqTFaqXn+wl0fDB8nycldVw5c95iyWWpTn95d+f/zn+xo/z3Pjxezf+XJuNHZf34T+3Y+PbXT349nQcfHuaDr49lC8/H+KDby/DwbeX6uDbS3jw91Xe8PHmH3wbQA6+DUQH3waug28D4MaPAfPg28B78G38Pvg23h98mzc2vs8yB94mq4Nvc97Btzny4NtUu/Fjaj74O8MfeNMJB99kxcE3cbLxQ8wcfBNFB9+01cE3LXbwTdJt/JCAB9+U5MFfQXrgTb8efJPBGz9k88E39X3wTcQffBP9Gz/WDgff1hoH39YsB9/WPgd/l0obPhZcB98WaAffFnoH3xaMB98WmC8/V6kH31a1B99WxwffVtkH31blG9/X9gfeQgEH30IKB39DEyd/Qxk73yMiJ38jKCd/IzEnfyM6J38jQDvfA0knf+JOJ37DVyd/w2Anf8NmO9+jbyd/o3Unf4N+J3+Dhyd/g40734OWJ3+DnCd/YqUnfkOuJ39DtDvfQ70nf0PDJ39DzCd/ItUnfgPbO98D5Cd/4+knf+PyJ3/j+yd/9wN2vu8rnPzdhzj5u59x8ndT5OTPHsqO962Yk79bNyd/t4BO/m4lnfzdetr4sYV18vKlLI+ts5OPL2V57Njt/N71O1n5UpbHPuPJx5eyPPY3d77vk568fCnLY3/25ONLWR77wjvft5dPXj6U5bGpffLxpSyPzfSd73vyJy9fyvLIBTj5+FKWRw7CzvdMhpOXL2W5J1CceHwpyyNvY+d7+sfJy5eyPLJOTj4+lOWR67LzPWfm5OVLWR65OicfX8ryyBHa+Z5rdPLypSyPFKeTjy9luWdW7XhP0Dp5+VKWR1LYyceXsjyS0TZ+JLWdvH4pyyOZ7uTzS1keKXwnzx/K8kgoPHn/UpZHFuPO96zHk+cvZXlkYZ68fynLI/tz53u26Mnzl7Lck1dP3L+U5ZEyu/M9xfbk+UtZHim/J+9fyvJINd75npp88vylLI9U6ZP3D2WJYeSXssQY8ktZDvXz/assMYD8UpaDOOqHshx4QHwoy0GF6IeyHEqc/KsssWj8UpZYMX4pS6wYP5TlmGot/UdZjukmKX8uA9G0D2WJheKXssQq8UtZDsX4/sw3OCJ+KUucD7+UJc6HX8oSh8MvZTnVl+CvsjSev5TlVNT279ODNeGXssSG8EtZynDwQ1liLPihLPEP/FKW+Ad+KcuJr9yHspxYC3woy0lHyQ9lie/fl7LE3+9LWWLw96UscfL7UpZY9n0pSyz7/vxWGiB+KEvs976U5VS/nL/KcuKZ/6Es5af3oSynjO//KsupPu1/leWkm9+HspxubvZHWc6mIrS/9xxn249bTnbOh7LEwe5LWcrC7kNZYlX3pSwnCT8fyhJPui9l6eZzf5UlJnNfynIqY/vvm46d3JeyxDbuQ1niDvelLOUO96EsJ1saH8pyqkb8r7KcpM99KMtJMfjHYZRz8ldZ4tP2pSxl1PahLDFk+1KW62Lf8K+yxHjtS1lisPalLDFS+1KWOKl9KUsc076UJd5oH8pSHmgfyhIPtC9luUiJ+FCWiwqpD2W51OH2r7Jc6jbyV1kuMlc/lOUiCeFDWeI69qUscRf7Upa4i30oS0zEvpTlwibgQ1kuWpd9KEtcwb6UJfZfX8rS+PxSlm7z9VdZYuf1pSyx7fpSlth2fSlL/Lk+lOXqlBz8VZaLLhcfynLhxfGhLLHV+lKWS1aGf5Ul9llfytJ4/lKWSwXrf5XlUg+tv8oS76svZYnH1YeyxOLqS1kudZ/4qyzxrPpSlnhWfSlLeVN9KEtMqL6U5aIB1IeyXEp4+6sscZX6UJb1kknkH2VZ5R71RxGC64eyhPcPZQmfH8qyXumuN/vD84eyrLJx+jPfgPuHsoTPD2VpC1T6yv5RlvD8oSzh9UNZVrks/VWW8PmhLCtuSh/KEp4/lCW8fihL+PirLKtskP4qy4qt0YeyhJcPZQlvH8oSPj6UJXx9KMuKIdGHsoSXD2UJbx/KEj4+lCX8d1iuV1e7u19lCS8fyhLePpQlfHwoS/j6UJYVs58PZQkvH8oS3j6UJXx8KEv4+lCWNpPR+uvvLZeb6R9lCW8fyhI+PpQlfH0oy6pOwX+VJbx8KEt4+1CW8PGhLOHrQ1lWuvZ+KEt4+assq/rw/lWW8PGhLOHrQ1lWTGo+lCW8fChLePurLMHjQ1nC14eyrNjIfCjLKhuZv8oS3j6UJXx8KEv4+lCWFQOYD2VZZfTyV1nC24eyhI+/yrKqGexfZVnxbflQlvDyoSyrjFj+Kkv4+FCWFWeVD2UJzx/KEl4/lCW8fyjLKkuUv8qyYn3yV1mC84eyhNcPZQnvH8oSPj+UZcWx5ENZwvOHsoTXD2VZkzcA+zNE4jXyoSwrniIfyhKe/ypLcP1QlvD+oSzh80NZ1kS/q7/KEp4/lCW8fihLeP9QlvD5oSwrnTc/lCU8fyhLeP2rLKu3zPyjLOHzQ1lW2Wz8VZbw/KEs4fVDWcL7h7KEzw9laU/I20/9h+cvZZnz2yL9h/cPZYl/xZeyxKfiS1nSGfJLWcp34kNZ4i/xpSzxkfhQlmrc+KEsMYb4UpYYPXwpSwwdvpRlrm978IO3tw/4D89fypJWiV/KEg+FL2WJWcKXssz96cf9g8uXssS14EtZ4k7wpSxxG/hSlnm8zbF/ePlSllgFfClLLAG+lCU1/l/Kklr+L2VJi78/v3W+zah/+PhSliq0/1CWVM5/KUsq57+UJaXwX8qSkvcvZZnX2+V556ph/1CWVKV/KctyPe2Zf/D4UpYUk38pS6rGv5SlqsM/lCXl3l/KkrruL2VZ0tsP+eD57Xz8w8uXsiz5bWX8w8eHsqRg+ktZUhz9pSypdv5SllQ1fylLqpe/lKWqlD8OU992wD+8fClLioi/lCXVwl/KkgLgL2VJAfCXsiztbcz7w9uXsqRA90tZUon7pSypuP1QlqW/DXJ/ePtSllTEfilLKl+/lCWlrF/KktLUL2WpDl8fytLzx/8qS2pKv5Slikc/lGWZTzPZH9y/lKUy7j+UZVlvH9gfnr+UJQUDX8qSMssvZak6hQ9lWa+3IesPz1/KkjqLL2VJYeOHsoz6xT/KkjrFL2VJSeKXsqQ25UtZ0iHqS1lSE/OlLCkO/FKWFPt9KUuK/b6UZc1v19EfPj+UZS1vG9Efnr+UperrPpQlhXRfylLVVx/KkhK4L2WpNkgfylI1bR/Kktq1L2VJwdqXslTd2V9FSH3Zl7KkYOxLWVIY9qUsqfL7UpaUen0pS2q6PpRl7W8nyx/ev5QlNVdfypKePl/Kso631eQPr1/KUs14PpQlKeRfypIU8i9lSQr5l7Kk3uhDWarc6ENZ0gDnS1nW9fZq/OHlS1nW9fZe/OHjS1nW9VnBY4PUZwUP/KuCB/5VwQN/ZqeoSjpYVDYdLAqmNvbUYh0s6rkOFqViB4sytI09pWwHiyq5g7lSPFCU8G3sKQ88WJQeHiyqFw8WlZEbe2ouDxZlmweLitCDRbXpxp561YNFIezBosj2YF6nu6GnAvhgUVx8sChQPliUPh8sqqo39hRmHyxqvg8W9eQHi5r0jT3V7geLSvqDRTX+wbzMf0OPg8DBwoXgYGFwcLDwTnjZ679wsLB2OFjYRhwsrCc29rhaHCwMMw4WphsHCz+Pjd1WIQcKt5GDhZPJwcIlZWOP0crBwsTlYGEQc7AwmdnY419zsLDGOVjY6xwsrHs29tgCHUy+QgcJw6KDhRnSwcJQaWOPWdPBwgjqYO4ldaCwqdrY43J1sDDQOliYcx0sDL429piHHcx9yQ4U1mYHC9e0jT2GbAcLU7eDhWHcwdyK7kWvm93BwijvYOHBd7Dw8dvYYxF4sHAfPFg4GB4s3BE39jgvHizMGw8WxpAHC8/Jjd2elQcKO8yDhdXmwcKu82BhBLqxx2T0YOFTerAwQD1YmKtu7DFoPViYvx4sjGUPFua0G7ttbw8UjroHC1feg4Xj78YeN+GDhSPxwcLV+GDhjLyxx1z5YGHQfLDweD5Y+ERv7LGaPpi7VR8oDK8PFqbZL3uNtw8W3t0HC1/wg4W1+MYed/KDhcP5wcIl/WDhtL6xx639YOH4fjA3jT9Q2M4fLKzrN/bY3x8sLPQPFjb8Bwsr/4097QAOFq0GDhbtCg4WHQ829jRNOFg0XjiY9244ULR/2NjTQuJg0YbiYNHK4mDRDmNjd0eNA0VTjoNFY4+DRW+QjT39RQ4WvUsOFv1PDqYGKht5OrAcLLq4HCwawRwsesm87G1HczDvaHOg6IlzsOirc7BozbOxp73PwaJF0MGiy9DBvE/Rhp4WSAeLNkoHi1ZMB4t2Tht7WkIdrP08FW9jqoNFc6uNPc2xDhb9tQ4WHboOFl2+NvY0CjtYNBs7WDQs+//TdS7LsuvAcZ3frzhfIBEAAZBDjzT2yF8gy+EIO8Ly/0e4VuHBSpz2QNLdS316c3eTKDyyMoXNLLTAdp6asJnJJmykugmawXCB7XA5YTOgTtgMuRM2g/IC22F7wmZgn7AZ+idsBgcGtsMHhc38QmEzA1HYiFcUNBMaNwspj8JmUKSwGTYpbOZVBrYzL4XN3ExhM3pT2IzvDGxHgAqbIaLCZhCpsLGTEtAOQxU2A1WFzbBWYTPwNbAdGits5s4Km9m1wmb+bWA7Q1fYzOEVNqN8hc044MBWorCgGUosbAYbC5vhyIHtgGVhM7xZ2AyAFjZDpIXNGOrAdpS1sBmHLWwmagubmdyBXTPWW9BMBhc208WFzYTyj30p58JmULqwEbUuaKa1B7aT4IXNMHlhM5Be2Ay1DwyTvVRjIYa18nQlNt4+sRCn0WPxvvJbGwLKdFdlVhDzW5TZTXvfWZkNuFX+WLzIfENeWCMEryu7a7lKU2ZzgCS3Mt0xrZdSlHWmGEmZgZZfZTbe9i4fAfqv+uamzOrN1asym5DnXJRlu5aelXGMJMgVb629ymy8fVJXhruo3j+Es5eU5COgX/TKLSsjGzslZfb4VP06EuNtv+Qj4GjqeWpTZldyXVWZn0gVZTgtxkqc6InTmRwI2VasxDCylmIlhtl4+7zyb3HAbFesxLBWCTJQdtulxEoMs/H2fuT3dsbbFisxzMbbHisxjP7SUpVZTbhiJbZRC1fmLANfJ+jr0l/RGG9rPhgZUDJQdU6ZcfJXZuPtK5WYNtSXaFdl2S5FKjHtrTZflkpMuk7zcxphhEVKJab11q6l3cqu8l5SiYm7sWuRSmys1lIOVPDee5TZeNukEo/G5C6VmKQt/HRuZTbDv+Rho2n6JakgsuSyNanE3oxNV4UyG3CbVOKOF4Vb6Qd2MeC+UonpKS+4aCgrb8vHP7UHqEglpq09XVUqcaNngkRLZTbiPlKJabl//MgqMPyRX/mCGoYjLUshbt4mckshbvi+XlUKMSYDdovKn4EhASupoux+POJTGI7s8iuap6RJIcZWwS6lHa+zAbdJITaGm40U4pHg8Uohxh7CLqUpqsgxXmXZLkUKMZkaFdl4ZDcDbpNCjCEGMSlFmQ24rxTi5qK9S0a+Rge8jUGPMpLkpBTjAWLXIiMpfiF2LVKKW2bAfaQUkyuRb/21hNvlVA5mIEspJmj4bbeUYo95KFVKMXnHyQNNhNmX/kgpxuYFF+1XGV0yUoqN3YXWV2U24N5SirGrwaWvKCM4SkpxpR9JVmugnD1rILCHFOgsN2klS/MtsgSZZj5SijH+qeTdKXP5TfwIyFW3S5FSTDZ7rklKsRsY5SylGLMjWwlIKSaX3q5FSrExA11KsTEbcZ/jn9qA+8oSBHsnuxQpxRV1VM5Siiutxu8tpRjnqZdT0siw7y1dSjGOVonjO2UF36dHWcocLEWGINbzdYXZ4yJnHjB7gpoUnYo3oey+JMzkEzvbyppdipRivMiyywWFWXEuUopxdy9sBiqzEbdJKcZTrepGFcxG3FeGvkrnh91ATVlnw+hWZiPuLSN9xTTdE0U+ho7g1UtBclBZwimrNrZIKb7p9WNxoeyyu15KMdKJ55j33p632ZRkTIpfZTbgyvllQgOQSFtXZhOWJIUYDQA5HEWZDbi3FGJEAEU2UpObIzJSKcPdWQoxGoB0PELurc39qIxIECnEGELac3W8zMbbJoUY7ZB931KI0RkRVtqU2QQ/SSEeFphZCjEagIzZsDJ7mVQ6JAAEjz3KEu3p8ms9jueSQowEIOG8oOxuT5FCjAQgV/0eE8Ntk0KMAsAuRS8PE+b2Xse/dRXzreyyD0UKMXat5PAkZTTXSUVE22fXIoUYCYBdi9y32M7atUghxqLWrkUKMRIAvqCs7EJEFdHDcFtPZsNtk0KMAqC8jwx7xaVOrxTi4kG7SQoxEgC7FCnEhJw0mya8ymy4rTI+Frfd61KIkQDYtUghdoWrFZyiLLHDLNdSyfYqB0JpLCsQFABW+qQQu6Y3dynEKABIZryVNbsUKcSEGfEYJGUGihRiZMw205ZCjAbArkUKsbEbh+6qzIZbOfJIyLHtuZIliCu3dXvVw7Xol1Rm90CVQowGgC4a+bcEi2URbMFI4JBCTBwa+/hJmT1BIthKiABSEsEWrBLR0ZTZgNtlCUJO3ZNFsJVQAdye5i6sHsMNbQb1LvlgNrKIYCt5fODT5ONDBIBV+a2sEDeRldkzLYKtRCzj20WwBbMZfpFC7KmRSQRbMEyHpZggAshVBFvJwzLzK4UYFYAel4AS0VbyEZASeotgC0Y6pRRiGm1sxJChz9NRqwi2Esmr+vWQYXyJWit5LKzrq4XZkClqLdjF8Y78/d4gIGotmI23j9RhGqQenTigALBLkTpMzvDbiyxAsltVi1oLVpJnQAiz4VbUWgkFQK4yUpPcTJDOq6zc+Fkou+xSpA57F9wtYi0YAS9Shz0K+xGxFsy+olcWIDTzWd2UJ8Mb/64shTi9brgshdhYqh6fHdjzLy6qzcpsvJVnGQGA1WEpxMmNA0WslRAA3JeItWA23IpYC0ZYj6w/kiexiFgrEWpvlyKFGAWAXYsUYlpP7VqkEKMAsGuRQpyq90fI12vMhluRa8FsvJVvnGZbDGAPZp+7yLUSTbyPZ/sKs/Ivci1Y9tw+ZTbcilwrpeHjIoWYvmW7FinEaQRcSyE2dtm1SCFGAXBfoteCVaZUSZmNt1KbUQDYpUghTrRbvqLXgjW7FCnEdJw/RfRaMFINpBAnzMq66LVgZPhJIUYDYHe0FGKa7Nsreq2EBiC3LOPIhUFbEb0WzEbRKoUYs4BX5xP4CtilSCG+PAxY9Fqw2y7lPf5tzk30Wgl7BFI6sjJvfUrKPD3tVWYj7iNLEEQAdi3y8GIJ0d4khdjtI5rotWAGbinEqABuPQ/F1eLtPR/MRlzRayV3y8ii14JddilSiBEB5CZ6LVjVg3eQjbgi14JdWFXJ6+jquEWuBbMn45I6fNHY9opcC2YPUJE6jCfKsTxAA2CXop8KrlBd5Fow706ST4B0t5ykDmMDY5cidRgNgK7gL2ywioi1EgoAUtO7MgMi1oLdrGduZdmuJBbi9yWvU7RaCADsOuKw97rvoUi1OP63OUiswi++r12EWoZ6rVeswZz943uSBRGwpi+yYVY0Wm9nlBWJFsf+dg2x/GK2hAbjFnTZNcRx7fW0IJFnvXj6ehNKRDa+ijrr9ZCkFgsvB/73JdosQ5U1YhFUahUNzuueM3H0xkjL1pGx5nLUb9cQS64hG1d7XGhw0G/XEAsuZmDvc8V6i22YXUO8sTnmT/RxCLIhVSRZHPLTMd8E2YAqx3gc8SNrKYJsZBI5Ft5rVdTYHO8npM2CPNCtC7LPqsUi6+5xRZRYHO2z6s6CbruGWGEN2aI2xwLLwb5dRKyvmOU1Vc5xrG8XEavrg1Woaro41b8RSAVkzwFezEJsup5jZeVE3ybQsbAaokEsFqTHvSxEfYW5IUKhLKjcSRYThq5Xz9+fRk5BiUMYh/l2EbGi4uXYXmmj4CjfLiLW06e6g1Usp5zk20VUIeSjxWKKcWWtMvJzip+yKK4eOuteEVxxhp91Bx/zzUd0MRzg2yXEKmqovY8IMR/vIxSpFaf3id3DgGikfkVoxeE90qskCI/YR4h9q6KyejyUUURWmKpW3QTg2J7ArSLIhkpRWHFor1tDz4XdosirOLEn5E9fRftbLJv40lZmxh/iuD5lkVZ1+sFeUVZxWp9FaOTOujqP4Kj+TnLw1mkFe0RV1ekEo2YIIrg1VsvhI/wIsIFS9FSdHjAeREGJ8OZ4Cc39JeJN46bJfBeC7nT8hfR/vbJ3x+m8vSjWSXyfH0xyBN2I7qogeyjuWAI7rV9VVFQczCfZzcXl2n5frJOcyucuCqpO2xeJa4I6e4K3IBsoZf6Pp3etop7iRN6uIdbJTsfXK+IpzuPtImKdxJf8uUU6xWk8H038g+j2ekQ41Wn2EgUqJ/H2+cWVACbsdg2xTnIOn7sMP51Gr1s0U5zC31Y8syAbKEUx1ejyspv+FWQDpSimcLJvrwimmltoiF6q0eF1i1yKA/jbLRoiskEkDtbY9ttEINbJ5iFuIpUy1Pp1xTrJ0btdQ6yTzYOuS6yTnLzbNcQ62WjsekQl1TzgW0RSHLunLBopghbsIuKkn0N3lKFF0E2gZBKUyc4NhIaup8U66akSVdRRnLcnjAkF2R0o2ihO29m4jm9PN5d+8J6hIbqoRivX02OZbLRyVVFFcc6eyhXLJDEgdg2xTHLMbo9wLJONNq5bbhHa8q1SP4IqUY1dkI2UIofigN2uIc7wG4aWl4ihOF7Psk1LZotdQiyTnK3fqcUyWeneekQHVWneqm98Lw7WMRgsghInAeGP5lw9y81M7M1ziwSKQ3W7hjjBr3RtPSKAqjRt1TeOi5yopyLyJ1J+dFjkOD130T5V+rVs8tMF2WtE+UROkV1DLJNEGtUmuieO0tEuxz+6EhBS4gSfg3S7iFgnSWWyxVyskxyjM4DHv5o+reeNdbLebnIdHx/O0OVshQgqu4RYJzk/x5mqC7KBUrROnJ7fSaROpGjZJcQ6SeCWXUKsk5yd2yXEOllxBbxE58TJebYJZfyNtGbdonLi3Py2KV4RZAOlaJxq8tDS+CKyhEqOw1bFAPYSgVOlKavXWCcrPVm3yJs4L7driHXypiPrFXHTTUNWS7FO3p4dJ9omvAMIPW+COrL1KsgGShE2cVZud26c35Pm+sqJ6E0jVsuxTnJObtcQ6yT2C7aajHWSU3KO1eJf3dzCO9ZJDsntGmKdxEHifUXPhNmEXUSsk5yQ20XEOkkKol1EnN9zPs5EowiykfKJwzXH47c0cRDkaLOROLQQ+WjXEOskR+Op3LFO4g5CJ8AtyEZKETERW2nXEOsk5+J3FgkTBid2EXGCjxcKwZZNkA2Vd6yTnnZ8iXzp9lCqHuskfi7PHcd0DsTtGmKdJGf0fUW6RCKpXUOsk5yGpyLCJcxrmLxlQeRjh0sgVNUuIdZJDsJv0pwF3XYNsU5i1VPbHeuku/oUESyRH2sVN9ZJDsHxWhZiI6WolTgBt2uII1fpbrIZ62TxOIA71kmOvzn6zYLsCuK3w9m3XUKskxg2PVjLCSp2DbFOFnqr3hLrZKG1qolEiXNv5sNJkA2VPc7wOfXOXQRKhbaqesVCyZn3nUWehMWWXUQslLhx0a0S/+rCWBlLYMGJ8BJlEqfdub/Hq5LN3GOh5KzbriEWykI3lY2fWdDNYXoSZENlj4US9zS7iFgoOee2ZUAc8gqNVFUUSZxy3/iDBEQb1St6JMziZJHBAbddQiyUhmykFDESx9vEcseGLBqoqkiRONy+3Ucookz7TxJkI2WTrkS3wRIdEuZ+nQ5jQYXlUBVkP4sIiWNtuwjpj/Uw1qovspGySTtiZ6QUAVJujJSvNCM2N+mXzlhapmgHE2QjpYiP3N+RLiVBdjuIGIDD7KTdM5mgXXpRAqJZ6hHhkdtZ1sMGhaFSTUYYKZt0INIn1boaUzBSvtJEiHdnutSWghysrDYANlTWog3gDJW3ugAwVDY1AWCo7OoBwFB5dFLbUJlEa8QBdkb8Jyg/oiri9PpGlRbQxVDZtAmWofLRlkOGyldbYAlwUhUPfVGP9hYyVKrC6GWoPJqxGCpVX+QZBI8cItESdau6yB6D7n5REdn6WK6Kdqiq0iICF7Iqi2iHOg4C6YZqh3Ce3CGVFTUiUlXljhOcaopohOJIIiDydbIqiuiDYvdcEClfKuy1kfJWOREOiElO4WiB0k3J5Pavh/iOgfKQEjFQPiLdoP2pHUIikj1VcYWD2aEiYqS85eyS1qeqGqLMSKkSIhqfWPIJumwQlHNL2p7u4wDfRsqk+iGanphKC7KRUtVDFyNlF7kGHU+vaodoeOp6/IfzlgiHXvcIjmWSXicqVCQ2TIpkCMv6rMcFDJIiF6LHiac+EvsORCv0MELesuHKACk6oe7RZbLdyvAoGiFbIfz9wzYNW2C7iy2wbcgcRL+yBbax2QLbAW2BbZW2wPZUGyCYry2wXdoWWG5u6+ft+rbAtocbIPjILbAN5xbYznQLbAu7BbbX3QDBFG+B7Z63wLbZW2DZ8a2ft23fAMHfb4FtBLjAdgxcYFsLLrAsCMfPwapwge1puMA2P1xguyQusO0UBwi+iwtsg8YFtpPjAtvycYHtDTnA5yG5ft5ekwtsU8oFtnvlAtvmcoDgh7nANs5cYDtsLrCtOBfYnp0DBHPPBZYJ6Pp5m4UusF1FF9j2ow6iT+kC29B0ge18usC2SF1ge6kOEExXF9jurAssF9f183Z7XWDbwg4Q/GMX2EazC2xH2gW2de0AweN2gW2Gu8B2zV1g2+susGx4x8/BrneB7eu7wDYAXmA7BS+wLYUHCN7DC2yT4gW2m/EC2/Z4ge2PPMDno7x+3n7LC2xj5gW2g/MC2+p5gOAJvcDyjl4/b4/pBbYZ9QLbtXqAYG+9wPbBXmAbZi+wnbUX2BbcAwSv7gW2qfcCy/x7/bxNwhfYbuIOou34AtuffIFtZL7AdjxfYFujDxA81BfYZusLbFf2BUr8IUlBjUbwC3QpqNFafoEiBTWa1Q8QXO0X6FJQo0/+AkUKajDeHz8Hg/4FmhTUaPm/QJaCGkMEBghpAws0Kagxv2CBLAU1JiIM8CUnrJ+bFNQYxbBAloIawx0GCCkQC7RYUGOqxAJZCmrMqRggBFos0KSgxoiMBbIU1Bi6MUBI51igSUENcR/r5ywFNeaHOIhBIws0KagxumSBLAU1hqEMEFJTFmhSUGMOywI5FtSY6zJACIBZoElBjZEyC2QpqDGkZoCQZrNAk4Ia83EWyFJQQ+DO+DkE8yzQpKDGqJ8FshTUGB40QEgZWqBKQY25RQskKagxCWmBHgtqTFZaoEhBjVlNA4RQpwW6FNQYE7VAkYIag6cGCAlVC3QpqCHyav1cpKDGDK0BQtjWAl0KaozvWqDEghrjwBzE3LAFuhTUmES2QJGCGrPNBgghaAt0KagxVm2BIgU15LSNn0Oe2wJdCmpMiFugSEGNmXMDhHC6BboU1Bh3t0CRghoD9AaYKXvrhy4FNWb2LVCkoMYUwAFCXOACXQpqDCBcoEhBjZGGA4TswwV6LKgxS3GBLAU1pjMOEGIcF2hSUGMw5AJZCmqMmhwgZFIu0KSghpDL9XOWghpTMwcI8ZoLNCmoMbBzgdz0X1yxoEpS6AItFlTJHl0gx4IqaaYDhNjTBVosqBKkukCOBTUms46fQ4LrAi0WVMmEXSDHgiopswOEONoFWiyoEnC7QI4FVSJzB/iiddfPLRZUyepdIMeCKum/A4SY4AVaLKgSPLxAjgVVoowHCJnHC7RQUCVDeYEcC6qkMg8Q4psXaLGgSiD0AikWVImYXqDHgiqh1QuUUFAlBHuAkJa9QI8FVfK3FyixoEqit4MY/b1AjwVVwsQXKLGgxnTy8XNIMV+gx4IquegLlFhQJWl9gC+Rff3cY0GViPcFSiyoEho/QEiXX6DHgip59QuUWFABKRbUgqdZLKiAHgoqP9dYUAElFlRAigW1oIiOBRXQY0EF1FhQASUWVECKBbWgjY4FFdBjQQXU+EOJBRWQYkEtCKRjQQX0WFABNRZUQIkFFZBiQS1IpWNBBfRYUAE1FlRAueLnS5tmKKgFT7NYUAEtFlTAHQtqcbV0KKiAKxbUglI6FlRAiwUVcMeCCsixoBZXTYdbGMl0LKiAFgsq4I4FFZBjQQVcsaCWoZ0O/4I8gFhQ8TaTgmogS0HtOM/GgoqKWgqqa6hjQUVBLQUVezMpqB2lUCyoHYVELKiIqWNBdSV1LKhYnElBxd9MCmpHLxQLakcnEQtqdyfNUFBRVEtBdZOzWFA7lk2xoHbsZ2JBRVwdC2r3U+JQUNFVS0EdNmehoHY8m2JB7RjQxIKKxFoKKgJrKah4nUlBdaOzWFA7tk2xoHa3oPnGFZTWUlDRWUtBxexMCqqBWwqqgSwFFZMzKagNT41YUNvrFq9fQUVsLQUVqbUUVJzOYkFtuNDEgtpw1YgFFdG1FNTmHc+hoKK4loKK15kUVANVCqqBIgUV8bUUVKTXUlBxPIsFFbczKaitud3yV1Cbh9HEf0KwRiyoCLCloOJ5Fgtqo0UtFtRGZ04sqGixpaC6EjsWVHTYUlAxPZOC2mhViwW10aETCyqSbCmoQ5EdCirOZ7GgNrc9DwN+w8Y5FtSGJW0sqCizpaCiy5aCiveZFNTmMrxQUBvyo1hQ0WhLQUWhLQUVffb3A6LUWFANdCmojVPWWFDRaUtBbe6wGQYW7M+koOJ9JgW1csoaC2rllDUWVOTaUlARa8eCilRbCup0P/seV6zPpKDieyYFtXLKGgtq5SQ6FlQU21JQ3f8sFlTMz6SgVvemCQW1csoabmGk21JQEW5LQUW2LQUV+zMpqJVT1lhQK04b+i+yFFTk21JQsUCTgor/mRTUyilrLKgVt41YUFFyS0FFxy0FFRM0KaiVU9ZYUA3kWFBRdEtBRc8tBRU1txRUbNCkoNbsncFfQa2kOsWCWj2jJhRUZN1SUPFCk4KKEZoU1ErXW7zv6faJBbVyyBoLauWUNRbUyilrLKiVU9ZYUElDk4KK0FsKKjJvKahD5B0KKn5oUlCJRIsF1X5uUlCRe0tBRbIgBRXJghRUJAtSUG9X9oWCihmaFFTi0KSg3pyyxoKK5FsKqruihaEbRzQpqNihSUElD00K6s0payyoCL+loCL7loKKKZoUVELRpKCSiCYFFQm4FFQE4LGgDmO0UFBxRZOCSiyaFNSbU9ZYUBGCS0FFBh4LqlujxYKKL5oU1Ntta0JBvTlljQUVObgUVMTgUlBxR5OCSjiaFFSS0aSgIgyXgoosPBZUNOFSULFHk4Lq8WixoN6cssaCij5cCirqcCmoeKRJQcUgTQrqCEgLBbVwyhoLKjLx+IOIkgAiSgKIKKmUrqIkgIiSACJKAogoCSCipIJeQQoqegUpqOgVYkElGk0KquvFY0FFLS4FFa24FFQM0qSgko8mBbVUFSWVIRsPBRXRuBRUXNKkoGKRFgsqEWlSUEtRUVJx9XgsqGjHpaCWoqIkQBQllZJVlAQQURJAREnFvdJiQcUoTQoqSWlSUEtSURJAREkAESUVd0uLBRWrtFhQyUqTglouFSUBRJQEEFFSGXZpoaCSmCYFlbg0Kaioy6Wgoi2XgoqyXAqqO6aF+57INCmo+VFREkBESQWFuRRUXNOkoLplWiyohKZJQc1dRUkFrbkUVJTmUlDxTYsFleQ0KagemxYLKpIFKahIFqSgIlmQgoraXAoqWnMpqB6cFgsqqWlSUIlMk4LquvMwdCM6l4KK5FwKqkenxYJKbpoU1FxUlFRQn0tBRXsuBRX3NCmoWKdJQSU5TQpqTiJK4mcRJQFElAQQURJAREmF6DQpqKjRY0F1KXosqAjRpaBioCYFlfw0KajpVVESQERJxSXpsaDioiYFFQs1KagkqElBTY+IkvhZREkAESUVfNSkoJKiJgWVCDUpqIjUpaAiUZeCmpqKkoo7qcWCSpCaFNTU/qXEH0SUVJCpS0HFSk0KqvuoxYJKjJoUVAMiSiro1aWgoleQgopeQQoqegUpqJ6kFj/foqIkgIiSACJKAogoCSCipIKRmhRUgtSkoJKiJgUV8boUVKTrUlBTElESP4soCSCiJICIkgAiSioI2KWg4qcWC6rnqcWCSpiaFNR0qSipXK+KkgAiSgKIKKl4pFosqOSpSUG9HhUlAUSUBIiiJH4WURJAREk2N1NREkBESQARJQFElAQQUVIhVk0K6tVUlAQQURIgipL4WURJhWw1KagEq0lBvaqKkgAiSgKIKKngrSYFlXQ1KajXraIkgIiSAFGUVDBYk4KKu5oUVCQLUlCRLEhBRbIgBfXKKkoCiCipuMFaLKi4q0lBxVpNCirZarGgXklFSQARJRX3WIsF9bpUlAQQURJAREkAESUBRJSUsVmLBRUgoiRAFCXxs4iSACJKytitxYIKEFFS9pi1UFABUZTEzyJKsttGRUkAESUBRJSUPWctFFSAiJLy21SUBBBREkBESQARJWWPWvvG+/xWFSUBRJQEEFESQERJABElZc9aCwUVIKIkgIiSACJKAogoKRO4Fn8QURJAREkAESUBRJSU36yiJICIkgAiSgKIKAkgoqSMXiEWVEAUJfGziJIAIkoCiCjJPkkVJQFElAQQURJAREkAESXl51VREkBESYAoSuJnESUBRJSUiVyLBRUgoiSAiJIAUZSU3agtFNSMTVssqAARJQFElAQQURJAREnZ/dpCQQWIKAkgoiSAiJIAUZSU8W2LBTW7a1soqAARJQFElAQQUVJ+bhUlAUSUBBBRUvb4tVBQASJKsnmUiJL4WURJABElAUSUlD1/LRTU/GQVJQFElAQQURJAREkAESVlj2ALBRUQRUn8LKIkgIiSACJKykgWYkEFiCgJIKIkgIiS7P+loiSAiJIAIkoCRFESP4soyZ4sFSUBRJQEEFESQERJABElZULYYkEFiCgJIKIkgIiSAFGUlHtTURJAREkAESUBRJSU3fItFlQM32JBJYpNCmqvKkoCiCgJIKKk7MZvsaBi+yYFlTA2Kaj9VlESQERJuRcVJQGiKImfRZQEEFESQERJVhhVlAQQUVJ2G7hYUHtWURJAREm5JxUlAUSUBKjxBxElAUSUZA+7ipIAIkoCiCgJIKIkgIiSMnoFKajoFaSgoleQgopeIRbU9qooKbdHRUnZY9liQSWTTQoqgWxSUNujoqTcuoqSACJKyh7MFgsqqWxSUFsXUVJuTUVJABElAUSUBBBREkBESbb4FFESP4soCSCiJICIkgAiSsoks0lBbbeKkgAiSgKIKAkgoqRMPJsUVANRlMTPIkoCiCgJIKKkjHWcFNSWVZQEEFESQERJABElZUzkpKCS0iYFlYi2WFBbUlESQERJGTM5KahuJRcLKjFtUlDbpaIkgIiSMrZyUlAxlZOC6pZysaCS1BYLan1VlJTro6IkgIiSACJKAogoKdeuoiSAiJIAIkoCiCgJIKKkjMNcLKjYy0lBJahNCiopbVJQa1NRkt2wKkrK7jMXCyouc1JQyWqTglqripJsUFZREiCKkvhZREnZ89piQSWsTQpqLSpKAogoCRBFSfwsoqTsgW2xoNasoiSAiJIAIkoCiCgJIKKkTGabFNSaVJQEEFESIIqS+FlESbleKkoCiCgJIKIkgIiSACJKypgqSEHFVEEKKqYKUlAxVZCCiqkCP/yPf/757//81z//50+gma7663EPavtbCaVvf/7z3//8tz//+8+//pf85z/+75/0x1NLbtaPLf0Tf/jzn/9h/+//+ef682/Hy/4cL/tnGzDNX/y/gknTvsLPyimiafgU0bSFimiaR31oW0xFNI2oIpp2VRFNU6sPbeuriKZBVkTTRiui4bX1kW3IFdG07YpomntFNC3APrSNwiKadmIRTdOxiKY12Ye2gVlE0+YsommGFtG0TPvQ8lWLZJqvRTQt2iKaRm4f2nZvEU1TuIiGc1wk017uQ9uELqJpVRfRNLSLaNreRTTN8TbaDnqRTJu9iKYZX0TTsu9D29gvomn/F9HwCIxkGgl+aNsNRjRNCSOa1oURTYPDD20bxIimWWJE01Ixomm8+KFtzxjRNHGMaFo9RjT8ID+yTSMjmtaSEU0DyoimTeWHtpllRNPyMqJpjBnRtM/80DbZjGhacUY0DTsjmraeEQ3vz49sg9CIpo1oRNNsNKJpSfqhbVwa0bQ3jWiaoEY0rVI3qttQNaJpuxrRNGeNaFq4fmj5vEYyzWAjmpaxEU1j2Q9t+9mIpkltRNPKNqJpePuhbYsb0TTPjWha7EY0jXg/tO16I3JL3wim7W9E0xz4Q9tCOKJpNBzRtCOOaJoWf2hbG0c0DZAjmjbJEU0z5Yim5fKH+jJmjmhM0CKZFs8RTSPoD2276IimqXRE03o6ouFP/ZF3mVhHNK2uI5qG2BFN2+yNPnPtiKYFd0TDpzuSaeb9oW35HdE0Bo9o2odHNE3GP7ScyCOZduURTVPziKb1+Ye2QXpE00Y9omm2HtFwZP/Itm2PaJq7RzQt4COaRvERTTv5Dy3P+UimMX1E074+omly/6FthR/RNMyPaNrqRzTN9z+0Lfojmkb+EU27/4hmKMCHdnRARCNfIJIZQhDRjCr4EP/XAw0imrEHEc1whIhmhMJGX9BCRDOOIaIZ2hDRjHb40A6AiGjGREQ0siQimYETH9qxFBHN8IqIZsRFRDMI40M7LiOiGaoR0YzeiGgGdEQ0Yzw+tMM+IpqRIBGN3JBIZrjIh3YESUQzqCSiGWcS0Qw9+dCORoloBqhENGNWIpphLB/akS0RzWCXiGb8S0QeEfOBHSMT0QybiWhG0kQ0g2s+tONtIirHH7iDciKacTobfaE7Ec1onohmgE9EM+bnQysLKJIZGBTRjBWKaIYPRTQjij60g4wiGmlHkcxIpIhmcNKHdrxSRDOEKaIZ1RTRDHT60Ep9imRGQ0U0A6QimjFTH9phVBHNyKqIRq5VJDP86kM7IiuiGaQV0YzbimiGcn1oR3dFNAO+IpoxYBHNsLAP7UixiGbwWEQzniyikWH2kR10FtGMQ4tohqZFNKPVNvoC2CKaMW0RzTC3iGbkW0QzGO5DOz4uohkyF9GMooto5NV9ZIfaRTSj7yKaAXkRzRi9D+2wvYhmJF9EM7gvohnv96EdAhjRjAqMaAYKRjRjBz+0sgkjmQGGEc2Yw4hmGOKHdmRiRDNYMaIZvxjRDGn80I5yjGgGPkY0YyEjmuGRH9oRkxGNHMpIZlhlRDPSMqIZfPmhHY8Z0QzRjGhGbUY0Azk3Crmdwma+p7CZAyps5oUGtnNFhd2ypxkySoXNLNPAduapsJmNKmxmqAobUasB7URWYTO5VdhMeBU2k2AD24mxwmayrLARQCto5tQGtvNshc3cW2EzH1fYzNENbMXtCpqpvMJmeq+wmfIb2E4DFjZTg4XNdGFhM4VY2EwrDmynGgub6cfCZkqysJmmHNg7Q5cFzWxmYTPDWdjMev7YlwktbGZHC5sZ08JmFnVgO7Na2My2FjYzsIXNrOzAdqa2sBG9LWgmdAubSd6B7cRvYTMZXNhMEBc2k8YD24nkwmZyubCZcC5sJqEHthPThc1kdWEjgF3QzGkXNvPcA9u578JmPrywmSMvbObNB9ZXLr2wmV8vbObcC7Pxtlzye91FItWuzMbb63qVNbuW45+6wEN+7cuAW1tRRntvqspswM2tKbMBN8XSm7Kfxb2x9sJKo5VeWWMFUpQ9dJvGjwDr0beXWH9hNuLmWIBhCMPkK8f61K5FfgWNe0+PNRhWkPkcr7MR945VGGYjbilyKagvrvQ8ymxslWGETqtcHynE2a2XuxRiXGbtrpRCjBWtXYoUYvxqX5c9CLMRN0khpq9MhnnMcu1CpA7TnmYXch2vs+G2Sh3O6NPodYgMJ+yepeTQQnfLYgLUbGRoB7MJwSN1GI/h9jSpw97mZ/PVpsyGWznrhNmIlKUOY4R8X5eMezgl27VIIfZ+xdqlENPUaNcihRinZhuYpBBj52zXIoUYz+e3pwPZcHtJIaY783HZiLDCevpWZsNtlYeZ5lC7lLi8SN5BemcpxBxz26VIIcY7uyBHUWaPxSOFmDZXmm6qMhtuqxRiDL5TkpV7chNw2QQA2XCbpBDTrls8NkjYbZdyVWV2mzUpxBx426VIIS7ef1KkENN3bJcidySH3i+HlcqsjLxSiN2WPeuEguZouxYpxBx8N5feCHuTnK4knOMrEmBlNtxeUogLHUHvI4W4uB9Jl0JMu3imj1GZDbe3FGKM8tlsScrsezyuz/MrXinENL4XdrGU1Uc3h2A23FYpxJyDt+dENtxmKcR071cW3spsPfhKISa6oLBMVJbtUqQQYzGAIuRV1tuxPiBewa5Fhj4yGKqLl4Tddi1SiPFKKEyqlL12LVKICYrIVYZvTsXZ1crKbMRNUojd9MGGUvkIbEmD9rgps3WfjjccjdvX0RXRwSl1eJhXyH4uzEbcJHWY5A77aqUOczz+8o8jow/mbVKHOSG3SymKGmlRWZkNuFnqMCYgNpGWOoxTiF2KLEHcTaR1qcOkpLgWNSDUp/mWOoyZCZuHRZkNuOk9/q0NuJd+kQ+CzkfqsGfCYFKgrJb3+Jcd9aN8AC/Drc4cbsxlH5EkwWy4vaQQ37QiFxElwV67kvjHYlNDH9zBbuK9ijIbbnUNz6G5XYoU4uqGbqJMgt12KVKIOTh/23EtieFW1EmJo3P2aG9l6FmllHB43p5LCnEdvUxSiF3hJxuBIPsqRKIEs+FWNEqwh7tRfq3bXopKKblS8bmkEOPAZHetFGJsmuxSpBBzjv42kSrBCplstzIbbkWsBLOHKkkh5izdnj0pxEg+jycIWahdiqw/OE23S5GnFEssuxQpxO6blUWzBLPhNkkh5kjdLkUKMb5dySWIwuyeF+FSmg5gUoiN2XAr0iWYDbeiXUqoeXO9ZAHC0bru4INsJtL7wV6caeJHwOE6OXpVmQ23omCC0TkmdxqebHYpUog5YWecSspuWgKyMhtvRcYEs/H2lgUIznLlFSETzEbWJFUXEXjWgtjcCOWRQoz7XbpEzASz8bZKIeas/W06pCFmt0uRQtw8NuPS30ub4y2KJli1a5FCjOLerkUKMbL8SouoMhtwRdUEq9hjvMpsyNV/Shu1lYOsDMM1KcR4JtqlSCHGV9HKhgx9HL3bpUghpgWivHKPeptEFnUTrNtnJ4WY03e7FCnEtGmkq0ohbu4eLgqn5A0fLUshxsSyvDLQcwT/JBE5wW67FFmCcAjfusicYDbgVinEdLfUIkInmN0p8ldg61leUTrBHmpuvDw6cGjRv5XZyk/ETsmtRy9RO8HwA5BCzHG8XYosQegjIokzK6u4td3KrEyK6ClxJG/XIqWYZie7FinFdETZtSRFNuCK7im5GewrwieYzdtF+QSrdilSijmYb96dExgd/ZeIn2A24GYpxRzO27VIKab9jKnNrey1a5FSjPVuxgBCmRHRQMFsxC0HsgE368dCk0MTGRSMhhUpxRzSP0mEUDAbf5r+Dry/u0ihYDbgFinFmCHXImoo2MMRq3wEL1J80UPBbL4jgigY/gsy8nFg3+QYLz3uuVmkFNN8WYuIomA24F7X8W8fuxQpxRza26VIKcbC2i5FSjHn9nYpUoq91fQSbVSiH5XE21tZplOxKbM5n8ijYP2xMVF+b3Gfp6zIBtzSD2YDrkikYJ2j7KrstUuRUuzNv4+opGC3XYqUYmzP8y06KZiNuEXWIHQop0uUUjAbcS8pxZzkv1W0UjBaeKQUc5iv5+8gG3FvKcWc5rcueinYS0qxfARuRC+KKZjNrEUyBWtFL45+viSSqYRVvl2JFGL30+8imoLZgJukmtL6blcihZhjfbsSKcR4/hddwXKub5cihZju/HyLdCq9ntch2imYjbeXFGLCC+xSpBBzuP9WGaewGUDkkJTZeHtLISZfId8ioILZeJukEL/ZzU6kEL/kLmfRUMFsAtRl4MN5gQVcVmbj7S2V+PU+dBFSwW5sZLuyfr0ipYLZgkvuZE76ScxOymy8rVKJOet/kihjkntc3CKnSpz2N/vFj7L7ekVQBWt2KVKJOfH35qDIMOt4qlRizvyfJLIqmI23WSoxp/6t64Ho6zF2+ufiOpJFWgWjG08qMZEr5bllCcLJ/5NEXQWzWyVJJXb7lC76Kpg9GI9UYs+OySKxgtlTVaUSY/FSHt1fRQHwJFFZ5cvDPkVmlT0ER9RsoEoHcVbWUe0UZTbe1liJaeOy8Va0VtnDfFIujzIbb0VtBbM68sZKnAkTul5ZrsFutiNuZTbeiuQKZuOtnLzny03spI0DZvftVRU1u5QrK3uJppePgKYqvDWU2XgryitYw03vUWYjroz9maCorOclMLofW1HW0EfdymzEFQ1qRgTwVhFgwWzEze1VZkNuyooeW6t0YaQzNBFhwQqbPlWZjbgiw4LZiCvbLxmLrXK8HU1WSYRYsGqXUo7X9dZEipVxAbNLKU2ZXYiIsWB2p5TyKuu6TwWyAVf0WBk7Mxy9irK76VQOZuNejWsQGJaBsRBnNABy4AGx8VY0WbCGtfPxujcXUWVlFAB2JbEQw2y8FV0WzAZWEWbBHlXO5eT293pbePjeJTupsJaLiLNgNBs3+bV46b0iz4LZeFuOl1W2ApMyG1WuLp8A/VeXKLRgtoYQiRbMngrRaGWPQ3xFpJWJTLRLKUlZ5oqzMhwtyq2sP5cotTK5jnYt+rd1hlvRasFsvJXhDI9GBIpJmQ23ItbK5FOW/sqwhwDALuVuyrBnlGEeBYBdyi0fwctwe19JmXcsZ2U23KbrVvbatcRCnFEA2LXEQgy77VpiIYbZNyT3PKadF33NkdGXlUWuBSvYmlRlzS4lFmLYYxfS5NfSnFVErgWz4fbuSVlDCZqV2XAreq2MAsCuJVdlxUY9KcRutnr1/CqzkVA/FeLO2y2FGKtX9rWLMhtukxRiN429Ra+VCcMt3vMuzCZeoteC2XMgei2Yjbei18puf/uKXgtmt8r1NmX3e4teC2ZPRpdCjArgOb5JOrZKlUKMCADFbVFm422+jn9rw4jotTIiALsUKcQYEtulSCFGBGCXIoXYk5jLLYUYEQDnB7cyG1qTFGKcle1apBCjAnjvRwqxZ0rLTjTIRpt6MjckKcoeRrn4ERB7feFDrqzUJHotWNUjD9BTusi1MhqAB9cSZQVl862skjrRlNmIK3KtjB23XYoUYkQAx8BMDrldihRiNADPdb/ya+nnKiLXgtmAm6QQk5VulyKFmEB1UWNDbJkiYq2M87ldiRRiFAB2JVKIyXy3K5FCjALArkQKMfbs1ytiLdjNsVJShmOPVGLM4EuvUomRANi1SCUuNHeVLJUYCUBrotaC2dejHxTtXUnEWjBb+IlYC2bjrYi1YNjPSiUetvtZFiBIAFq79At/8YZ4pRIX2rySqLUyEgC7FqnEHiDQRa0Fs/G2SCW+afUqotbKSACatFGACod3WVm1S5FKjALgdTeowHDO6aLWgtl4m6USk9ZglyKVGAmAXYpU4hur00cEW7Bc8SNTZg+GCLZgHevtrszG2ywD303jV5FxDwkA3QVZWbdLkUpMfEa1YU9+Lc1ftwi2YDbeFqnEaADsUuQBJOPDRjWpxLfHUYlgC2YrSRFswWw60WQ6iwbApllSiQkrsWuRSowIwP1VBDXsQbKyh5mcfAT2wNilSCW+aQVLItiC2Xgrgi2YDbgi2OI/bMAVwRb/UWjjKMqqXYtUYvuPB4OV9v9l263l4NvW5eDb/+Xg2ygm8ugoc/BtPXPw7VFz8G1mc/DteiM82OMcfNnoHHjb7Rx8+/IcfBv4CA9OPwfflkAH395BB98mQwffbkTCg23Rwbe/0cGXD9KBt1/SwbexkvDgwHTwbdV08O3pdPDl/XTg7RElPJhJHXy7Th1821MdfPtYHXwbXgkPzlgH3xZaB99eWwffplwHX+ZdgoPJ18G3G9jBt23Ywbe/2MG3EZnw4Fh28G1tdvDtgXbwbZYmPLiqHXy5rx14u7QdfNu5HXz7vkUeDeIOvp3kDr4t5w6+vekOvk3shAe3u4NvW7yDL/u8A2+bvYNvPz7hwbjv4Nvh7+DbCvDg2zPw4NtcUHhwITz4tis8+PY1PPjyPzzw9kkUHgwVD76dFw++LRoPvr0cD75NH4UHd8iDbxvJg2+/yYNvY8qDLwNLwcHo8uDbEfPg2zrz4Ntj8+DbjFP4Z9p54G3uefDtAnrwbRd68O0rKjwYkB58O5UefFuaHnx7nx58m6QKD26qB1+uqwfe7qwH3zauB99+r5FHY9iDbwfZg2+r2YNvT9qDb/Na4cHl9uDbDvfgfxXpaKx78PfXzDJa9R68/JpZRvPfg/dfM8toJyw8+A4fvPyaWUYn44P3HzPL6IwsPFgoH7z8mllGU+aD918zy2jzLDz4QR+8/JpZRofpg/dfM8tgWS04WFsfvPyaWUaz7IP3XzPLaL8t/LPpPnD5NbOMvt8H779mltFJXHiwHD94+TWzjCbmB++/ZpbRFl34+/mnH7z8mFlGP/aD918zy+jwHnm0gj94+TWzjObyB39+zSyjXf3B86+ZZTTAP3j7MbOMhvrCg/P+wfOvmWX08j94+zWzjOkAwkOMwMHzr5llDCY4ePs1swxJB4JDIsLB86+ZZcxYOHj7NbOMqQ3CQ7zDwfOvmWUMjDh4+zWzjBEUwr+oigPnXzPLmH1x8PZrZhnTNISH2I2D518zyxjkcfD2a2YZo0GEhwyRg+cfM8uYSXLw9mtmGVNOhIc4lIPnXzPLkK9y4PZrZhkDWyKPyS4Hz79mljEr5uDt18wyps8IDzE1B8+/ZpYx+Obg/cfMMgbpCA+JOwcvv2aWMcPn4P3XzDKmAgkP8UEHL79mljGQ6OD918xyxRsJCxlIBy+/ZpYxVeng/dfMMuY0CQ+BTgcvv2aWMSLq4P3XzDKGTgn/wqkOXH7NLGPa1cH7r5llzM8SHoK2Dl5+zSxjdNfB+6+ZZQwDEx5Sww5efswsYwrZwfuvmWXMNRP+fgFoBy+/ZpYhUe3A/dfMMka0BS5ZbgcvP2aWkg538P5jZil5c8JDMN3By4+ZpUTdHbz/PbOU6DzhIWPv4OXHzFJS+w7ef8wsJQfw4PnHzFKSBQ/efswsJatQ+JdpeOD8Y2YpIYkHbz9mlhK7KDzkMx48/5hZSuLjwduPmaVkSAoPYZMHz3/PLCW88uDtx8xS4jCFh9zMg+cfM0tJ4jx4+zGzlGxP4SEE9OD5x8wypooeuP2YWUpMqfCQZ3rw/GNmKQmpB28/ZpaSuRp5DGc9eP4xs5S414O3v2eWEh8rPOTMHjz/mFlKcu3B24+ZZYzCFRwicw+ef8wsJYT34O3HzFJifYWH/N+D5x8zS0kUPnj7MbOUjGLhX5bxgcuPmaWEIx+8/5hZStyy8JDLfPDyY2YpSc8H7z9mlpIdLTyETB/8rwcxxlUfvP+YWUoAtvCQlH3w8mNmKdnbB+8/ZpaS5i08xH4fvPyYWcYc8QP3HzNLCSYX/n4J5gcvP2aWkol+8P5jZikp65HHOPaDlx8zSwl4P3j/e2YpgfHCQ7L8wcuPmaVk1R+8/5hZwt+/Z5YFmeqPmSW8/JpZYlj1a2aJadWvmaXx99fMMnuzxN8zSyStv2aWLmv9MbPE3erXzDKjP/oxs8y0If198yB9/TWzRP76a2bpEtgfM0uMsH7NLHP19JO/ZpZ4Yv2aWWaaMH7MLDPa8h8zS5fL/phZIpn9NbNENvtjZol/1q+ZZcbW9MfMMuPc+GNmibT218zSPbZ+zCzx2fo1s8Rr69fMMj/e3fnXEJnd5fHvmSUy3F8zS/fj+rtKYMn1a2aZber0a2ZpPP+aWaLW/TWzRLH7a2Y5vLv+nlni3/VrZmk8/5pZGr9/zSyR9v6aWSLv/TGzdJuvHzNLrL5+zSyJtfo1syx4TPyYWSID/jWzRAr8a2bplmA/ZpZEYP2aWZKD9WtmWdyQ4u+ZJZLhHzNLVMO/ZpbYh/2aWXpk1o+ZZSEx6MfMEmnxr5kl8uIfM0tcxn7NLHEa+zWzHBlbf88sCy0uP2aW6JB/zSzRIv+aWeJI9mtmSR7Xr5mlh3L9mFmiV/41sySe68fM0nD/NbNEuvxrZol8+dfMEhezXzPL4p0zf88syfP6NbPE5czK6352u63q7W+Ev3HGaVWM3tuC/jnOOKfG0vl93btS3MXu1fH6EmeiU6cJJx5pv39+PX0FXuMMNd3jMunWmWjKP2GP96osboXBvgb4+01cWU7SX1WG0nrNW7ey1Dn2pc/kNE304rx889mtToXfD/LxxW3V7leOSnTPc7FQsLvUcf+muVv4CsfjZNaOh2e19vH27zf9pd28EiFXbtog9vR3i2qdV9fQwzmCJXvGefmmxVuYC7+/KQMtu95GCK/fdBkpymP/De7fbHlrfotrxdHVT45v2rzMd8+i0eQ1v52IUftm0UtN7Nhugnf90mwzxl6dl29yvQXJxY3m3jet34qPiF8NktU96cY246FfGd6/SfcWO8PdHjwtTlvweP/3m4w373jtfAr4bu/J+BZSO+/4e09eiaYbvHyT9C3GhtdrjS0NgWYqaeBv7u7bRqUN3r+5+9Z5w8nMyetyrgcf/eJ+eHtKX70Xwn8rgtg1wm4FuWNSExenO8w/HBzA91R/q9DhNa3xnuNF79B3/K0Aqn9BbfD+rQC2wB2OWK1NjFfdM17+fguDyvwv8RgOB761MNjaeecPn9/kF/rDx3nZC4YtvwfbRGRe5O2r4/Hm9VtGuPC2+rXzn3sZsYX98Ke+i7JL+IxXv9/iwuocvW1wpLl7cbFbBpy/tezfapX98bsPye5edKyuA7BN0nJbOD0UrsG/tchNkE5q4/X9W4vshobiBoJ9zrrYD/EmTvD7LVGIwmHKU7jdvhXKbpWA58tWoWlyuz1vv3h0v3vlstst4PYNpzn+kTvSax6vr3tFwwFZ6v7Z4LO2h6fdyQG3b/ta725PQvfRDJXwXugQAGQ3H3dBd9uGudDZTSLwjKGM48wh7TVeXb7lz24zKT6ukVuxuE3G83h9/ZZFeCHl0sa7P9+yaLewOMdTd2JMO/zibTnwrZZwjbnoVYfnb7W0u2Ocp+dp69faM9r8/kODvFdRu8MGbsNKn6soz5jpuTtv3+oquSuJXz4FdVWq3bzj+L3mR8lJrBugFirut+hiWZ+SP2meYLgWXbsvyHlufdZHPN1q9vsPKfNejO3eouKTi9zyej1xEX71SJz3Ig0DLKIqnT/fIm21LTl+50dzIVCyB/VPqfg+7JXb5esme2Dg+Vu57X4o5wVT8smxG37G6+9vRbd7quAciM2n53I/YQoGYYvfSg9FEFXR+fOt9Ha/Fvy92lwisGx6kmPk02syhy7Sp0Hg/C0AdyeY85vOeDgTDAJnB7/3wvDrJoPzeI2vCm5TUL965NZrwUhHmi3L2nj9sxeMX6ca/E33WLcxPUqezGcDHx4Hcx3JNKvjl+Q873Xk1wTnvLrb0eB8Qf4pEAWz1pdfIx3cplhpfFlY7NKwP35v2+tOZoml+mNLruRed35NenArt7t3rz+MNIYRc6/lKH1+d8FLAJ7XcvRr/3Nst0Vbb+NZEM35vZepXwshvDKFWldjn2LP1Xnby1eCd69RTTDi3MvXrz0R/uY5tcK3uLrZTSHlcq9qfZZPKKDzvFe1u/HRsZWt8aCwiGhPfga/92L3652EN5vazc+S+aJ9KePt214E039pddGvHgn5WgR/fZnwdzRDD26L/eqXT6Vfi2Pv7bzxH4HnvTj+ej6dW+nafxYho/N97rVo/tpGwc2WeWPViaO0fYR58r2YZg2Hu1x2/uzF9NeSCn+JDXgX96HSOBL1+/u9pHDV5DzvRfbX7ur88YXB4OVifur83ovvr2UWboPjHI9w025l3IQ4zM+JJCtZ5iXZ8bMX5V83LvytZa7mWBF3n9xjeLrX6t7QW3EtKm56utbqX6Pv4Ixwk9tjcD3j9fdew3/NwnBsj8fkDV5Ioxt8r+19of+MBxdP+7W2/xqR4TYFLWm93sYgm4IYx757rfm9mZlUEud5r/m/JufB7Y9c/HHj1DL9V8d0YXVJQxvBvevFNvx3v3jk9WuDgD7r+vj8GHfWtUHwtV87bm+a3yxH4xkn+kIk6t448BZuT4aEl71x8LV2D16vd/2tibTM5LzuDYWvPRxO0NpYQmEdTwZJcd73RkNxsaRPkXGD3RsNX+u5c5IZn8nxFOf6mzv5zZo12tf7PXjZGw1fW/vk7xweMSX2uQa87g2I3RkPtpr2zFuTkdh+a3He9/4D2fH2kXP5mM/ufYav6d65zYbHGqp4h2FivwJj2jzZbNqHlXzN2wCMJ+iga/vB9/LyPd/h6yL97ACKW9mSwLy4zaLyeP3XXVo8INnXtC2F7tLPasC5zTH6uvI8jEELFrh7A+KzKygeN/u0a73+8vo2+N6AKJhQl+sdr/+6UT8rBLjNA+ocwYlJINfN+delWjwZ2icpLYcu1e2yUGiRuq46n4fkdkTMPlsJzaufUQO8FCvnfXH+QZt8PSZIon0qWkb67dyA+Dwg4LYmKs+6ysse6zwu52t2Ldws5NuAv17Xz16i0Gl1saUwuVW3119/hx7Yz6ICbp9NfurmV/Kb5w69seyH2zPyjvf/emM/+ws4y/M5pSEb4ynz/b+eWRw0HiypwV/L7DbWKPRrJR82BrbPDJ8m+NdJ+3lzwK2spPFbnbs98+BrA8J4J2O5Od8dtp/tB7g9dENOXt9nPLM1dN5yGFExkAN/jbefo0gZLsXXmNEQN3J1nmv415D7uZLAC99O3jz589BCny5HJixKuvOvT/czPCkeLVzfsVTwNJR3PLft69/NbjKEjwr469/9vFQKzWNWNcYoYtzuv+5X30Nf7+fHAi9YQafNE1NR53sTggOlBzs051+/7+f1Aqf96l6Xn+5rPLY99AHjF/PeZf7erw/485EpdKERrtAmZ/B8X+dff/DnRQMfc62F3RTN8d6FyKgn3YIP/rUNfzY3cBJ4nvX2OITnyfc2BOd59sXVcTm7nfhz0Cn0suFZvK4+Uckxfd57ENuBB+zeec/CvfjsBL73IDhytNH5HW/ztR5/5j5wu0Hn0OLRP2k8s29oSc5smxAb7PxrSf6Mg0r3MNtZ2jLbL29j18L416r8mQ8V95m2WdF6/8wWYnb+tTBzIvtSULGg3psQn60RHKHw/F5pcEr+0GJPvTch/LzXppJ29YRF782GzzLJefP8ssFtrZevwXfD8+e6BCZ7pq63x/VrvPrrg87YArIwdLvrtQXx2TnBu9WPa117zr56hH/d0VhCjal4wQ57bzV8VlHOsccfr799w555J9HVewvis5uC356Yvfhzs/p1vnchMp0i2Nc6/7qpPysrOPXgXtzmFf7MDuvtOetHE3D34tdfQpf1Z5Pl3Kp9Wq+32+Vmr4S47L0L8VltwUlML+v32m1X03j/3ZWdhxfkNV7+dWVvEy+wrUz6vM/YHS7+yPYSmrUzUZNoFIzfoVn78wdz/tgXtF5v02yMn+FfE/fnMQa/2Xlal8MkJo3Xf83dLuxwo2n419z9+ZfBbYBteV3/VW5/bo1/Td94oD2P73ziLr63Gz5vNOcMsIt3wuma868Z/PNXg982lR8TMoQstvTI4/2/JvHPow1u48Cd1+upD6wNz9dPnzc4h3XzbsZxlLJ9Xs/2ioPbQzHmgch27F0mDn/utpsr3nzpu1mDcwvc/fzYtmWdf8x3ftbb2LjnBUK/le16V9zr3Sby6+3tg8rXX9/uds6DF/fGHfixG57Zs948y3vP7zWblVzr5dVX9ee9ue37/F7mr1q/leSO+z7v8W0B6I9Ke+ekOvuEzPcb5BH6bAT9ibOBaqy0ky/Bxr0TnsTPidAf6PuaZ5tw9q/f40EfboasinXA+FwOB6ciT46jfX2OgedzSnRuq71x9Y+HPtzHsPZ5LcJJy+jr5d2ntMfw+Pk1wvGTH5PwIdvrfw2/n+cjHM/lvnhJyfffZXj/fCMpBy6xW9d5jXmMlonPe3KUlT732ZPHhvnSVsrQ519ZvEO8pDGME2xpk5ScjmK2LTC99Nkf8q63t9UNf6NUys9E0wvr6y6og6f2Yvauhfgz4vTCzZHL4PS/pNu/21jQPzNPnxg0fwomtynFfJ9vwvAZgvr04n7f8WR5VCib2Me04zMV9ekLftNpcZssvu8xrfmMSX0alK82xp00tPi+Lo3Tps/cFG6Lp3cMdwho35dtA51+Ibjtye9OmcZ9xqmDcyQ/uVeDckwHP/NV5+7PO3lKNxVYZ5ufgavzlufDghjG48xlIvtZwDq2qv+sl9u9gNO1zoc/G1nnhZ3RyRk9aj/m29uJ1nHiwia2b6KVc9r+mdk6t29/LKYSu0mlpHqsCj5DXF9FWN2cIwZrb8/b1lXHZ6oLf4hgXe/PKW8/Vy+fMS/cPr6a1vtz3zGwyeroM/eF31YF23r/q3k2pa6ytj9w8RCbK4/iBGbsTsci7rMY9kVfqnXeg5R6z33WReJnUwx/mIC/kxcmUsda83M69iXrQ7fz4qSNtGMp+7kl+9K3+4n45Om5y3ssiekksLE438fK+nNidl7Z7JzcZg9e5WTl/rk5O789Q2zw7HE0uv5fdtBOs5WGZ1I2i3rSzYXPT9pxKlOggvc06Tzp2KP4PKmLxyQ9ZQ7uF6LsWtKxB/L5WvueyVP6ennxvCLdYPmcsYs75ZAGNDk7pxRi2af53LV9X6fe45TDO1MKu+W6DbT9ucE3Koo6sW/692M36bP4hmcO1he2tUk+N6s+l3Df3OIEcL09sTJXPTbDPqdx3zsj6cMxIeQXG126pfaZlfvWHEKuza2It3Zs2X2G577DR63rk9sqqN1rR3Du/H2e6b6BODZ3J2+eNKQbi9t2fWxP9vxu2i8fcOKuJa1R6OfeY5fzM3R3njE7mpyDYaqb7KJ+pvDObYbyLm7f4NXG7u23G/sZy8OzfRr3up5EKuDg327vZ04Pt3l3G3MjWspeT5/V3eTP4B5uA8UcuS7PWknXeP23K7098n0T+37vMYnwDrenz03pb9P7s9mH263Q2+KZ5Mix6f1tnn9W/cV9wa40ZvMXihWrNuP3jjH9s/qH2dhwjwJ8VQ9+HAcH347/lxbgJwTvtR4SdhyYaMu5wZc34McPNjg9680JD57nD9+xxJdZ4McYLdWyfuvloeN66vHFHvgpiRXrMZGH337GqqcnX3SCn7bYInFsvnvDZM7z1OY7nfniF/w0J9HfsbiNeFc7Tnk8wqH6iXw8LPqSHQbn5MV58Vuo38dh1JcOAc+MQ8/kViN8tiGHWl/CBNyupo3jVtpSrayVR8/MdkYF9KnG129F67BO5PbJ2xdz4dxWqnXxK5H2fJzrfVEZzvme8+T9IYzvODb84jacIxdc72Ml3Ldj5Pjxi+xwblef1/vTFlXacbz5xX7A7RL6vk6yTv2sOx6TftEhcJvMpllk7MG2hdR7H8ewX/wIvKAQ6ZM3+kbLccz7RZjA052ee70/87JajuPiLwbFT5dtfv+u90nEvN/HafQXpQLv2GG9i9u8O1U91P7SWPxs/KUPe3Fy7/txZv4luowzdqS+myOzOc7kCYWhD6weZ/g7LMaxjRHXehsi7vxwPEoEvrwZ5xxxcflk09iK1iccUWoQMmucF3YaJ6+2UExFlAwh9saxrdL9w0zet3/5TCQKJUJ0jnM/HJ08ecy6Ci5C/I4LNKh1f0ZSz+udHqrnCAk+8M7+XZ3cPtchEQq6kJACVNwdtY3VHtyWEi2p7CQECcHZXSlt8sym16uqlhBGBLeVeX/H+7CUv952qGNCoNEQ0+Q0PwVkMPbodhXfhFAkeB/7w05ZG3aV8IRYJZcC2fXWe3GWG49KhL5kJlcUEdW5LvKyue0r+qMQ7eRyJZsQ1ndx9J1ZZUwhHmqooZ6hsR48+UFPVEl5xNTLA/FHVFUhesq5fa/zBmTFcN+uhwiqrRBf5TzRY/hnRF0hgb7G792qsBCB5fyaW2Fw+7z7M65/q8tCjJaL0d5rfpb2cHT0Vn9EuxaSuOA2sg91NNzmy+ker98auJDm5Zo5u+C8fq2tBp+pmdsau5AIBucc8VmcVes1pH1bwxdSxYqbOKd1J/vTkaaGb0kBQzCZCweTXdl6ezbDp8BxCw1DuBncZv73vd6ehfw9hIlbsPjlo7nu8UHyMbHNX3xbIeohQ8Sa6ycZBJ/JG3aF4/Vbbxli2lyfacvs+Sl4pff2k6jbDFFvrvKk5WT9XruRSOcWUWiIi3MRaX7z/NYzqYZ+phbFpSNyjrxaFamGKLrB71FC4XaT+PgSRbAhzg6eaGBY15PxHntUTBsi8dDevs/cDPP4vHq3R5S6IVQP3PvcCiOAD7uKllTwG4L5hkC4vn3x+npHhwiKQ7gfvNxpjV90+PpaIeqVQz5g8e4Vmzf3yRPLJFE9h4RBRNJvytesBNy+VrcfFVV/IYVg++3lfSZmm6J21WaHnEP4/eRey+T2pVEuRPsdshJdKd72g3L5fnlqqiwPeYvwi7xjv/zH9x77W1WhHjIbXdBevMdm8G6LEf9OggA+5D7C7YsdNyz4Lq7UCzL6LziyeMvJO8dYMKd3h0g/ZE+62P+9v4u0xW3NWZsARn6llx3pGQi5loNfY0fAMzBtyv9qR0KIxnTe6phww23J5HOO2NkQ4jWd17kN5lGcvSy+GydCRKdzW/k+47O0+8vGN++ZCo0ZIebTefaNzcFtBdhS1QaPHRTqlFPdNKnvtNzaPBKiRuHNxSOTZ7tP+9GEEuJKi3eS2PO83v8qyQtf6HAJiadgBup5kWwYFt/niA00ITW1eMfIc486b9zm7NfRhxOCV71tp5Qx+Yfb3+Fn6rHN58tuBTd7uvN6dxvcWJhIt1CIf4Xf132PKRMmha+f6cZepJAg671Lj60bn8Vt1J7NSKvVKYTQemdUH9oyx6WMoSg0TIUcW++7slnmmCvAEVI+2o/lWbg2kD6jH2v3b4WMXOd3nUPd4+a0PpuM7WEhZ9c5J/rrfdBJeVUK7Wchq9d5mjthnutrI10+2thC3q9zm12vt2daeI2X7y65EBkMt8E7j6KHT6ZNNp7x+t1tF2KHvTuv53WnuWnU08av3d18IboYjjJ+TCKM2xTF5bixWTDEH8Mv5lLr/RNNAaNHcfUcfgHKs0Oxj4nag5Q/vddomNwdjSGDGW532phUY1JqI8Uz+ih3X2SIcfb+SpspjlqL2ak9m230Ue6+yxAF7X2a9lSNugRndjBev/s6Q5y094Has182tzE539ofGiKpvc/UbsJRsx9kmJdrsGP/aYi19nZVW+7Pe9/bdN7ZDrvbWEM09miHbWNHafDSzjZZj9ems61ru22I3XZuq/eBL1+l3NqzG4K7vcfXFmbv4oy8OX/9wCH4G9YePGEnv9PlVSC2FIfwcG9BZhn6Tm6fMrnq0rIcAsjhmTrn3wjuv0iVi7ZEfxnm4Gvs0g1MCWMgjZ3VIQbdO7HtA2uL3+w4Je3cDlHq8MZMeL2/zVb6fJ/dAR7i2L1j/KUJc/KLdu1HO8lDpLt3nneb3z2L29XURzvSQyy8d7BbIRiD3fBwfpjKx872EC3vnfBWN8r6vWWKimKHfIin94Z6u7Pm50CR776bFxrtQ8I9uOQ0DtnhVi3o95V+fbjN8bwpiWaJq80ZPpxW0Fv7/uH2HWaqefQJcM5BT508PaPKd9oNCyJ28RuA2wpl3G1s9/ShvU04dz/V5xzRt8A5cvw0eBstCWCb8+bT/sC5fcrjKpGBj/UVPuL2Im/vDy4KcB6EPF5v04Zc19UUmwz70xzcGOAIQPrkdKqsq0SEWQ5Xh9Q9QuZhVwp+lblo73gR3368Et0h4HY/vuxKFbao7fNLkzfOF28xmQDfLxvfju3hmJNz1zXR+6NeFfBsHya7UvQ5cLK7fq3NHS5qR/S8gNt09WZXij4Hm1PMe9+Ffz7tiN4ZcP4tlc/7Ga4+pi9wNv+SenAkVzDRT+Tchp7rXe9z2zzyzerlAUfi4DcnDQ3pHpt58Ntu1CKWIMmlSjZOlOEgYhX5Wm9z2f9iqyY6iyRkevZxsm6ke4HVTVnc7mwma9GhBF5ZXRZ1NHE+TtrAzC7X23CDsYqIxijOaed/BmdZXyfnw39eNViB29KrzfexBWWeIy1dvdX3HKNRSxpSpe5/LlWz1LG8QJQEHq/fhi/wytbB7Rxp+phJdN+mGo9iMI6BW20bdw+2oXdeb8P+w3j1tp8B26iC+wM8Nfvv8S7s2tuk6P0jNjZwXBHZmKIZoQ41UHLl0Z39VvvMcJILjy5Xr9OLcF+lrHevV/WNjuipA7di3u7hqcMx2jtxpk/ssOaBp9lcQstBSnP2j8LIFlhei4PFT0JJZB8lsx2aC14cHxbPNrEer99WQXB7iX9oNBf4xvjkTEzbYTmUXNjskyOaCziobAvbGp/BOjoXwe1jLc/gNlecC0d48f6xaICU0BFZwaOUuWFSHzsRHlPS/QQx+ijBmxV3KlP0XXLeusuT4XYDtfU+t02IWUZE/ybnVmjYrIJfz7A6gLNj1m6xgQL7HGe8DeZfY4x1uZCt4Kq6STlHDe4Y0eH4bJofy6dc1ZQqeUZMY1cFntz7YXLOu6+q5lZwGyd5BjDDeu933mmuC3q9+TiaZMHZZu7DPKvb6uhZnLku06xotpXQBdmIlcf7cFY+JrLogtihzGraBe+IGcb7FJphy+RtLBei91fyiJ6h6MArzD6ne7198abb6CCWXP2DwM0Nx2zsv9Z72//4Nl40IkuIfNhVfIZxmf1RYyMCXl6fbEdDM3hnZ2m8v62R55odnlyPE2zRoHY7+RQCjX/J45AdfuNBkNVdDc55kH/CNIb6Ltfk9fbT3ujSlrzbxlef0dRtYJuw5MnL6H1PqHbe7rU8msM5t0+4Oa5MzZ6JKwaeTT3mnON0N35t6XMjDDEPG5KPWtUlF/M0X4dkr+p1jESIeVLxA6ZoeQe3J7z65dxsEz2TM+25XegRrfOc24fM3hPclgdjmHbZTnMBSLTgg3Nk7GPL7S4qz3p/eyQvv85g5Qc38FKUXLZvj8ziiU2jJo6A4IuRdFwmC8V5GyO8S94HHY0F4TY582ks8vzu+0qD95vnUw0K4Qh0p0GhTQiva/N0+4wjGh3CbTys9/i99+3uGINnm7fUooaJcCsi7R3cBoU+70H6Mh9vjIvGi6n5fGU85X58f42CBc+ugxIDRzhNmO/we3yfcdTu2GZPlMnoAwkvT/aZDnL7h07Vxft4boOdJJgpWKtqP+ncPuVnvL09/WnehAjs7N551MYSbmsv35SGV448J2/P4zOO4IbpuI49CnBZu2FIa2x48ycxmGo6T6NPL7uIJz3r19p7V//wgzknnOHrGb+2UgLX5TBj7kVNPhP6GmwaXue2Th4rUIQ0TI2zeoXCybDwR8V3B/J+m0qTF782eI7Cb1ZSzfnTZnlj/vHMFy/fUqgtr9xJCil/TXMqTNrh8/o2R7Q/TdUX83R2wFkjp4ltadOYXUUX1eQimss7J7OfX7Vx29NCjRdY/yNurHAbDd/x8uuauxzQq/q5TfR0hdsd4Y3myaOHSl/vkqgtj3rDJjQxVkjTeB/7m/oYFOA0Mr/qMQu3KXHhdsWTlqaKzfPFACRetWmqYpjouLetzePS5sPjLHrewm3awA5CtMh1XGmHGJw+ujz5ZXMkPvtotes8+T6X87y2whDFXM1nHMGxF2wfjrf6ga+1E+bal8dljNH413lm3uU8v9fYn3Dpy5VaV//g5NKX7D20NAT0NndRkb7k5P0s0YcYbosuVyfREICP/fi1KO+KK/6inzHcFl2VkZGGACs51+KNdtmqvshwe7F3WyX2HvJoOYHbAOIdLdFfGW6rq2e8jd0r85i9+kzAO1qiTXNyLUv3k0k6BeyhHgNsHec7DLzR7hluy3vfq/ZOgWfO/AmVpT8wqW00vNrHybYUnQK9DFm8c16U1H4abour228q796dS3ZEK++wEVoW1jA2bN7BEqZ96xovem1utcFOKFZqcSkDttls0fTFbRbtf1Ow04bb4srVu26/Xa/n+bgveKMtN9yqie9yRBtv58iXnsGv6x4LVaQpdTS6RDtw5wzazTlCrMmRptT5NttVHEzRKOPXXjZTHMtyNChWQ1jeR3dy52W04tNWQNPFM7nNGsbHE1zO4ezjlMFt1f+MKuYqFNcwR7P05KHMPjHyZoN9o1G+c1LH9VRHwE4er872Z7fFO9X4EeN2sA3SGDHg886565gdeqC0zUK6+r/DWWuyyKHV4CFScXK2hSjA0UcebrWSYRiOgj4vbqtXn25EP/pUvRz7AWoqw+AuT/5Y9X6r+trD7Zc1tiy8BeEts84gvbOHtao/PpxNKGaxKfuG57swYpqmNvtwW1u9PqZlKtd1r19rX1otr9r1J6QjbRx2pzx8GO7FOajMavsPx0nzahoTMHh1GYbzq48KjzfWddVX0waSS0ryzZIU3rx9fXAUZ8w3QmiB4zKsSMA2+IxpDgqRG7mrZh9Y3WLV1cfLG09enti+wOaPSYhQgKMbZjsKbvV1TPbcCrV7L0uMYnCeEGIOfvWxV4fjqU2E3nE1O9EBjrqA3Sh6FuxWb+ttmM36HxuSIeCXPeTsRnkvwzOKJPKQK3snS8iXAPdnLGvpZGAh1CZv7AalPxJTAfc+cmi53btr0NsenvHinXUBzrhGvs5tcp6fzVMf842QmQG3qaObSdHgkObdgdyDm+bV6A04rYPsRdHgcHkf0ODs9lVN8ADbbUs19sQPKwzzT6JaZqYqkgQCL1gMlZEcsr5t9gQuL+MxTwRuN+j9jnfBi/ZaF3lZLW73+Xra53DIOn9r817X96+rRwTyzrexQl/ehW1l6q0a+tk0F07Vdn7EiECYq4+v5GHbe3Grs62dXyEb/uWp521Au89b5k353U3NxzA2wLxfJs9hFCdIfLCe815t3kp99/Oep+rOSYjL+edCww1MbXn8no+UVV1bxuRyPpqcsLRRBeQJx9/y8R68lHyOOx9Z9iMyXf8ygNxDMliOYQhn0zw6Bhi1bPKY12/FUspnYnGUQ5Niw+jbj1Hxdv2tmwfK6IomxeZK49ey75LXxdt/jdoQB2+cULEseI8agFSFheZZS+DlHR+mmyM9aV2+rdNcriW1alikeuOo1DycTq0K5Fk7bfI9Nt7cAbX50yw1FdGLrbF94hlKM5oXu5g5q/gqPJy23Ta4TaqvdTk2G3RLNJk+DFdVN6aQWQg8jU0wn7Vcua/Xl4etjGOWg0jGLrr2Y7Z0uxLSDU5l0jXEM6P4uLvEdz0M9qUdkzpENbYwa+WYBN4+SfMuX1pRbY02n4mCs1Av5ZhkorZJ3df8MllFbYMS7Q0TXqQ2T65j7m33xHpMRuBp7sdcGgUOa8p8zMlR4GDk8sy5/Z3v/HFvtZM5P9Kc+/buc1k7uGmr92/LCuR2Uaar05Kfos6TZVfs1Jr7scLBtLUl9xSUlRKaHTcb/KMrLtfyjMPE5PZveVYxzoOSO5bKiu4eOz5prEe/hSE8jR1nWsj7OwVYNw9xdoesuO5099fHK4QsX7F5tfVfGQvGbxkMb0+Zv/alj2m9fXlfN0iW1TScGjhW99+qHFtY9mcdV9+kmNQGOp8UxTW/C4XqM9f8394BZrHZZ066B4FQyOrGNTZKWJ+PNRQ8N/chkh0O99PObpopOyW3j8Ouy/QNlzI3FO/RMf/2YyMGxRFt1K/u57jg6PH2TdkTcjvw5jNP9pD6nqQxQb5drSB7TgiR6PzOx9aVu8tW72WRLTAXKPl2nvPXz8IHTyyhnmOLDYFSH4YPcacObGOU7/7m4Tw2/lq85uyS+7ERiHIJE7VzQxHl0uubTboBCcdmLzm3xck8DEHRZMv1Kx37m/DLxyjZJb396G9skxYmO/McDX49Y9cs7sLiJM+98xy7ubd3w7pzq+wK419rN9XcdW4eT7x49mWIbDq7MMpPNXTzGl9bu6dWKs5TRlf64M1bDOLeOHopK8O9HFvs2NreNvHJx1Y9eim7p3zvmkozPaac2yj1nEcB2N0idanHkQI6qjbUuHI0Abd7yrdbPZjw2u9v08vsX2I8+XB/3Pvp7ThAgVP4xoELevS6rod+h7cfBzTorqzuzdOl7zwHf1y7Id/7OBeCNxcNu4VUv8aXWNzNw83T46lT8YWIC9Hk7Ar9Vh5rTBywOoqAxdlF68fZGLou/CTOIza0XfYl+s0QD+rQdj0onwZ/72u9DZ32+TwGLN7J1+7zOBHJl43orAI5lvR9ls3rVcc54HdciRSMzVt+bTz29BSM5vo9OT5FC/YO22yOW+22Tuv32pu7tEROZ9GI1dEIFQ95kYhNN0k5Ky7uOTI+tQcZQJ3fim+K+m6gnEUjHesFN3U9u4bbPfWMg/cyJm6D2xDtk0E5GsevF6eAcWT+nbAjKbNFbx78O6iH29iax9k4bp3vun628Vo7hABwHGNPQQEStFxHXAYuIm7xNjntD/UQLOD7i798O3QPSNPSWGdF+UTxPsQ+dQ8u2e6L23da70OcgWLNRjYeURF54Ptrd1UfkhOrWcO5a/Ay9FNRQlKGVf59SlHwA+bYtx6SFiRuOG4V58j2Pl6HJDIqZlC+2SBRy6G8cZtg7+IW/Q6Y5uvJu8vbBr8wR+qHDgj7YPue70NOBPbeUzDDY5qURIzaVKtURqMAN5pInoo7RQ6RTpROwZsXBpdapbpuwOoj+vse0iwX1b1D6RYlXnBbxaehaMPY61l/k91dz1SifRKy4muEQ4eG1g7x+XvI2TAg5u4YMreKBO9ePKf8nHI5NHjZm7JEdYcvMRZ491DpsU/5bp59a0hUffxjm2P1+xAHYk18F5+ricaQa2BjeGgVK6b56/dSK550aBj9b7n9eFO0kPztHlN8aCed3zmlqbV8RnIPnE7vemoz+Wj7OGWLEs/iKcJuSclzRMvv4vaEX8+RsQS/UHinQ4mK9O/x1Y4IWl0R+PjQCL+nGzX8YZs9H4JZFIE2iWvpEN7C7Y6qI2LJCuYzli/wa3hPirCX2/R63TBJBMJ+W0+BcNQZ8xgQwDOExmxPj3UH3CYbaeQgfTpmlIX29N+nHprHrLzv1ENzsL/fP+P7m/58WmvUhpwXHhlLcBuzfe9TVN/jgXdHQ2Yl6c3v5jzDp3q8uEeenxaJCr3QdvH4/ruo2Z17szOYc4E2cWv+NatY3j2XfYagovsy2va8weNiMy+3dTl3H7pMEfXjuUwiRz2aAxhUbXC+nqPHwAfb2dngh+F9fpxIA2dmRuhgKC4NdHWdNEK4ytH+gNFogTP2uprL1nDe/BL7LKgINsOa/Rdfv8YQP+Z89n24c3P2LC9WczYqjDUNPI2hV9pKqFD0ox3pSHDCLt4821mmK5LzPNRN0v5CBbTn4T7baNzS2d60H203VFgXtfwZMUjeDzA5popnWw/ySgQ3moOUhtXz0WDk8M6zrYmuszm/YtHJZt7Rv+QG0M/oMIptUHCk5zPt6KGST977EAhImxWTkv6MUJ/YrYUYkwzupk1fYAJIZo8Y0uRn8ps9sufoKUOkSTdvO3rT3C+6euwa24DoGNbllGvkWMXGN6Zg9oVc+Wigw0faJvystqURj6nck0foGNaTzMAW99Sso9HPpoRv9smn9AuOGaQfWrAjzBfYF3cd9NGOiO80s6t2tC/6DPV1ray0QbrxtBeC2w0i0vjswRx/VO2xdMXo5du60qnJfNkmV7kfHZ/O7VZ/Jmdkmtz+bF9ZSEfp8Klu7Uglck4D+uxwTbM1mmk9zQNn4ys+1bSvl6N/luUBn+zZh+v+1Q8iZOd0TdbJWT+U0RT8dfmyKkHeMFqUv2ZhX63UkXVGc3GeHeiuSX39cEiakeFohkcz8u5pzt4m4qoN6Yxm8TRFjHCbrVzr7WkuT0f8UPJFGBKAP9rBPfyuRwqaO2lcfX0MiXO52SG+l5ks8kb7hTSUI221QuPeMbExnbUic+HBMQqeXyL22GW4LMTGdySvDKz5aKBnjWo3T+urD3+kyEzuhwjSn+++2W+bwUFfn7/7Zlc3pY52Ab40Tp6mxlmw3e33ennho+2HGwEr7D7TJaKrAb7ZNgV68+GOAGfHd7gUNJpT1++1aeo1+ee+gKf2O2a+YuKQfdvZA9j8KD6NuEq4zVI9SFBMIrI3v9Z+eE2wAeEHKIdnhVtw55HJkZkCXWW9DZXhfg7vC6y58xgfxUPDxblu+oQGYu6YAmfjV/TnwK67DHtPMflwyW7zgDQxC8k0aNuEcvh52Fxndk3C7+Sm1GJFwhbPPZo7xNLEDbtvP+dwa5Q6XH4GH5YDYpnCFpJNvaYjy2e94kbe5W8HF3hKdf7e3v2IZ/BG8/NzOMQg/u33M31vPqOZ7KEw4/dGwxp4e9zt1bU/eQ2PnKrZX9nVD8d32KonvyEtet9rrGnYqXvGe/i2UprQSmOanj1tJH8Nbl9bnu/N9ur8nXxQtyetuTdPTm3xCzevGRtUOK1wzhTh8Sw0OI9em7zS8jG9f2xRPMozUtjH13XgimHkxNc9KpBzUgWdI23t3n3l/F2X47OqkSbGt1DW5Wc2EH0nz/mT5qiAnDV5UJxYEWX2Ep6RDwYnhMs5PhN1WguhyZ9PVUI5O/K72Ie8clkvt2t552VuZyR4Ycdu/NqXU/c6eU42SX3UeAl+IdUaflLJe3icX0xS3cc/GjjBH2bBw2eKg5Q0MTZAb1V/KOf26fThJ8WqZN6A3lea78GX/VRyq+dn5G65LP9eOBFhNC5+m1s5z2OrYCgC23hsE7tiZQRp4etT+1ibw+2D9cc2mGrBbT3mG2coFGt/x4cMt4J1DZOvbdoFZ0oxzcIYre71e21a6htn0RQMnupwvK4jy2tMLxKbw7XM69ymY4kjrZRGApYHC7cxrHE09rZ7Xv82NYO3YYhHZBPfcp8YT/RreLJdzzMFufA0cn2ilxocEfD0WKMSjRGfg8B7tEEjP71XbwMHijZhvKdX2966SO4pMqKo8JZ6rjGB5sCSXojs3P6Ma0xBXUuZVlSUTYHK/Fo8f+yp4zq3p1zi/NT+3Ok1h7/VvH42ENuKf2q4VLyTVzyUxvtvL7vkLsrFA2lctXs/Zb0/dt/z73po+xuvr77z9o7r8TssLX7X4Y70OeuBbV3tKUyeRpXf+bExhA5v+2jc5zyNgLCXXdo59U2M4W+ZoVPbF9B5qit0avsLJvdQ9h766EYIztxh4+1fjPDz5nMACG6H8GQ3gIeHBNdE5zTdFnVfhJM+NsOitomjc/tS3ACVBdcS56AnsOllPkwi4cj3W1erSeck7t6fWyUM2WGp09myTqk//B7i5uiECW8uEoh+mk5tHnA1teWE23+uUCj2Tfu6Eprdpp/mtv2Es6Zxu+hgHwqn9WHanG4bUueX756InSk8e2zY4PfsAADnnqZr6XZLhdPkkF91V4WTUZUf9Wh1XkfiKY0kl2/2TU4f+S0WsAkpKN9yVSdZOLs0XQ1pHadhn9Hcl3rWJVeIpuewu3XM51HUNhfuE+BH3XfTEI6O5Cq+hjVlhzNlv9XcF34/I6ImWAQ7JvD0sBqG4/B1PWpY7Dz7xNX509rmueXhIR0MkeGstW4NbXJM9HNTc2b4hXx2+CE/dF6vt7nQXyX1fk7JxRvDljd4SCd30maEUM9p54iJh7e0fThzBCFeoPnsM1paw8lHKeqMDW72/VyPGmzDUQP0adTd+tXuze9n+o9vA2/n9lD3I20JfqODe9VPPLlRt3fnR1tyx/bAD5dxtEV1XSUy+7eo67lzDhuHS/p2T4f7rtsfMWF3bPdxGybsjMX7Q7AxyINYose782vI2aNXfHJ78P5OD/llOQ9+sAEfBvh2388FgWtwR8BT8LMH9z6yJqMvvvPLd9mjvX5yae5MQgt2/M7t45gpTA8JIuttSDiu4+233T+c/s3UNTbAOcEbSeMH4OUpng4GZwTe3OpseTTeAG4zdtfTxJgEeKKdImncgnO7j9sIheCENa+Px+qTbz2HNAcw69fryIRIyfchn/fIloDb0OKaKDrCbcyZ9wKyzKdeR3YFHElUapqBAScQs45Mjgs//nfyOvrkYsQG2K7N08Tofh/WDIPjYNVejfCA21PrZpJ017OBsC7nIs/+0YiQhFyYUWpEh9hUeLi5J9fEvh7aFgNI4I2UlcFJu342r246IQEn8JtT/DQDUUjOXLy4A6YEpcDxc+8StwK1pXnb4Sz3GETcD/3x/vAY5pLcEP32Tdruwr1pQojxOV1RTcNinNuHfI/fykc/7hEM0SlMr4bRwJEpvyMCJ5W5/LlwUcvunRWjbuDINu4RgcPWw9hwuNghG2mqMUknXQxNI6wA34o3j0kUGAHYEZ8E79PCmrwfK9rv5gieuuYAwa3o+RZTzBOCe27yOzlLucnxeMqvxhU5rz4tdt4R/E/OfmnNGofk3D7lZ8QwWVlK85ZqyF3Hu7S1eWOwc/+NLCdbm/QxU8Um/XYLKfizN3WwSbfP2CNnfAd7GPvD7zxMTrFO2Zs9lxsS+6ZrZweb5eTinJsOnvdmDz7pt3u94uSSOHl2zKy/tjTe/t57QJe3ZCO/hDdWWuv1K8QVvveA8ERnWOjOn70HBK/3szhx523yUofbfceAfu0NwW3l69FVNNU/ua3rYY/BP3sP7Jt7Q+6W/o7ILFftv2M+ed10EfgmcPeNzblnhF26PduTu9jwnpxrm7+37b0k43UYfHcMtdM8Qb1uX7bkwZ+1lYRZuk21PTCLnfNnRGvDs93iPrQ/fiw/tksukqOs8nXnmGXNB45ZrAfVOt/7HxfT0nskZvEI33XMhuE2Ns73uff+x+XyXl97YsK09zngaWQHwNlzy5MTwFrG65+90XFx0DWcpDuHugS7TI5q1ksohpBzQgmerqLd6/8zCj126U8ZcUgo0NZOx4WY3SeCWFfhUDZpnw3cOF3t/QxM1O2z9FvZtzDSqDRuop5HWBSD/NrPwCz97SNJy4pCma144DnzAu/tjMvbqj1I63GD2ZbW22Bfy9/6eIvw3M7AQz2NzoHn8tb1+SH42ar3qMD3dgZe6XyCj/N770/A0fZl5zaw51HPL29rcIEQ3mZ7HwLufVMP7i02q1qUOdA9Xv3sXQV3UC/+4TxMEFzgOjgbMNyZ7su2dg9wUCfyoztP7Ae1ye0bZDTC3m1tBlxcWPccrYfLqtf8rWyQDbch3OP2ZsB1eUIZo8iDiIkduMWvkTyMO93eDcBA3T7je3CbctRZaGhkqcU/Gz7uuUvwui1eYY35oKWduwRgpClp4mc4DrxuisdI96CjnlsEUPt42VEAk4L3DIyAnM0xfP7WxsHrN6h3SIBpkrwHLjiKjN/Y13YCjur3aAwAo+ifb4Kj8jNe/a5NBozT7cNldYlxYfK/wLGtPtxtBZvDtcVg2P6ayz9CzhLaMI93N/XHEwwwUVwbD5ip05ucHdvAMcTLeKk3dzQA+52CX3p759tiUZXn22a2tMbb9rUX8Y7jQcYprCLXZgQYS/TxalvLja4wLNT5Gnm196+OLQoc1PmK+sDVZ+dv9xwkxooH/4u5PYF/+n15hBb4GXpcXNKfx60q3Chz7lm8KAlHhN5DP26pC7Oj7R+R+3WMnQy80+0DZdbyMAtJY8v8bZ5YOF/9rv0NvNOJ1+D6RpBHma+2ZzT7TUYlm9sbLwtTH0jAmebuNHH2vu1nmNP6s4dtus3Z03gPz557J54TbPDaCXldVuXr04f5x3jyoE9xdyRozXl81NUdlJ7xHu/aBgHbUshvdoR72BUPTPIh2xGYtq7dkZedv/6y2HwQCbvvkWMrU94M6Y6wc3PkZQLg23RgW3OODmxM1Ontbo7r2jLBQz25j6eb05brnm995fHNtHE46h+Ixyh5hBYOt++cZoKv/8fZu/RqsyzbWf31K2YTJNY+lffMhhu2DJYs0QCORAMhZPluYYNtCf4+8YzIqsqoNY0Q+8jS3o/rq1lvXTIjI2OMkBgCP9w7h4J5eu7qn4WrbprejgzvdK1mi3vtemZlqRfKYAGLZS/hQt8Y49jq+M63YJDOL/Gj251uAdtNbX50w6hHz0uJI9V2YSp8J1uW9FOX3gXt0fsqD9d0TEyK8NopGHmme5Xc5FNbewDx8jASifge34mZpTSRNnwnvgvDcwkYplOWW4XLnZbBL70vbXRiwjzryvtodho0MpOt3ska3NKz96KbrE3UvFSYCoLlVzLuFM5CNuOtieZUNl7BF9iuOm98Z3BwSq/ep2JSCDHTuDGNGIbj8VyILceqH1vurM6iqmqqngi8+n7L5KCqRhq4Z985nUWrR2YcaEfZmJ3aaM66U8bcO88DpU3VFEZxrNkaf/QxRvOj1539WbQ/WyphwCXcZgIfLdCduDTXcLqTQrim5y4ZMh7kV9+nSNSfTYd3Rghv9On1bfib24CjZTeYXMXGd55oyQBOFpT8155debaUupbzJf/1Th/xLy/5rRX9mZ0lwi/dbirTF3hdvjwS7nrm36NZara/nLvspuefC7SfIM/1z6+0cFJW7+FGEYct/yDPu+3y1r88Mur5mordeL44Ld0nQaabPi8DknJProY3ighlz93H23dJLLHS5w3GemaqqDd8BkQzS5Xy4VsCp9o/3yO/143rwkdN+mRo5/QcGKA57eHiHVyQZ/Wh+fgcocB/Hc7YplRL3zgmgrPcjsO4eqlnxxifsfnyyW99hnfwlfdI/s4R7IB2LVPCRANOsvgNsxUbOUO16OeMB3WLizA9quQm7Qn5nWMveWX2zzSNIWHzIfGc61kGTB9czoABfKk6K0QdfOD5ukOUJ3JBo539jpzBz+XagU8AJVmT3BVCuEVdkdzw3nCN+jmJsBXvsZO2f9+F+XKNYaBaEVRtEp2x5PReg/0TkE6Po0eOUS0YH/MaQ2OwLad6j/G1sCpSzxAdSuKoxIAeTPewEdcFwkkFL+fyAmyrjr2muRcpolffa45npTO1Xai837lgEvZ05rnqYkynaCv9hMWbcLmKr92etR6Y//ii61kyClf1/jxXnsKXtGnn+hU8mjonnMtgYW/sfiyloZ31X1iQi16eaz2W9ZqgqrQeZ3YAXKc21s9kgvAlo88zJwEu7ntypjbUxEJbyGeCBGpftJK4R5YFTLKkxmQNg7T99DZizkdjd1bB65k6AvfdBnzIfvA+90CsWWJiCmyLp9JjHgtsc3pOMR0GJiE4YlINfEkCEXJzwkktDM8UH5PLKk3Nnd9Eoaac3ncy80k2+kxUd8/0J2cJHlVrlDP1Ce4yUwuZUuE6do/yJ+EqvJvYP0lboH1t7ZP7FU69fjLIYDuxTnIkooVLqZ989lRV7d1s/E6Ki1bJ9c4MurAEjyERr9Crpd2q+8nng9mlqHFbQLhon+zcXQBfyATiJoXwJSu4c6uDaR8pe4s7I+q3UuR4fW6wKEh48LMfA+476f3u3qg5y5J2+twDApf9I48tIzB1176TRDeRfF9IsqdXfsLGE9j+e3L87F/NJSu26ttUz3YX2IaJ0eLuGNgm5zXjJhvYzsyUd+7Jge3tV/vgYwcPbIerNuDY8ANTYTTDrqHoboR77DGC8/R6gWNLUri0kePOJpgbP+M+6PQOTDnFbVNhuUGEzdepbre+bX9s1QonWSSdO7taQIzRPxvBwqXubeZnPxnMjDDC7rNo3XvPz1a14svn2GfDW1geh+f2+JQW89tIWfRSwHDuyYMbufKwgw8lCKhxv18dg+QzGcoGwNlTCWeVgRoJuVvAWZQwaSIoR7lQwgCeu6cuq+i07uAA/4p9kqdAAkz36hbrKcDNb8hRfQHF6qrGGg5w8YKdo+ADiof5COUhU2Xi8gA7i0zAtkiYn5qUqbZd6cqxhEUYe4ZYCAOeQ6WGZ92MsO5ZKLPRmmJIwnxW5QiX/O2568vipSbiRy2QcJVk9SwcEr40KN61R6DWvQv5UaYk7DKis6ppKscvMcVZHCWc1THxrKUCF8++naVXwlnW7melFji7S+dZ8AWmyqLE8jDhrMd4VpOBL+8eepSkTbW2UlL5KGyD2nc2ayynm2o2q/fmrNYD22dUVywSBNc6d3HcdYSJV6WjsONaxz1g20grI+mz8BGcqtd/HvWTYDReJZZhsr60qHe3Zn2qOcHTdTdnUSiYF6fEmlMtUlsdsXAVaoNd+ZS/Cnst7lFDqwSOZsGzElc0lW9BL9g+5btz6RM8TmUpUgqF2tA8vOXwUe4t7DHHWR0OTrtm9ygmF/ZWkkdJuug1d8X7U8EOvtwt4ix4F06KOc66+bnb0HzK7IVT2z05n2p9MCVmORb3g4fcU08pgGiW8cupJgBTCJqi+EC91posQE4NAxhL9h4lD+BStedyCiTANkLskzw6C+Fr7uaXjyxDeJatEnnUHTp3k+j9FIPoSlRKeEpHRId3230FKPoxpaqM9ZCreJ85Nc871S26I0V+s6dIRtgn2FNT47dVuwanNEe4z7tl5BMl8sSIHqPuR7jWLSt65EPCQ3Vgp9rI3wbXcx6ipembOasGiZPoUC/NUxA1fbRqUVYlmrUPcKqwhJtL1A4xl/BMX+2Xfwjes+2Qignb0+1RcOYfkzRApz5N2N7sHmVu+lDVyyeo4oSz6qAPDZ1ok3D8FOL5GDD2wY9uTwPGlXVXD5mfsL2WPaoFhWWtfUoLRafyW6dC0Ueuq0U9o2i9ro/8UXjgSRlElBopvaHRqbkU9pf1UG6KDm/Jeeg8NTQnl9IeslAfsbXfdKpLhZdy1qcYVcN+Vd3PqWkVnt5n8JW/auqwaDpFsaywS/dPza3mnybRzSnR9dlKL+Uh6BWdqmM4dcGa8WzdPqKMWPNjlWHKqUYGlyxzz1O8fEyysnIa43owLk9RAq0J/OrpI6QWnrKeO2TXUPpztCjeVmxQZbFxar0VSVyy9D6l4cIjbQV4OuLBa5Vrd2NbRzxI85McVe0KaIoM/E4RvLB6gATNvKKiIuXAKb0XHrK/O5X6irjci2Nr+kVa2i3Y2hkN5u35cLgIeCAnnf/hRSCKQiZaFwhP2UydTgcKHenBEA0ThKs3cTr8FYT73H3T0hkM4mHYoqmDB7HX7jo2jmgQFctuOtbeaDDRySBH3wnhpcXdaV+hSNqNvk+3C4+7laY8zTGmq3hntNgQ1QI/OHIo0rcwfUYDD2F7r3L0AZluA1+jaYjo8h5Vh/eILzm8PdvrVCLarq+rifD0pmSHOYoWOUm2mqeXijDljtGSRXhe++h85Awpx909tK43Z2gLHG9reHjGCFPtFx1mtGSr0hGcRjXCc8p25bC1mbtYc0QXHOGldd/ppaOlY5Ue87Te8YXm1Vt06hFmKy0a/mixWvtuAXUdyUG7KuVyDpchKIKnGT2JhC3QTNHC6FhMo87H9ue+Pnb3UzRI0orcw9XTT4n1Ox0HarRl0rLezWlPFyfhpV9zmj4pN9C1YXJ6RymT4JsSp9WU8JSg7XSsUjqiENyc/laiNsal6IaljEbRPHiaagmPXmv04FJaRONdsOwSbnoBT+cv4aUqt9MoTHkYyZ6C3Ziw/fYe3cmEcfyOZmbK/Hi/t9MTTbhF/zSxqXbXpwkbGBOPFD3bhEvpNVq8CTe1VT+d4oRxso/GcpOUl33sJfrTCRc1Ojjt7IRbl1Xh4X4n7PvCp4neVPLNH+ThuSesVgKnQ9/0yJp3+PT5E7YhbUZbQOHdBuQwFwTTvbNFL0LhXOeM1oXC9eN/KNjvdi3jTA1amN57NF0EF7kNnRaNokWrttPRUdibRh++kKLezPx0kQTX3eylHYnBSh+iHp0r5/ICnBqNLoW7KtlOv8ypDK83knrdNUVdKn56cYJHlfDptPQEU05UogPolPd2TTkaiU4SOJc2907f0SmzdH26p00pWCVn0et0vilyMGrg/SPpinW16Jg61RvdXaYP41UwTZw/bUaEZ6k5uLpC6bpRozcsmIm6RytZYd95OB1pp/YS0oj+taI2a3/sbsH2Vq+Pa65wXrudRzqCwaYN1GjJ6+dWp8fT2Ve4yeXuNAIWziqOvK2E9UuW6t1P12HhLrnsaVIsXLSjcXod6+YtueSd1sh+T5X3PR2Whd076jRk1nMZGsVP/2ZhWVEHG2g981l7ja7R/ipI1XyaT+vFoUVksKoWTfL4OY2tz5ePTtfyKtlvcJWi9rTN1keT1a72dNn2wcK9hg+zbh/1pag/vb01Dfa1+yzMI0wk1Sxr7MNQ/IgM0Kfdvb886FAy57QlV/hzKXVxuph7+Ci91GmGPpXPdQ/z1zl9KrlaUor+62CezYh27fNds4HTO6ziiZtKNH33xW3eR19nMtGOyZ+2CJ5oU/7tMKxXsklzcLC3B1OyV6MZPlU67Bo5rbiYbmqv86zRaV8Fb6N/mxZMttjb3M0G+pFj7AXLvtgNgAIgpsQUmweAW5M/0eX7+/fBda3dOeA6Mo8WwKsV4aUs2pN5rF1Jm4vGzG/iETNvCtdQB72JR16b6TQfiUdbvDJhgK8j8WivhgIltD5p9+SkutA+FUbyC3ObNx9JGrv60f3IR+LGQzLikv3Ak49MFGT7SfKRj7R1Iu02wdeRj7zmVC891DlHPpJlBaE6+pxa0p2PtN8gKd0l280nTcmuMCtFVDhPXDoksGPxjdjmjkvpKp20zYPU5olLB/lcleddTdITj0uHcqekya+m7pI+OBOMdunBLpmeePUgNVtUVvnR9QlXKeUq2o655BK8w9Whlo+EHahjnnCVgoulokJEME+4SqCrjrcXtdB3tDqYDrS/j9TliVaHOnb3ja82b1r98cp3cYewLNxVwYSa5Y5hMUlYauKHZuWJYQmrh9IcSFOeGFbbrIs4DmXKE8NSeyt3XDB76/etthdc5nTgJ7Sl2jvJDd/w9YS2gw9Z8mCEJk9oi5vsdNiewBbhr+pJisQkd2DLbFvl8Yc45AlspVtK7FNcskNp+xwMmTo4YWG0w93ByKcdvIuC0h3NkDadKlq7krzjfRinwK7LUfhCjHqHuzjUVhXhS+Zxh7vorahtNqxq0B3uolZrGoIRc6zlnVzA9r4w8l3UY95RsDp1qZDXcHviYL6eroZPhssTB3c1Y0mO0xMHe822PccsacYdCGPNqXY44PEEwqyDMvVqwjairI3Zc7XBANzu+Bg7XCoiRMsTH3d6EiV7YuD0RMhddQo2oeSlxOlzEtKLuhDqMe8IWa1OiI/AsnxcD7Zn4/SOm7tq+lYXLnfcjEpPphDQ9MTNeHBgBWeYKs07bu6eAMnC44mbMdldjHHg9sTNna1RhlgwjeTy/jGkidfGTzjNbhzFnsLpCac76/Cho7uS1/4Cqq0KtfxZ0oU7bkaZaF/QEG5P3Ny0maC7TfnmHTejKqCruDA1xXOf295chFHgdIfTjI4qPrAPikz8jrjUApYQEzyecLqpY7XNseD2hNOk12bdR5cnnsbqSN8NOD3xtAyWriZqC9dR9+XxTHUwhod3lM14vN9KiyqfKJu/fvk7UmWNf+0bZXcY4RO4PFE2FV5oQoTTE2W7g3DjT1Lt6chujP9u3CGfK0YQM7roeGJv+sJcDJ9Ztf537I2odTFOgssTezeVd40qnJ7YmwU+nhOGvbXa2n8y2XBRh/BAZDxvXPz6sizT5r5Lyf6jK8lEH88jv1zbBi5PSI5+g/WjcHpCcoy3GrU9mdL7JySn6a5MkMDjDskResoHCmpT1vRvlwVBwsoWXJ9Inf4vqn8F5yck14TIUAm+npC8qko8gxkq75CcYl/65wj3JyTHGzmL1SceZ5N5EbVk1a3nfO1fSOs83T1q1e8wHa+WQVCfVUR8x+NVNkD20Kesn/bQIqMW/AbB/QnHldmlFCtPL+3ap7BXGmOH7MnDHY7TZk9dR4Xpd79PzVfZ/dTXE6VXlvhEUllbpHc4Xnm3SH5kxbh3OI7mlSafwvUJxykuJK0Mzf05hS0gxuWnuJ5oXK0blh9r4eYOPin9UVPBTLz0xOgs0/gzwv2JxislolSKgOsTjde/qd1TE85PNE4z5EUqEnw90XjRJqC94lmzas/+gSFik8RT+AnSWRo2hg1wf8JxigJK0gX6POThuDxlsDQF5yceZzdvMdKDrzsep+p7VF0I4qw7Hmd5SfdB4XHt9wbrgOb3j6HujtKLijT10BmP7nCcwEtGj+D8hOPbe8ZPfT3hOOOMjcwcrR6YOxwny08iQbg/4TgVDo30Itgu6do/EY/xJlifGJ2ekUmznd6VOxink5AE3eDrCcYN2zJIP6bQ2Hntq7P1OD7z0P4E45SZkgIUrk8wXtQ+svjR9kDL3CdhX0Svu/7hjtFpe4L8Rfh6gvGimvLMk6E+9Q7G6U7dNTwZ7k8wjpATB3Th+gTjpBoxXBTOTzSOI86ihlnY/ri/8RSfyQAVfD1BOvkAGzs4WibNOx5XhQjlH+B+B+SZ3PBcTusTkKO9zkufKZ0K74A8I4qd+vSwH7nXT2C1YBB+4nQsdebUwEA16x2QZ/wOl24gZat3QE7ArXIscHkCcjaTlfQCpyckdz9ujh5LFgZjXyAV8lOU2piH2tBssR54PIF6VpNRp+2JyLNS78PPUe6IPLMZgX4amp6InNks4TiUEcY/ETlN4RYbz+BH3ASufOvCFGyX++gkGw3wo3lCF2ETg41L4EfzBC6aKcGP5ok3gHIn8Hg1T+Cmhs3gR/M0pXTDDgL8iJvQXCwJ4ITz2PEFAriL8Aj8aJ6QYtgT47Uc49E8QZsc10UtYsobt5T1VlKeT0nkPkdNSmjk0V+FFC9dp2hWmIJe/z6SAobm+BFOCWuIctp85JesjP4oWRYW/E3HxEeM/KO/Kis0967tFU7F/Tok51BhE5gXp+9z20hNfyHhZ8WAagdXPGFsOxR16F0sax/9aLWGqyGYEMCldsVQQ7lRNnTAbL/onUL8YZCJfbRH2TW008b6YkjDu/TqSPuhjDX40XsJV3/qYJXuGFY5Vr78zPbZe5/oIat/ZgHwow7jFaULTnN8qXRH2Fi7/Ohir59mpqGUEOOB8L2k4c1NtNMSzram0CPjzWUnxo9+NGauIPGrRtTkf5DERV/6In0T6j62eSmN8L384b2dpBiFqb/Q8kdvKOWDwo9MTTjhcObYe7voTfR4BDlF2g2s9c4ltvDAj6ZNshI+BOFKMeJ0XNN+YvLSaRqdeYtGacPP/Sjg9LrwN4VzcdEtz3/KQBv66OLAduY5HRNTTMf2ndCxOGMOxBc2HCPX1k8vr4pOIhT7p014YrDZHFu4lLIffYvreB623io3pS4dzI2nqagwBpbLqcW/6I2hjxKPG5zy8FNYvOrthLhl9lOGH1zYMe8bl+ofWHlle0Pugdz37FKSPDbGb6b7uR85n+6CagSEscnNjgf9kTg383DzhtL8gibXVuF7TcnF2lk0sDKzrqTReaie4Up+kkcTCOZ8fhI8jRRADnW2HixjMbta3VV6Q34oSQNafhWE/Muuth3gir3zxrgFMM0OzVIjbUxbZkKxkV+9IbqXWTNRjSQww+PhIRFea/5zHhkichg5wghbTLM04GIgZm8giYpBU6Hqza7BiSy+6L3oHSzLmi6PilF2253imsbCmX92L4XB9vYRoulsdE11bAtIRHBgUpP+sl4qwxt+7rbR5Ak0IZsbk6LKoS4JufmfK3Y7/DVjM7NnhRHp1UMO5MYW5fnvI/y5Nmau93M8KslxqUSr+c++6KXHI8eDzs6t152m2BjoOB6TmnHH96K8U1FqD8YxjaU0WUlNk4eGnOuVWnZVJPiEQrfda+V9bjsiaewjWcdugmNele4neYSZXYWr/B1wrT5a9Cl/KkUdl0QCeuJgC7mLH/yoONHeLB4RlOhD6+ZOBcZSLDyuV9yJIseW9cV/oz3PS19pVz0YrmMZBVLd/ZbxPcSnauM7Z9BpS3Zp4cYdtoegF6STWC4KxLjDdyoBbHdkY5tflyJThDoMW1nY1rRdU0pHTigncOE78YB+hytJwvZ9ZYXfhm2E6vxKngfbkpuyJ1mc7ixFZ8HXaEcMtb/ty81OTZmtQx0/mlQwWc/uuM3kR+PBcWnt3FUh7x5e4Et9NcGPghW9Dz3Ri+NLIZkwCo19kkfY2pu6tPHtgsfysaWzElQ6p6tTgw8tyIBy36d4RLCogIiAp2NbXWmFJhVQQyAOzniI7KPpA57KxjuJgjiI8o8mbKOThyiogGid7r/xUdJ2tX9iESJso7EWdJ3F/aDRYOblsqWJvzpFwii+A16uO+uCOmjqhUcEtlRPL9owOC7CjxrXRUNkT4S73F2FLUyk3gpMRzR//VhC2kJqCj/a3c6iUJG4MLoj/UgcSwum/WALeT3g6tqeYC/L8U70ICYa2mDJMibF59gxfousxXid53MOG/LYExcliZgcX7K4zrzjNi60m/LUi/AjF8YmGGftKTwIAYdjehnvox8VMcIjuyOsGcBteGMXhEf205f/yaYaDNFMUVcXfSTHyJEoXPVTs+GoKLuzu4sPkrCN5L6mBncJvB3vPFRHHkD/GmiyoL3sg+1tUSa291e2jFDJbgj5FTBVe90xpcHkV7CwxduiObbrx0ZEeCezGmLwiWsGdPAeFsesaPbBj/a5SXe7dH1K0iimbFQwlUuXxweLtMexjTND71N7hdJNjhNKBSLc4z3kxzQJdMgVgB/9dNM+efFzoDDR3UPsZMPSPjUqqr7PgfY8+eU9Yms0UHZDNOao/j3fR1NOqfGsvmJr/NYtLGVJ2NVwTpMsbu72y4n8GAyuy/PvSKAm/bSFH2V2G2r6mR2zb6zpvrFM1cIJ/Ai2UUZ5PNiV4kz67hBGkW/2gzNVE8UxP4UJvNdX3d06YSKFLmAyY/7Tqd5DZiT8iL5x9K+U6DpO1T1sEEwtOfllHKPHTog1JQAVD4LvpB9CKltnaVD0KPs+97V6188pj3IciijDz9F5WXXZvHMXZd3g3dLFMZV/fupHZ07HC1bUUxg3e39ZvQH98st+5OforqbaeYMT1krZ8UU83YQvdgv2n7yIev2yH7E6PT8Wg5thNhp61hAqPdZs+jn51bC3qqWnpiAq7qZG50bOuTiz99pzHYKe8xfeqUo0WnZDWCgyZl4kwsEF0aq/8PnVwSPdotJkCOPI6NBbQsMebXxTbWHX94XN0JoaLBqZyqSYjZGU1fQ+R1YXUsd3urMpb7g0LMhnKCuwaloC+NHpFdiD7W6wegQnilUc26qEltjgPq8x9knsw6zdz/3I8Vv2JOcUbvebmmXwpKeVHpE+1AIyFo/Qa9vgof2aSvOBsd5XggucFE3LsX6nXVGE0X/GMa/scFrpNehX8ej8DRd2RrhmXISqJ2PpPdSUKmGYtwFp/zliJkJs6J2hbcTVRPjC5LB8cMLkyHd5NSfsxC3ysWFjuGN2ezTRSz420E2BK+n66rgQJzm9s7w0cGItWIVJSLeNbQwq+xyP3UDd3ab9J9rI7QkNRGVLMlCwqqP7xry+fvRjTlC9fJOloyacnjU6VWaIoqPBdwbZJWg4zoNH8+6idarOlKUZ05AFFlrQgNnn2fjOK1fkIGSghOtUAaowXbsuv5DH96DKJGwQPzXVaSZlVpCm0ZQqCd92CKISfIrSs0UXMjAkuPw67Bueutno1cjD+E98vBMqO+Zdyf3m0XHauFFpI/o4Kqg9WqH9E5ixsG+csRz3o/GDVm6warmAF6Twnd+u2IwMisXAmF/7Sbpq2Luf5PFfQPOGr0oWLmMfajMkUVfW1Dm8W4F6zC0EO8J3hryyWtA7lKUqnp59r6oDUPzfxuvgUHEkUdGKsA1CmkdrI8hk5Qqe+fJWPOjjcK9Ywo/fAwI5uyEseaVBTlmxJ6367ClNx48NBLq57KUH4KpGfcIWZU4ibOblS/fdcVemBvyYRlSZLC6/EAq+ksPhUTeT9Z2qR0xnw1Txn0jSQrMUYjoc0MH98Zeo2r2kdFt03m8CmTJS+8KTDkHN8YVSvAs/bhR0ahwqexK+tM0ibBGu4lcaAd3bAOA8ht5UOT32tDGGFawniQMKmY2Nr6o4n+ZD96YBijy72SwzCQ9W8llNkjxmTuhjdEG3S7sjw3+kLdz20IKTHksf4QvJ1XJs94+C7Kx2SnuHobKEsC+2CttTmX0fnWvf9DHLQL9HQ+DiuLT9+culgM5EWU21tN8jPL1QRfjepahMWvT5hqrZzHDadCHCj+FGpU12xv1O2EbVsk+NQCH50cyM1z4Jwp/q1/fYc6Dq07pf+CLzv7Gta+h0ay/T69qB2i9pChbWil3UlnRZ56iPlweUbFx22in+cGwzjp45lpO1+MAn4zN/sevr/IECcKphObhifzId2y0lWwl+DEGKvIxUlQOu28e8UG6/UGmA7ZPxiBmcmzY6Wn39Q4qqTGl8C6aJhj7pwsDr5RWtvL4iYLshuk9UrCyfeVEM2nTGMpMOdBhrpY3pPzkc3/sfiAkpRRDFZUgjEVrCjo2/8O1NYpRCZX3TbD3nXvcfxK2JEIywy+Zafetgi8CXX8fjZILEcHGxwraU8Sa76r2cRvKjH4OTIku8Wv03XkuOH8KF1tI8BL7BXd8nQaJqnUT3PgdN5YcyNkRuFhTqxSndJ9gh/HikqHU8hi/C/W6mTgfriy0m4cc6BZUibRv8JLTT1XhGX/eKcF8YJY8GBvV1v5Y+0/w6qki9uAhtwPRRUMZL6sXpc0d+jVbAdkemnyRlT/CgaXTTcHuteG/dU5b+4Gz6b3zvaNAVfSg+BbPiLE5tVFcisaXXrEXdz7VSEb5oGwqW1FFp34b+ZRR/KZk5rqTYJ73eLupNnrPGHALb6f3JJIGkkZLwbflCo3G7ISxK8SbAjnEfnFB7+KkxkBj7QhifFEak1yCG/uCpdKeYRWtaoqv3zP4yXK9tjPSSF/Wp4ImJS3FMbpYglsD13rsQHqo9Et75MbpuI4rrwqQF/M0uf/P2zqL31oVaa2flwYhyW/N9Rzpl0+bbj34caVBX3pMENi6003JME0KWa0S/Niz5r2FtkXyWvV7/GkSXqYzLfyRrj/skdscU1tf12toU6Z8wLQGTtNUqjC7TtkAlHqyYvfFJOsaNmK8afG9dFPUQpB8iGG3l3JiVY/Y/+XjjqDN0Lpdje8UVatLTealmGoo5kqJptXq+VE9Y12ukQ+dm7XNUSVaTjwCUOAyVTNTl7jr/5o8//tUf/8PPf/yx+OammSn6mipO5y3DDf7nP/3Ln//55z/8/N0/LD//+j//XPwfzsv+n/Hzn/71T/r5d3+kn//7R46siz9kL88/+e3QP/6jHQhPP7S7pzbCnnwr24qPJoIWFdi4/M///c/f/ffXzz/+P97jbegqGoK0lCSsIDOPEPavB//JkpLq3Lp41ZOyQFhB27P/69EkLjoqxcyK5E+CEzrcWyzYfzu8Fo9MKFEoP4l4jX9tsVL77VKkncHIA83eD1Uv1M4nOhn9euXsca6k8qn28+eQAw4ZQ/oq/fX4XHyJbnO9/TYiGwt3Mfy1l+ivR+OTbNEd8mo7N9Kwiu6zsXPzyy1XxTmOFaz1/6QTbEWqoZ30Xy69sv1BCwVmNFq19bKow7H49a9H439u55r4qv0UyXAs+l4kB367Kx15jC0lVIP6ZyFzZWs8u5zrt5P/ybhv4eBlQ4x9439qG4c+KInJ57fjyaHSddUGnB+SiXZttFW9fruaKo9RqtBs7vshV4Pha1Ja9Zdzo6+kvL7YQKBLJ71CgVr59eRM0RQVszH5g+MKva3U/+GXg9kQswkmIxf5+ZMCZxSN9Fb/9Vd2SonQ7tA5kgQQDVuwoP3tI8oo2hfZUYvT/5QnZaeAJP323jKLLna/iWb/lMz5YqWxfr3dOas53KKLHcoAwgLmQXshfvuVlMIsfNSwrPmT0p5FGR71pb+9hsoc2+p9kSNM2rvCQYSh8pdfqeqWXOj/bT8TGyRbhxPS9N+/zypzmgut3fqh8iXJ4efX95CeYiupEMkGFoZmC64x5eq/jlrI4poaJdpX8CdaR1yKizarfvmYVSTBItlCpKT4YrEpNX/7maw2K/E+yWQ7NwlpZONy5fr1g7CVony+c/JLmexJJYLLvx6OoS8GKxc/7E+mMfI8LaG2+PV3SmuNBJAtgKEK+E6jot9+pgTdNkOR/fihHVui/S4dgX89twwh7MtV4VaSQTWzPjHgL6NQVbAzZHJa2Y2h+ysK2ffY/+H/xzTJLbEZnjjAFmp/nP/DZ0ybLW2KjIf9fA47Z0tEPHiQWayY3YCrSTmSuIG61nT+Li9DpdE0lut/VsKdPhWdtV8O/5PAluZQuHoNvYg0WUanfj/BeDwLbnlZDQzz6eRnQ2dSRf8vh6utUEm00bMpkJNnhMOd1f0vJ1cJkQ3uNjVV3lUcKjJeWDQW/evx7F7aazqx37Bg7W9s1nD+8euVF/Y6e6bNAR8Ze8S0FZtp/nYf5V3ahrQTKNotVkN/yMbPbydHJWED25iS53JX63WR0CaN9tfja5b3Bm+zRWx/opPDCZSUxS9HS0tiYUlO+GLIvZkc6/j9gbLKtOXQlflO6JAyfUr77ehU5GRoA0hh7/pPLYQKqo0nvIpnV3Mlm3KqSqDtH7Dhsuz8F8uaX24jBb4Xy14KNTXOLUyRJML97fVi+3XgBWH/41J+aGDI/+vbIv0wTVBYhqqFq12LLQXyb5euLGTFL51I4E9fNpIYxMXtt9eF6voqAz6b6/lA6XE3Uv3tWop6yGUcTWwo+1MWOexxtd/eRLUwzN4sEtny32iiOtX5+5ej8X+wRTTdOC1CYZTDg9RixLp++yb+pEE0Y+DKUgxWyQ+rbMt+u3Aq4ZD0chdIZyMBR4/w66lRFiC2prG2osiKW+NUHdUvV46LTqKPbZGZLZadLExX+i99nzbj0ZCCFOOfVFTRqJKmwr+9WX9qB61Rd85akqQ7/UHsNf51XJTOn47qDI32nqkP4lR09vs49zeWv/bjsqrkeaA2f7PH+tsvRddDwaZEpH5lNmwg3/3t3Jl6VoutB65VBJWd/cFFsu6Xw6kMZvvHZneaZ6dJmilfv94TdPSd7cZO2QIvOfnwZrFW//1zRoZa2fxgUYLeJbEKI9/y60uO+VLDmWDp5CtRM1TZ6/plJkIQOzC0wJxIAkX6ds4eLt3n2D155p9/aj937jny7/7xv/y//u0//5f/4z/5Rz///D//cUzD/17/o5KBYEH7x//0hxbqTMz9PeZg56HhPH/9d88x+9/8F89zca0/WgPvWf2etv/UwEdCjlZMEjJV6vjUbuSf//s//tHf//F3/x3r2p+//1d/cK/+/l/88b/8/Ff/4X/7N//2X/yLf/kf/sH/kq7/xgaJ//W//vlff/7+n/7x3/693aTjzAi8LBoY+8xsBOT/l9P+s//9//w3/+wfKE5L5xn/7h8mj1f+tR367+z/3YHJv/7jD2lIqXxp761q7kS3kyW+k/ug58Yc//JhT8Lh+f+sLt35/xJU5Z17+OOX3IMu+Ldkwx+o8QseacezhjVMO+v7C+QIcKlh3cGk9tIe/MlQcdUZWUNGEIgNGey+HoxcdVtXiQw711Yjs8GsXz2yQaJkRobzMLmsh2ELgRAkRVYpucqRDRuQe43M1rTaonwZVadJpRMns0uRWvJkHQvTiBZ/NVyKfIZUanOymlzceDKbEVXWczLKnXL4s+xJVQKOwAomtSkyefnnyCbVreEWsAnXtBVwstKmaq5O1i+0y5GxNxtOp+lfBWInK9TWlciafcWrRWbrVRVNvYyt1KkQ92Tlks95YI2VXops8HDDtVCCd6nQ72QWfs7WImvYD47IyH208HcxqiAuCoh5pefI6EWYSmSDPswtMlxnU7gFbNY3pZJPZl8GJqOBMcWPFJkFBpjQvwxfqOk7Iyej7CT3yLpH5YFhO5vPv4uzVZthdMgsAZKKfE/GjvIskaE9LectyPJep2w0MLaXyoysp/gwMiU6Xk/6MskMVGp9MiX1a2T2yq/VI5u4O4U7QElTVm35yezlDe8Pdmt2KWGEJFK6UDueTK1EVDN/ssyUMCKzSEbF+SejxDFcMVvM9PaLLDcZfQbGSjDVyAY9CD7nW/TyDpdCKd+ScuJkdcRXPlM12KTSOBnKuxz+rMosJAk5mQ23VxhcMSKcHWukwNZnbM0UZGa6gQWGhV35HGfjLQbPgaHZL+cdKNSfljVHZCS3y4oMafJKkWlT6bwFhcJaVwafzMbbHCZitlaudIWJmOWSXUv41NjHmf1DCmXcKTIbbluYiLH0tCsJE7GWtDOHibhQHJGuMBEXarHLChOxNtn6CBMx/qV2LWEiLlKn1zARF2rPVZYXmA23KUzEGLBSHDIjy7XMz2HVLiUMe6wH8mrhZSGMJ4Ed/izrDBmnB1Zxq56Rof4IEzG7y3YpYSLWyqH3MBGTjsnuhXAyu+ISJmL59bYcJmKsfW1dOVdk9briO4WYpIwwERdkJ72HiVi2xKuGibjIXrOEibhQjtZSmIgLOhtakh+MsorLd+NPhjYqTMTYNcuLJLJJjur8uxWbMWwLIiPPGsZ+KlaoXomI3lZhVCL5hNaiREbyO0zEVeKvGiZiPLftnQofW0VGZuPtiiy3scJEjBW4Mu6RjVp6mIirZIItTMS1StMTJuKqtG0OE7FXaoUpAod0u5QwEVf7Xi72RSOr2+DjZN1LtQKzAbeEiZgiuJHjHUBpSZ42sk4dR4lsUXwe7gACUEx8IiuSlEeGXjZMxNQnjhxGkYrcFZPLyChMCSOfXP6vcX3+7azSWhwMIa9EaYGVHIOnik9STmEirlSF1hUmYrbkG5nTyHAjDxMxRQSVTcbIbMAtYSL29g05LEGophiq2wuMqskwE5MOV6vUk2XlxcJMrF4VrGMjwxm0RDRk/xWZDbhXPA4PCFtY1MjoLRpmYuqXrquFFQjZplpqmIkprUIbliKzATeFmZhiMFuphFGTEjO7ljATU7vWRg8zMbVydi1hJqaNSlwMUcI3aZ12MkpGVwozMTWHNLlrkXW7kjATUyXZVLd3MGzXrxZmYmo6K03AI2PnKczEqkJdV5iJmzoJrvANUTSrNkOR2YfRw0ysMt8rfKWUCaP2y5HZeJvCTEwrIfR4LbIxEHEdTHXYdYSZmALvNlqYiaknZ8mZIkOpHmbirr64KTw2L6BfYeCjAt+uJczE9H1KLoA52WoxuYFA4bpKmImRPVQV9AXGPmmYiVFpsCkULqXgRz/CTIyuxC4lzMTdK2PDlIgODwVn+LvSsecwEyP6o3qkR0Zpb5iJuwT9I8zE0jDV8PJ5T7MaZmIkV3YpYSZGylW1330w+qarLXlg9hxj2IumTS1oA5oILsOl4C0kq9LAyqVmdIHZgJvCoI5IcbLLcjI2/VXSF1hWX+iA1Ag8RzbQ5IZL0T5EDhNxx85eDbACqxND78iGzDEDsjikh4mYFoTujRsY/YnCROzy5hQmYqm+S/zEEWRbGBgm4qFqvzCT0LARd+YcmQ23NXwuaOAbicTI2FIMEzE9JysZrsjo7BSu2L6WPEeYiPEvsEgpTMR4DSRV+gU222eFPdySOIx7so2QcXpgzS4lTMSyYWBd8mG1X385jtoPvwVvkZu4XJfhbwEd3IXU8LcMT3zt6ect8ZMLR5ufMkEoK7/+qUEUn+X6VjLCLVYvnyJJDCjY3fmWWop3eUiGek14Klq7nLWgwnYH2qegdNTbTztWq8IL6YZPyav40OorlNMOOdop7gpFueJInz4Vv/LVwE7jUzcM77KW+xQfw2ep37pmKtur9OyxOhrfvcsLeY/Ka+E+djH1W70t15WsSDKUhovbF7U+BeY0rL1sqf+tXh/afNeaONTAi1tUGsvrhelStmKJvnih1CIW+jvvcgY4VQTeP7e4ruKQIjhfXgh/6BzE0bGXKJYQt5vfRlRiOJ9KF55yDnHywS4hQReVnvPwSD8aEvGpbudBieJ8asvhULkIs3ptUSoDZ0lcPmob5+NW4TxSHvFUFOiegiDn6rwY1Ebi2WOYU7MkTs+P8hPUUM5nWy59ejRV4vZYxkew5dzvwiH6Eqb01dVnt57Mj16rud7tEaVtPlR5f0jbNq/DpWaPbG5zzYSn+M75XKtEZd/mrhQ99IGbKyV6ag83p1V0UDBufuWPOHLfBdeWHwrLzVttQby5cZGjwCEA3fzawtBHXercpdeHRHVjxban/nXzUkaU0G5+rR6FuM6blrynxHdzJehOofDmbkpxqJA3T3lFLbPz6k4ir056Y9fpHmLrzfWln0ruzVPPUQ++X82Vo9R84z5mFKxvXkuPYvjN0/pI6p1TRBrl+puPFDX/G0u/cPoJbJ5zD6YEjpMke6fhweaj3mYK2zVh8xYNGTbNbUazh82vffxjGeH8kg/u4UaxsbQhp6XF5nm6u8bjl7G5jDZPMw4fRGzO+jh6bO5a8sMuZPMiA4DDdGTza7hHyeNosgcpzaCnWcozeLkvymO5srlLzQ8/l83dvuQ1hXE83Bzg8JvZ3N0BDjObzct2kXkscTZ3h6/Db8d5n+tj2rN5b9EPaGMJpE+zoc3T9g96LIucq4A9+CFt3uXddZgqba4P4nZr2iytEm2gnCshfFpJbawd0dOmanP3BTvMrjbPORppOS5aQ50uXZsrbjy9vjavMm07jMQ2l07qtCPbXBu8p9XZngzd2u91Udu4pRmt2DbPX5+3za+Solmcc2pJoxPd5lLxni53m5folLfpJa+tw4TP+aUA6LTy27zJxOzwCdxcotNxmBBurqKA8RoZegBB3WE0SdxcVhSn1eLmpaXo47i51JCnR6TzOXuJTpObd9lEvi6WG0u7f3pebp507w/nTOdDc89ptLm5tjtOX87N3ar0sPHcPDW39yxnmHnbBh4eoRsrTXs6jW7ub/5hTHqHaXrz1+tj6ry5G+Drerpxn26G2kI0aR+f3qjDUXVzhWOnLatzTSLBxXVz5rbT83Xjup1jewgmc1Vi+XSUdV4oOw4GtJtLgH3a2G7uzrmH6+3m8ug5PHIdW0w1oqPu5or2TgPezaUPO218N9cO9en6uzmi52AS7FySnuApvHkjH35aEG+u3OLpWLy5pKKn77Hza2zz5B6iyWzvdQ+myhurvOW0YN5cebrTsVk8rW3kXEM0mdSEJXhEb67J+bSU3twtww8Hauc2lM1oWL15k1vy4W+9edkm2T1Ek4gWUvTUdm5fVA8O3Bv36Na9qfaxT3PvzZMspw8vcOdd24KndfjmXS7chwH55rr2w658Y6rSg7u586Y6hdMMfXNpiU/v9M3doPswYN8c54jTrt1xVWBxertv3kmAnFbwm9foG7+phrrTZt55UY73NKvfvG9b+noGk+jLajTC31wZ0NM333n2RiKHy/7m2gk9Tfk3r3lGa//NtbV0tgFwnlTgdnYN2Fw2xWeTgc3rpyXBxoqMzg4Gzi9l4482CBurJOhsmrB53a0XUoglkxrPhJYM4pc7bZ4dHDZnpD77PWxcv10jNtcu6NlkwrkFzDP2pNh85BRbWGxe1Ujj6HixuUTdd8sMZyj2YneNzb+9ODaujJZn647NteY/O3047yrCORuDbM53GrqLbK6g8WxGsrm2Xc7eJc6bnPvOVieby0nv7IyyedUTf/uobKz9vrMZy+bagz57tziv2i06W71sjsgzdIbZXPmus5HM5up6cPadcS53mrN5zcaykD173WzubUiO1jiba4V5dtJxnvmEz747G2ur+uzSs7nKJ85WP5vr5hyNgRwn2ZicfYQ2V7X02XZoc7kZH02KNqapbuh05PySkfPZGGnzllvso7Q5ybrQdmlzHlDo0gS3D5LqydDUaXO1dTxbQ22ex6eT1ObkSkPjKedz7ONbyE0u9a89mlptqj96dMDaWK3aji5ajsfYvbjKGUoab+XTo2vzPD8NvTa/Sor9v5x3P//RLmzzto+vZyx50fctxR5lm9/nn2csKc+Q0P9s090VLZ+R5LWfx9FubWO/70d3NufV7/vRy21zP8/R+m3zPGbsFLe5vzdHYznnvF6xPd3mLffYzW5z9HCh+d3maiZ9tMpzLAl/aKy3OV9V6MO3uRo+nt38NleTuqP3n2NaYMVWgZu33Z6wnoGkcXbYQiPCzRlyQt9C5xfWZqH74eYMaaFZ4ua6aW9nxU15LUIfRvG5Rhuxa+Pm7fo0edw8q3Hb0Slyc7WuPxtLOp+jxTaUG9M6K3St3DyrgevR5NL5WOvTKXPzUXNsrLm5dz1923BuTHFhaNrpvC8ZFBw9PjdnRRdagm5eZ+wrunHOM7YhdY6lY2hauvHYXVWvM5Q0XkdsiLpx3h1R6xlJWsyy1Gr26MK6+UgpNm3dvLYZe7xuruaAZ0tY54VMcegguzkxYGg4u3nVMzza1m6eVg5Nbh3npV7AR0vczTuNJc8OupvXkmPD3c3TWLE/r3PtLId2vpt39XU9uv9u7l13j2bBm6deY29h59dKsRPxxvQRCI2LN69qI7x7HG+W6oztkMUxL62xe/LmvcZeyxurrfrZmnlzde48Ozk7p29cbPy8ec859onenD3P0FV685RKbELtnOqR2LN68757WbcjlCRuriv2w978WjW2z3aukvTQbXtzb5R79OzeHJ/40OJ7c1b8oSO486ZWnmcD8c2bet0f/cY3p2ogtCff/GoldjN3Lhn+2ft8YyroQ6f0zdVo9Wysvvm127OXsAE+Ct9qaNu+OTqa0ON9c0LhsyP8xuqGffaPd25zcIrt5jcncgjN6TfHNDb0snee1AUd6XMIJqlt4udiN3UGk76h7ZqWaxwvW2LQBIcYc0j14XKXsC8uSyf4CDGme8rBV4gxsRniZ1VMEI536mJEKW51cUSZHasz8RbCTBsp+eQyxsRnmGlRWE7iK4SZCKj5s02Og2+Y2SdiBHgNYaY9UabnTLHZGWZ2taqCzxBm9kkbLOloQpjZlV+WliaEmV3CZXg940ycuvzwHgLNzu0XnyHStBeSGCjTnumMNO1JMGUhuQmRJhYlfnwNkaYdfvnxPUSajAB+/AyRZvfu3HKuOSNNC8KJC9DmhEjTPijaoaPPCZGm3arsx/cz0uwUlQnPEGn2ih8uepsrRJpdXUjhOUSa3YbLJV5DqNnpeyTeQ6jZvQe98RlCza7SNXQ5Vwg1u+Y1eA6hZs+Nb7TgQnyGmoQ1TbyHULNrZ0i6nzPWJOnPn00yvngHzo62QzyHWJM/tcRriDV5uF28h1jTxmv6QstN4Yw1u+qCJREKwSaG5U08h2CzX4pZ8ZcLwSYrPT9PD8Fmk25EQqIQbLZFHl9iojPYbBb+LOEcgk2uuYvXEGwyQBXxHoLNNrPjGYJNJBfcZQR6Z7BpkRgDJLKjM9iUjFy4hmCzScsA7yHaxEO2i88QbTZvGl4UTR/RZiPNLZ5DtIlR8hKvIdpsTQMw3hwh2pSjm/gM0WaTZ0aRjeQZbbZNc4g1bVAhosKH64w1m3zKXMt0xprsL1XxFWJNLJM5PUXnZ6wpQVuREecZatIWZoq3EGo21WbARwg17ZvXd6W2NEeo2bJmD6RPIdTElC2LlxBrEp4ItxBqNo+I8UR9f6n9oCG2QqjZ1GLB5VFnqGmjFdEzEqkQazb2IMRbiDWbGgTBR4g1G9kC8RViTVsDM+LLnTbEmj7Nw21p9kYpiIWGeInpTD19yaxCOhMR6RIfIZ3JdXbxdaYzqXm3y8TKN6Qz7WD8C1FinTFoTmpGL/vgIwTNpd58nCEo/Tab83WGoPgeEYJiuHSGoDR60d2xIOsMQW2RU4jtsE8mJr5xToxnaLnOwNQuhi126bnOwLTYF1v8r64zMC02qup4KjnfEaFeascJLmdgWkmJZvF2BqYVXUkRH2dgap8gM6ykX2dgWpd28NFwpTMwxWuUdS+u2kdgajMIalZwOwNTGuEVP804A1O6PGc/DZ5HzzhKOSbrwKrmIm/Aih0R4TxGc2fAasMZ27Dwcgas9B3Yx7czYLV708nkYXt+RqZUy+qZU+F5RKY0CGDMQWZ2RqYjSxgJL2dkSptIVl/45x2R6aDXchceZ2Q6bFKafvg6I9N5oZH7QVJGuuL5ufZTFEAjUzsjVqxjdDup8DwiVhqR6elS4XlErJq7/PzzjFjnGhozK8YCR8QqI6Mlns+I1b5WOiLD6xmxrs7H7bK2I2CleFbv8sRwcQ9HBLv0jPqRuu0NWMknVn/oamJwB6xsyaKol/BtptGew2un9ghe3zi2qxpX7yaFn08cy8x11eR8vnFs12Ydc7m6ODxxbNeQyENpOHo/cSxu60WpS3WOeOJYdIlIOMT7G8d2nlxisYbr7xvHIvzlQ/7ZKrp1/1nqGPi5COneOJY96IUDIry+cazxqYbV8P7GsfCmpDfcZvJxn6dYFDz8z843viUhoowpGrw3vHU/UvII0uE94S0FOoNKS2nx3vBWn0crfp7+hrd0dVoYaMLnG97KFt/vAgWhT3gr81HkARLsPeFtlw6VFbE0e094S/MdfJiLDMaf6BZTy4byAj7f6JZMj/SDkvRhrvzwosYzSPOuN+rFTxRnAvH8Rr2Ubyct7ZD8vVFvV5celnBqdvNEvcZZavh55hv1dt0qfqxWPXfQ24mAcRSB5zfo7ZJuOa5PzEtUNfyWNcQvd8xL+ookovh8Y95OwoXOEij9rjfm7ejgKpERbQhkx3DjrBQO+I2FGeEqWv+iKvcnFmbR2bU8b/LXLfdvwsdq+eHzjYWpjZj+WQ0lPft9ayaJtSSe31hYWl4EWPD6xsJk5ezTXuL9jYXV2k8xNTrENxamQowmHj/SIr6xsHpCDb2wFJA+sfBgqa7cC1Xubyw8ZERf/DxYQu6xlNYhSFHE+xslDw/W/Pj1RMlD+nNCeXp9vVHyYH+FLWx4eaPkQYxKqbI0jW+UPLzasouPN0wedGZcemMpLH3CZAriuEj61LxBMrOOfLjh5Q2SSRB4ygTl4xsk43EmyxGpH98gGR/igftj8d5tY9xXn1lU+99db/SsJ02fbBSO6b4DFu3T4BF2qJRIq06a8sIPlRKq1FX0N9OpUqLG7+I96+lUKTGRpkunyadOaUhUQIRFl6g3eMYQM+vs+ZQpYc9soWsXP3RKOJY0bYkisnxjZOMLzcWPhJZvjMwaBhmn89bb80RavhQS0MWrvK+H2ssM4UO/NAgKUbfBD/0S8lwbcPw0h37JPhkaQXOZ9dQvqQXzRe4JreYbPLOLRkMP8UO/NFSnvvz4Q7/EJzmVPsfj9w2TtTSj+EN6zjdMVg6ci96izjtMxgQya6CmVL5hc3xzWpM28VfYRJ1m77rL7RQ2oXeZicCI3ppv+DwIENxKsZ/CJjYHSV2JH8ImKqxUSCtd6Bs+q8OdtsdppDje0xAqMlbQjfENn2lhqaGOPo9v9Dx4QoRXKEffIHkQwKO3k3r0DZKHekaTEkFBSrfX8XBWnc7f4JkWGkkDOz003+DZOM4u3LR5yp0mC3Psv+CH3GlK1sSIifz0DZ6nts2n8KFqmn/zGinwK2piE8NuFEevU9QkGxJagxd1yn1CZ1XU4qAKP0RNUiY13Zx1ippIMdIUU/wQNcEntceITukcdz3H01p4iB9ip6n5mNSN7Guf0BnzOptcsvghdiJnoLIT+CF2YnMmocJGnXqonahwSdTdwV+105QzFdlGNK9v7Ex3XnUZlPD1jZ0nQm0E0/BD7WScw/lZ+VQ7TTnPkAFSz+gnSFbtn1LwVN2X3UpSfEr3LtHsGzxP+sWjKpFw9g2eaQRTMAGXePYNnicreIzNUMEeKiimUumLirf7voNnvWC4pMNfFRTLD2p4pK99Y2fyxEQO4ocICtOa1fUQ66mCoqLREybqxf7EyEzgWU6yak/+BMl0vancQji58udXEUgxGcDf4Nk4a2k//lBHodCWkFC5ljd45ru5/Ph2qqOmFnMsgbTgf4Jn45n6mh9fGd8hDf4iVCz5QvGJnSdy3kaCnzXSGzyrazTBp9YeT+xMtNJwIvQg/YmR1WxUVTPEp2+MzL7hwh9DsdwbI9N7bmjjlViroE26uUUOTMQEPW/szChRNEUobHhiZ9aQ9B0QP1RTZPs7pdD3bLSD56XAXq/gOFRT1KUOiuN8IHui5+U9v5v4oZpa1CrXzQ/d1JLgSe/IPHVTFJUlRNu6sW+YTG1+GRoA1qGbshWwSM4yI96InhnT+Rs5L30Y1fkhpVq+bvIzH1IqKm1J4oofUqqFTkpv/bxOKdVS5MdC2PghpTJun1J3fkipFpIReq/CDykVNk+yRYMfUirGc7T6xtMppWJVP9GTwl8p1aKgB4El+JBSwTOmwOK5XPn+uTSt54HMdEqs1NmQqkf4IbFSGD11fD4lVqRa6ewOPhRWbGfbZNrFD4kV3ca1/274UFgZpi+aH34orEhVXHhglVlOhRV7TXSkFT8UVvjJUbAh3u47wM4FE7axQ2HlT59omiL/pP68m6+h5hCznNKrRRMvtBc2uZ/SKyxSaTgMPpRXdOhJU+9BPaVXiy5IXAP8kF7h8VvoLgk/pFeLCUGB/Gyn9GqpeZTufDulVxQv0ZBa/JBe6aXGswX+Sq+03MGpH3xIr/Aq8A98dhW15/sybVAaDIvwN3SmHkHhB/yQZFHW2ZhZ4IckizCDeiTxV5I1pTJGbA9/RVlTXZMQANgfOURZcFx2nb+iLH2rV9ZTH4coC/UN9o9Z/BVlwXP2+zBeURaYrkf83HmIsuCoFJy/oiw4vX6c13QdxzNtLPFXrMXQQauKIf6KteDFTl/FX7EWvO3Pdr1iLTDdK7PwK9bSyGTxSRJ/xVqIjewe7tO8Yi14kToK/oq14M0GeVpiXIdYCz4mrT7hr1iLkY+t+y7+qrXgbN1McbVNfDh2ln7+V8UFr8Qi4q+KC971V9Oh4YLaxfCwVno1XBMXookxB/jVcMGzNO/wV8MFtzCNLxclwRM8w3GPtZuMkuAJnuH0XSzir4iLYR4NZxV/RVzw0hT0rnyIuOCNrTjjFOrm63l3bPpWZlj8Dp41XSy/Ofir1D3zTZp2Je29x+PZPrIp8f67dzM58VZ028L1oMbQk/5cPxXQTe/moupvlv3JsVOu/a54G5Kizza/ty0p/GTAW+qhubONTEcWErTv3U+qjuRLWWyx53bdV0MLbd2d8BSz6mCILOJTz4xm2l2Gl+oBDTo1G2br+Lw77HEht4VmPsgHo1uu3zdwJz3W931Vo1HtQUoSM+8fJbcpVRrG955kcFKJU/x+5BqgwmHxa7T7PHanNEzF71DNpXr275NeI3sYKbJ7SOX7PRdPg//l+1drdH0qU2bGc99MOcQ1splxHCl8KiX7+NJZmpXNu7Rp3/FIu3EqPIvjFxNz1X4xnCrim9sDpVlwHAbJTnupO6PmSjsqhQ+ZQX9GUzwdpxJzcfSl98Kiz2jZMq7dxrOqKzybnHEUr+zvYsP2mQ0QIWfk1OKt3V9clVxqtu+sUrG2atNnj4vuD/fx5IDbd3Ky1ZANoLzicS6Dq0m387S/Z3aMmxbVcUpkqzfl6aexcbXvd5/NWN3az9SqRhbJL8ZCr9rvwy0AWN/5mcJU+QV+5nMU0X0pfOmEvcmXzigQLd4hUR3jgkZagu5+cHuJrv3GdtVJ5P6JLxAnKoSK4Qi4IuNzbjORB4P8D1u9k6oKYQ1aRnsi1U9/1as/p+fqGatD2DT3rsKOsuxf1vvv0rkj1xh9cUuSl2GEYA1uj6QJ0zPE8xZT26Aqdw0xH5JI2U94jDgtUs83Z02aP7Ejjxnb9/GJNeH2s/Q9YCy1xrzP00nCfGNW+JL9hF5pgsT7egam5Z/Ql3fXbr5iR0Ll9V4OQUqZnxB6KhemNXKIuOH2UC4/PyHW/jzJMs1c+idynyqUK81XBaOtF9uspsj6XBjwyRe1j3sXERoGVDU4VSA19ng/FbTP9VmHMMoQBWZft8h/8uY0af+uZxjEqhcah/UPvKk5mbgNzXsKZvG5tFY4l1Fgurg471zOxlQ56fU4F2MMzTWrjIEJrZR7dEUXkWldERd1qEjprjw+a0CpS1vtvjakNax3TqblR296y86lJDNOpgOhT/XeUd3noT3FnAtS5jOb6sd3YQsf6eb2N72puuZFtOSf9TEKVaxVHNs6zm+NhKvFF4fnKptZunn5C+EUlbP32W2KVqFfWK0jaC2MVj9xdS+h61LNMDynPWETTaBIcv5mCYg90BaOnx2Ld//S4FOhZ0g2EMHQxyf9xOQEnK6fnmygFWu5uY1BU6mxM8mx1Lwze65k9L4fONhmS0atkCtZ1DKq9XvMrSxv61jy5tfLc71UfBRyNMSJ7BM7T+7Z6bxiOFBi9mepR6FKoUh7MQWMm1u4pFTdmURCqIv/f/oknZbkcUqyKwf6dBfP6tlexyd5RRRtD6V48qpUWvbeXIvYTxJseW3lnJ+kGXxqm9s3C5bPp6vIhpTdqDP1hgw40yJVGOvb5+x4gLf5yeAhD2b1sDN+s96vporJ+WpiJhDZcJsqcwmZw4Var2jvQBudNj2kzW1RoQRFyEAutv67Uj1kLKVTcWzjiSScIcG51GAtKzF5JkThdjOrJ1DxOE336TsdpT55VZTJ1eMEFWOU++4gB5zKAIX8LIplu/ct7XTubHU+XHn7mOZFyYzeMH3SwqspZNSOBe54peyfy3xcVCp7JpcX0zcqZc9Fz+nZXHTP1GX2T4p6UaEw/prSRg+NI0BzjkPUfZ6JIH98UuPopJted/dwHLs6aFFMdElfE1Ls6KdXpi9WTMmL+y6VUvj4PWxeei1rfVL+xmnm5Zl9stL751JA0st342BRANGUVWCjwUbHdl+NGoJ/NyCWih6YbMN+BepsurUU8UHllt9MagnsXWiffQ9U2/ZMCGDZJbG7U+/js11c/uyeIOZmS3Z+NlsWW+DFtzGKe6vc3G69Fhth02bRZdqCiKlNHpuA7pvDZu7yD+Lc/FnUY6zWfVOolx2jIQrHuCB99pAWPl8Y6nz2nBCL2yPZx9tUulf39GW0OXuUz54WIvLZFDOyB2YTXN2Y0G3Uz9YY4vI1Vc0WttKWNpfULhJfK/Qd9+ntBVeRXtiSWwzclwSJbOFZDOqhLWr0qqbxcWsPNbrd/X0e7QTOg5cadwgX007zjcxzQxHxOh3+pjYgV+YL3ZyFrT7/c2MSUftSgMw+ZkFvvTEBU/LD3/3NtbQVtfdP3/1QuK0wpu97si/Q7tOTet7HP/uq9ZJPB8ky7cN29oU2x0RYm9THvi1c2cMe93nF87xYeMKnhag3x/u9ffaLq8T0Ms2U1/HyLwtM04irx21n+MTQzbejd8P7zUvONe5e2zz6N2o5VM3xbnYLN9o9O850/90cJwC+83PLHM4tW77zbsNSue7jbQjSDs258w5viTaPcadevGpWE6enRtmcEDzNuOMPHzgEeyWA/aZ5X45do7QjZ+FApY2u3XtVSWBhLT/cze2zbCsWIMBtUFEm/CxkEB8opJ1THNo2JxdbUiyIgNskKO1I3wqm+/xUpuRPXQUcVRwz3FmGId76Ls6wcGU/rIwiwuuP3loO8CJ36CehGGa/mEXyqPwpCYFnMmorlpCI2zO5yuap17k5WXl2985SFHEmay9FuQb1g5s3G5zWp6QFbs/NS7lsjrWYY9abkxtssTQGTn92vSNvJY2wPZNdMWN39Up+76u8F1qOhTpV3gf6OuCZKbnd3FaTM9b7gOkJpc/2qA8Sbx2bR3EbyfLGHReyWGUkbM8kefURt2zfA7JOtfYcq5XgNvTmXZXE7kK/j7cBIs9Y9GSvDwLftWKNlDDGr13cYvkrbZwZr1IstaqyYbBg0ku27GOY/T471v95xJIteK+yUQklXuIKIpxfq637PPRbGi1UioGXJ5d78UTwffalls6xDs2ehYrPct51a8v3MZwvpdjOejY4NXKqxznq38QtwFaBF60Hd30N3D7sQahz1tHB8bTLfn50Pe0+vg8yd7EcDz6RU8xYvic+2zX8+MuWVNPvPuWaU7qxswwQzrPNu2pwzftzYIGgEvezmBBccHFrsfhQfFyy7YDbmLofClrvMnZh41PECCdCKF7EmPlQ78uxj6q39hZCwmg5Pr3I0l7cef9J3Bg0Wh61lFXGFSstr9V8ajLFUclWcVo37JmTSijlis7STrC9iawHVQpqi+tyH07d5KdCFGyfY65+9qeiVHw2VWU0bYxe1301Fj4uVWofdanwoT8W61jhExPG5XWvNuC0++/OSvOeWA8Lx15lfOpnqww2el+feltxNS1USxH8lsvGaas9j6pdMKlW1XsfRb7wIuNU5zS0GjcfXYP9WUQMrxZithGLjuGI3qsfr9DzPn+zMLGuWLwMZ3G9i6OfYmc4djkqBSejWfvza+clu8JQNA1HnrV6LLKuSYrWVJ0Xe+b+9as56uyxVFsUNcl03rV967xlbYzjX25v6HWfnN4QDIBnJTh8bHk4leP7FkDthbparCeH0+xS9d5v+XnFYsSeSPPyc+zy9slJU03/RUcVu7jd+cuL5CsivLR5ZYcvx2p48aVm5OL4sOfN7evW+HQW28PJEUjQwHS9PEMDn1hEj1i0D7cxaUmPQXqdknxxutzX9qn9B9u6ScXzmq3TQ3u/dQW3gACMVXjfcgMaB+SH2x9qUYZQ5XiyVAN9yhbguoDqnAFqbD7b1pIc6ge4TbNsisLZVRj3eeyl8WdyqCgqPWkzOrOouhBnonXVRSGQ2Dg3bWwF8UZVG9trX82j9QDbyv4ix6vm4vaQy+ao0RmiTy1JVedbGS0G7Yk4zeCFWWHl+2rQ8G9hy6NgqbJruSRnOgQvYDJ1w/+q/Yi0H2HV/LVG1M3AaUEjZcuhsxFXFYJz/tDa3JbSEv6deh04U/RqUd8jnlw5B6eQJG/e2HmoUScE74zBPeqKnPf77140tr/PY6Fj2bKlR54En2upXgM5E/tv9/FYEZYR5U+VxsC24LlWlEvBLaaVzxbyKgbtfvPeo+YKSPti0qGHRAvMWmpuRRc5hPtv8inrHhxKL3irU8uwUxkG72xxu2LMxrD1YIvDr4/ADD5ZP/npH0Ga+LjkuUKHlaSOi85tXHZp1SFsq7vHcS1RCFdllVOq9LeLsvuyXx0pIdNMUVAHZ3Jj0jsFeOJEzc5tyNuhWCJl5nYgp74PzvKozKgHFKe8w2WFi85z9/XYf1NoccgKweyIrRFViOI1bS1jU9nExguDoRy1jJWOzSxZS9Q+ittDJ09Cjz8LJmbZPF/76EdBWeX1M7pEi2gJsAi4ub3dpUclJtw+1bIVnY9yE94G277iNoTcQzL6jUmn86AAhRPhES+eilH4ZGvE/y5z97ivkxavrKtORSp8kdhvUcFa6T9tz5ZpbDdY3NOkgkk6oJ9CWDDLqjSjblZ86b2DZ9x0y+aF0LpH/W1VP+ukReqp14VL9uL6Xrsheb+yvAC+Ojl1v/BRumLkUycsPqtKFeEWL1/3z5pb3nvIjcH2YtKDI8iT7Ur+hmVjc1kxxsr7DVetcJJK+5A5wzPW10EsLWrPnIgGbuuW/cwJGrUDHETXcLrZ77PfGm1he+RtS7cJPe8/SiNLPZND6l3lv9Sz5LdIw0ffr5S4SjtOyTjcnqe0MKfEHG7L3a0wb7gw68/mS5/2VaNSHZ5sVTlKVLbDMz/WFe9pSUK3+bavOQTy4EKrsBz19PDKXmsRn2ghbt6yzCVOWT7YbgczeJDxw+mck7bov9wZBTh1eDOaBMDXVVWwcpoKiI/Ln3l+DQXte0RrI4vA05ygqtn5FsIfZgZwG0CVqTPONqZPNfDJH4imCHCiLfkBHB4K4q2rdqxisjf2dJ6VIXRF+uHFAEdypHfztW4QJqvpThKTutn78mlMe83oAAG3VYt0uadjhLh9XRqUVcvoY3XOMtMoPRpPVJlieb3gaWAhbg/9NrDgL93nQULI4vA0woDbckPVTkU1znm/azzq6n4oh6EG3L4UfYmnAQecMiIZfJBub8uHqaxAeYzo4wGeadu/HL4f8MVcMN0nxC7Yhwt4deej0z/EHqXsverhNQJLTVVB2JLMsUPnrE9J22KnXQmcapRZoruJuK3/tusJlvD55tXm+5yjS0qVz1cuOZqqgJkFZKrCTDTHdf/ZwcZy9GYBU/ffS/RyEZ+akNXSukj36tyGgbVa9ISxwYk1sTYrTgsZuF1a254wWCWP+/icL/l3nlY0cELe/rGuEbcgbLrTTe/3gjez80vuITjggFGFl+iXI0zjrOVcCx7Hw5tnBNMdONLYlbZJD1qZhw+pwk/zHviaLW0ToMfsxyJ6qkBU+1LktbjvzfZGT9EzCG5RfSojegzBC3WL7hmU2Hu6T1/60ELk9CqCW5yYvt5GcEzDqvPB5ur9d9n6mz16JMGHamSipxJ8Zk+DFaY9FuM3H8Nfwdeaqcp5zfebTicncXu01Q2kKGXab6xcIVQuczpCwXO/NI2dBlLwojIRWtgv2pXcdGrD43ShAqst/ce1ShxNmZ/Gws017pP3mlctwfwKPCgrStErS3x50Ai3WGnfMrIpY40SPbcq9nBZ64TTokvYnvi29KL/fLt52iU6p9UXnN0gPanDGsx5lVtJUfbCa/ng9VJHtGAxBrehVt6pRdPQTvnB6ZqdolUZvPfiX+FhbQbn9lxueWYv7N51g1uUUXq0SIMv5tcSLdUqLnZ0HXAHtoWGdt1c5RvBmQ2cEBbUaOQGz/Zwkx9uX8bcL+ykpmvUEg3h6jbDk73WYSAnvqYyn0WTYbvu8zeMLz9GdHAMhWaLxnVwCjjZxshL8uF1cxa0+WOAB7dlg4x3T8M88amZF26D+V5a4MJn8XJb0XgPnnCWHtGoD05jJHlmMhuuPRkyk8r25LT7A9sUqQDucAcUVuwEbfiJro1t1l/73I/HINzekLI+noTi9sizexJm9rvva5xFnRqCtyHcvkl9WfJCtKX5yz0jcHok1nK5WXGJnorwtKbfe/ysc/G/ywuQ3E/k9GaEF6rqP16OVS+SO41l9RzZoyAcsdqKnpDwtmTDcFpIgvt083GGICXoN8e7ouVoRQlnBuolOFeCCfz9LLSd9psPHi71Pv0vq318aesfT79McXu2MmFtVF9e/sz5iGnxtaLvJtyWGWnzx6cTXunpUMRb3iYV4gjKWvT7hHcMTj7+oOL20Iv7gNJnrd3Xb1/zvEb0GYXPkWQudfqSiluoJtNZ7W7uwKAgFplzH//4m9o4QMMnpQRPP1Txqo4y4v1eGjFI0wgm2qqCKcDsPbqwOq+y9RYvbb87WYE6S6nTzRXeXRFAUGh3pzxYFVXRFBZuqzT/FA8TWfgk4vLT2z3YCXW4rcH1bh4etZWJ0N47hsfT0xZuz/yq7nXL6X1FA98GR6c3btUEXGgxErx04TbZzO2xa8Nyue7j7dVQYdnpyQunLpzMyOnhK25Pt7q374Uq4L5+di30Db1WwGCKWFo0DgZTD6pvQi5Pfdx/1SK3vqL/cCXEKUtVOqdfsfh0g11KTIpXGIMtUNM66rQ9hqukvUSbZLiNH+6Fyoy4rud4Mk6tBrdlcFOC/LRmFrUHfls25zrKfRJyErNEi2e4fdv5awktntSZT7yyD7H5Kspmns7StcjLcsozXBmP5Ctw8SV72tOhGo7mdfPH0RqObeDlvPhOvvOStCURnLHhdvf0FZ5O2nCLk9o28LYztnSfH/W6jj8cuati+6738nTwhg9tYhclxcpeqrJEyG4qcviAg9e2qDxtwysrkOylfuTu0pz7bSVMXvLjPu3H4YSpjPinXbn4cM8pUo+ltnFzi7/dlvywPYdXmwY3f2zS4XSF1V1AynHl/cZiyLVUUXXarcOHTRIturML0+nZXdi1g3WfnjoR+dMfLu/wZWHS9TGFF0cD5ybyfaLlEB8qir9SNJeH0+Riu8iXh1XtySVWh8OLkcEWXw85px9e9nBb9PCuB+9757WM2xO/PH+xU3TYo4M+HNkM+0JsU+Q5nj9r07qMIk8nfriNPfoKT+d+uP1ON3Jvarab7svxoT80AKhKGiwpNM+GAfBMxy5vPDCQYrabU0zdY+MBOGIERqKzUQHcAn5VxNHYYLRx/1nKyHSVR78DeM+eFjnaIwjbY83eZYFO5+M+O9kivTZHlwU4jTVSj10Z4AyXGnNoKDPSnkvY7sjayDy7O8AtPNEm79kNQtx+a/FuEDnvyo9C9cGQ8uxsKgEvqympeDahgNNleHrTikkR7H05Lbum82xmAbeZQsZyZ/MLcXvmbBjBbeRNN2ce/TbRgNM0pXx6bojTsNOPR4HisXxluaL159G5A2rDosLGJPlM9XkDPj38ORuAwFHFjU/DEPHlDRJoDFl3zZfykU3Juu/hWgEn8WYjyLovcjQ3S/j+WdLjy6/e1vo93Ze5aLLSPr8qqRlo9Xt5eZs45xml5/rcM7K4fSl1xj0uWL1vLsFb/tx7ssSU/M39rK5dkAQnEV4/z7YmWYmu/S70Xf8rjolH+7wjZLOxSXkanuR2cDlvhXeQbDkZ1Pp5Z+E1eYuOokZxPjCQja9e7hg+iSpFTN6fkK2+diUKWX2SRePzabEJkNEpiNvAOvd9ptbAB+Tzy61Kq6gMQxv3o+zLVCg6Z/2MAGxhpCwjWkaM2V2+AK+IlWccYNgJaapRYR8eM+a6cbcJcOTPMMU+C7k85/arfQyvnhZNn24tNgaTqFEale322vaCg22fa8zvWFpJi1Ua+cEnn/x9mlKS9qPDWM0mVHa/SXbbcRvON29uwBzGfDaz+La9uUuRxPTmCKrrZ0qpdlLyn+UzBcFptLv2lKX6Kuc5V60ywxRXZfys8l84Fq33+asFl1f7zKBwrB+z8553rF1VaOm9gc6ZmB1Gu83ZJ/NEH5z7PAhWVjomed+9TOpGhCNq2gt/djv57+0TKLA7mj1xQWCR0YptXujmtT6BSCVeWnNzkjo+07ApixVD+QQ0bO6qiZ3HP9feagSj3B+feIk9Ynthp3ensT8/PbxiT9nTDSHq0hb0lOMPUdpSGO3cVuayJglRHVvcNanXgTay59yDkdS6WiqE6NB4J2+ZPlEmfFbtF4nP+8nKd0/mGyFahWe7bR4MpybrZvjUijrlTzQMp8jPY/MyaBmzOS4YrcWgmvoC7+gsvPrLbR5RoiOE7JQvUN7kf3ZS833/2UF7bOdv6E8VBFfjTXRkeuUPl/BiqWQzLC0q/yN5oy/6iLXmS2eqMqpKLcMKRa7L9Vq+omFjw/MxFH2g8/E/+66AKBLJbrDFXrOtVfZTWfJ+TN+VFEUofhOWRHWeNa4KCpJf47tMU4VL9uUxWc7iyQYwlQPpswhsrBSbZwn4r89JSmNj/7OUpApnyqU0rEjB5Dua85F96qHGx3vAnYtaqN1cAmewRQYeD6iAaJb+aS0kzsLeV/BXSnvCoxCppb5X/O/au1E2rHcpq1Rp62MociIQXp+VfWP5v+hDX7TXe83nz3a+3vLJEFB0ldxOQAmF677BSUIuJZHOBATFW7gGeIpg0nKjbM5+80wxjUFt2NIcrWwIwuCNyUvl9kmSNGZ9zLk9qUKOcNycouP5SbYYJ0uSPAlD0dW4/yyNdnZy5k3mNMnWpp/eftSe8cBFGxwhJURdXr8k+gmpJfGlXnJwi4n8+6O+D7vQ9UlRUQ+ILbqnrjKezfefHZeM9UIGDMxo0MTRpvl8R3ViIZ7+ZNLgNsIMPw9tQTxz0OrfpAfon0QdRZF2k5XNLcz73fOM1FDuk7xZQAoudy8jckZt1xFRn3ldqsk6c4kq5/S2BaQekcbdlzLpyr4+qUrjiyzGbt1EA3j/SZSRei/AkPKkHBW7Yf+zA21svjlC9vZJqVLt2tT8WinYvottwYh/v5lZSmntTuqlJ92T93RH5W1SWjdmfpv88fvu9PRmipuMM3yzAp5dpG5z2t/IFOzzv5louI/n2v1MWxnS2DXsacxPQpvC5Nxltgu3ic+DTgqc9YXFfLnqnpcsfeD92juklE9TmFo+efeG1nl3Fevayts3eaiLjPLZR1a/yWG61I0X3hqb222SD37YHKCAfCmWgg8q6+rmtlZXyVrYfKBAvSqAz8iz1uWzSCOR4Y3hzh0Myt/tVu6dkNQwndmcKptZPjskTVP+aM4tkr72PWb3Lqd7B+bZaWm44CwlrtiHZKQtN19NOpuwkyMZQK67m9bEQq08fEr9HXaEGnqGNP+yswTHEMF3qGyU7vtDXN41y49/d66abCxT852uTKFX3py3Th//uQOGSKK6HTZ8tOf0LSXttZ7ba2CbLLvvi/W17X/go1C59xN36RpWf97IKMtAZK9YmvbFfDI89wC7pKCt+94jRapp40SOt/zErURXotS0tx6bCi6dVzIKzt+tSoQurckHTTuCpfjIiy4mS8QTdjyR0Xjuiv3AledN2eQqfjHvfmpPuOko6GR7j+uaNx9VnXTDviz6H7uXeTcIs/DH5zy4jWipffZ9pTu6fDv+3CcWt9dic7uT4z7PQND+3YeG8+S685G2BAl5VB/ymjm3s1FTsWnl29BzXXvSQ321rjrmZ7e8s9vUWL7AbTm5Z7eOA0bR5Bl23eEWoEzf1bdb2vZt1v6RMr9hVx+1WZXaAt4oXOmb0yrhWxyAaG1qoQxXPOOXWdRAtdVP8YHEcl3Kfvbf5kz95vaF9b8UNxi3ya5q1x15K7d284aG91skgdTPbmfx81RPyW5Om6pvEQZSwqZGkmyo2dzY7tPYEFTVgOws5UCoiH1R3iUh6m598yWHu1Aq0qtsCq9PZUmXPFOu1EWGa9O/5y7rCpWah8KVroqdoc5T3KjmUXknveDNUkP9C9JOwhvnNv1PDzo6pUpZedhQXIN0tFMSJz7sk1g3t1POXYzzFulgFc8Kehf12ILfF1woWQspqE8RkHFbiGnKYiuMxrr39YzuTRrOWqLOgn96TzvkE3l5lIIOd8oTOpYqoeetdBv20qa8jf7gmQ7N81PyhC7Y7uY+D+2C95crYZJXhJ0lVeiRs9sSFW//1x7eWvlLaVbHvWTVXSmmqeA+HquZUT6lX4ipr6SBMJSKwVPWQEIx9dX3l0hqoHkV01mIBre7vE8z8pV8rYDmu05lUENBW9c8q72l4gHXc54xklf1nQVzXab9M3k1XtrRM4r15cPUWYyHvt1mi13qh8zcI9muXS/1Nz9L+pDP2y1Ofhr5Q5TNyWT0+akYRJ7fdf/gNv0/f5XSkJQ/hYd9qgFU9gLGyzdkNqcioX8KG7vahV/D6y8zFkJlc0kw16dAEu8Cu5X6VTSowHtjc3uV5MgTCjCxTKiXusWzofSMycgTh/Y3Qh2nnBc0D8ZyUHE34RdvPgZi+HAp4As1peDMPOW81AfLGzv9xJJVeL/792E44bcYVwqE4PUnVr4Oaq7s0XolK0aN130ae6+0NnyKagfr/Hbtc9uPaX57hwyyVvFLeQtzMdqw6Hd6XfFlkYqPK4Nk/5V2vfFb+IuPh91evcHEM3mLlYeXbO9C4beAGJ8QFM1T3MLy5MPx0IpekXyoT8afJHvthfZuuGc3n16zH+qcB1O/W7cbR0bqA4t8UUqqfp63jlr2Kll1AVWi3z3pwYs2ZUOZ9tCmkSIRlXVf2SMa8bWLw99qb0xgbE3S16doHG53uXp1uJ3QvbXgix6m61N8Dq+XC4UuYp7sq66BrHDJOOmsbQdT4uinwRhk/1gKQbKMVkKJvBx1ulMbxovnkIY0gPPbxBBu0YNSodq6GXsRj7+PPZGZP4X8oygtdnkhv30V3vikYh+UszfwO4UCo7pc2Jsqzr67OcFz1dQQ9AaYGa2hGiV2bjB+rZvboKNAPugZ3ENJHRHYucGn7OEr320PX10EXkzTb3G2F5Onv7GNAnnNj+xCHSQ1KEmmwT7/vHlxg7Eg31BXRQ2qUQUi7s5DcBtq94fYpEZPM4pJ8LUihedalcTscZ9mUgG5PloV+Wb5vi8bPZib++XYNGSByPXpziiO5ewQx9J332V8vOr4i6RGvl+XNmbZ62GxvzHO83N9lDnqSqYFeHWzqXVj/IikbTmFP5iW2U3Orh/KSBLuq7SZgVVD0BXJEg0rKZchsYG9MSuM/FUn0VfJ7mXeaiaq6sbNh2zzovqJzkQ27e+/ah9quR6OP1L/aKjUwsfd3tFckagtm9svkc1x0GhhSOfpVpd07aWeYw33QeqlPi/FWzmeijH1edE6VHzNnfdUQ5ShjGVQnqnxSZfAgn2hxEbb5jQ+0iB1KtvgePFUKeEuLui+nlW8xDIo5NQFw6Y0V85lug33zZOFAat/FHi4E9pt3h0t7W5de8oi2S/HsFPHh8chjSJdr8fqaw8Xi5KiMutHJuidAmQqxZYRaey2OUWweX7khnjk23OTHEuNy5qPvVg62ipw5I+cEWvIvCWgHj36hOXu8Gk3zHxlkXJR33pAFJWy9tx8eW/zILucGGVo4Q0fuN6Oh6+2vvLN6T4cks6eMlC4fdDLJaxXkjwVTka/X8OPf0WmMuyUqynYlmS+lJcPOaKqn6hVxQ7UbvPlmlSKHPwbmtrs1686lbBgzORcrGpr+r0IxHAcEyjnj6AWK1O7ydfW2a5bY4bzKc6yru999bo4pdpN1p8l3kzulg7PMyuKCLrfyco/rd3vEysX/7RwbrX3ZeuQX13xlG+MehlVAs5rB7EYw+Y5diPQV5+MhTj5OP+72nq+/+7ClD7/RP2zrMIvuQOx+WQLDg9L4ba87l8d9VSSvqStx8ao6uFrSiMXdNpYgmeGpI+uW9xmjLb5bM/5MQRjyAiycbjdZ9kckMCZOwOKQ7AFSLl95Oc4CifvzwG3xbAPbfL+lqd1ULdjTNy0+62tqXHtu1wxgxnpI5EH22C8OamQfZNRL40lLfypv8dtmWKbIm539cGLfYr5kfFj8D2LkmSNsIawdnMbQt0Q5bQJwCw6KwMGt3Eq+bCMufRFludjQ4AXNTUaU1yiwY1xoykfMwMsuxOuC25+YD+j3n/V5n/vRXmaJbhlt9oPY66Qy9jDF1WTQ7riYLowVfjXSt7mDWrc57xgMPw1dcCbO8sJIZpAyB/80rAMZ9q5j7cRMe22p4/HBNhuslpdYtyaS78vZ6Ejah+rCsy5c7+me08QPq2b2+2WOXxwwsCcG08Zt7YYGHivzSthyNdRA8/2lLYTBvkIz2HhwV1VEBgNO+T8XrusWIhrrvshUqroHWdP2w88uNduQEpYg9m6+FR38/V1FcFrG0tfPw+eiB7w4HMvG+WPOwlm27N4582q4aXdvDHIfcxPsOO3m1m3iQrNv29MwJg+3iru6j+X+7/Yr0r3RUoZkz8WLXPJQ/VK0ekFbHe4bUyx3saVa0kfFxm43eHdcLYjOVybU5Ux88ekZqqxkJKoTZU197Rnw+1wp9xggqNOC5eKTdn6Kn0vdvDVtiC+z4/JDg7adotljoPZBLWYm5fktfbBxGdd+l0yA+msw7LnBHDQZotxRI8grLLtHvvVYMzmESh9K3prt//Qk8aj/0XSeCi/IprA3ldjYaGP96ePEX00moufmwph9iNX342kKpRgn6QuHUO99DBhavyDzauX9ARvpsWy8Mq70a3N8nvagzdWCNHiCefrKXPx4BQlbJHU3DzvhSANTCwk+4vjFDy3tdvc2nyzc59L2/bJ8WtotdzTLbuPVvFFknNaKBU3zHqNsWjLQh2AG2AR791/1d70vpv3vr5bdHdhzVzFBzVu92ns21/7ch77LtlbY3Xv2LiHb9hY2yPZZmKvOZhxqq+ym5hZQOCBi+ytvYF58Bhb8kFQm77GF4b/3uYWvSuWD15lxllkuuUZsV6/r2ZatCRLntMKbVVveO6nsXneR1dcrFOVfUpwVMOuGj9+t4/DIvk5HrWULOtOx7alcj61g2Zf7cJW/ebdF6XB+W3JwccdIk8DObg6bTtnjPLzUOY3JOsK/nRwDMg3R2gzNscms35s7sCTtaKwvek+l2BLbaHkLIeBHp7UNnIuN9ujPWu/ecerdHzM+fCkxiHfz2HT/tx3ErXZpYZowfwP7+mUNJN0Wv/U6sEMHtOZd/1jIri07K/ysE3yY/GZZL2914NHId7TS1GuPA172Wu6pVYdiuODByIu0/VSuq4rFl/r/rv2zNyn9fRSxGZ6+kkQVngsg8d0clefYNQoL+mmtntdfqp7uoOX1XbD49cIEjPpnpX7CMaR4nPsi7cVV5v3+el1fo2PMSVm0naTm9tb0i8y3X93Ifqf0fYSbPd4n6bgc+y/lYyyrBOCqSbYbnHzs9ifT/sWq7mNVG3BnBPT6OrNo2nks3biE8/o4eFl8P7EM9oew7YzvYrqx53jw5fzx1oUb2jm+iJOLOOB51pSaPf+cSjFGxqPFDc0tYkw79GYCr850sf/FA/o5E0G2bEjAfhw1rvl46+KCXSrbiIq0/VdR7NkO6iOVsG9FRPo5UYXXYrIbeaJCTSChh5dYJvMnveHhZls95HOuctXT5NZOK4+qQWvWmG7IXlb2I7muU94szmv9Wh5C6dT2N0lmvflvpyJXvRjqSve1fBEFrxpx9MNW+dSVV54WvbCqesfbgmcy0Ptj2qT4DQEhmOLlN3414IpfxfgtjRPeUVjYTjZVz/cZkr3YQCPq7rx6mtbDLZ1mBpIsb23ND05XxjdjOiJ3C6JD1Qv49t7/eqbp6aVe/BWhpe8PxQ8r6gdvLnFMpef5/FuhtMuU/aiZACTexOI223dXtKPNzR80vh+/riXdHKVunj+f/g6m1wJduU4z98qzgrk4n9x6JHGHnkFtgxDMmB5/4Azkmwyg5V8AiTc+6lvd53uKjJIZkbA3uyPPKYL7Jjl1XFcz/KqVg7L++lh3edSD1xmqOcMv1Yu33IeFtxINCwTi95TBWudtsFL6hr+hCNB+U/bOznUdT4cu5W/cdjnajhxml8zav1GiZd1BC+wXY5FU55wJlhRyjO5LISeNK7nZzhehuuyFsDgqPDVqKDB0ygCsrblwOV340PQ6F06uPz8ZdqcL1d08DYKFaseO+Xwexs4FdbxNstzHbzDHSgolxm+p3E1aLlMYzQ1nu7gMQ1PenjAw/W9/nir8cd/u3jgGTV7Rb3kA/rby4/3kQRqvefB5X5v03t+edgPXjTNSXkp8fc+uL1aZC985fKPz7Dar7GM3c8Cz2ScQmS22gcXlampTeAom82Tpz5qxayVP7g2W4XBZaAJYfIaRs+OSQRQ3JtGNDWtLarp9zYyfqp7iA0cAJcfQltzcJAoY8QcTjULJbxHoAE4mlzrCDSQb7DOR1EXMSMb3AQmgMs9okMMDhhlATaH5abplRqMYIIXwDEo1hEnITN9y7/P1by6l3MdwPuM5tFW9th+l4OKmRo4NkI+EsuxMGMgkP71oygljhw+UdTuuGm6kmZYPCn2ydH+nSNnW4DXkbVAGRnKE0qFB0/9/WEZO9RgwkZwKH+jpiuBowJ2fGzX1J2ZCPJL8gBGX2GbAR8iQUKdXNZgarlig0LAZZzQFCVwuF7nyUtQh16bQwJcUTA8/iiZVecPhYd4ZkCYNBNwbI/pL4JoHWQUT47qjZg5LUV5HxvANnOlwHVYBqd+ZLcoz+mZMesr60V5HS3aNjNGOU6GE2fPDF5HSFPRQK3xQAQsh9RrijJslMv9NbNtfkk4imVZlDIH6ih/S+P4HVDkY2GisTE+ynEAcMQBKcczHjhVSDlSMhunEIFD4uv7mDAj5VgwRQ5FUp76iJ6CuXmcMxx4iVqPZ8OVlI9ZnEKalPeuAXAm6wk4x3HSYxOjlOf2S7ZaCVPKZXEYRpTUSqpSPuyrKfEKvGBneCRSrYQs5WOksUFbimsZ36bJ61L+js4AnH3FuUczuDaH2jgw4IrpvP5RfJjypNlAlEKmvAa1GrFpZsphMvpy+hl4g8gKHKKmPMmDkzmMTTnc3zqHtylHWUHjEDhwTfejJDmlckPqu0B0ljmwKx9GTDaoTnkJI5XQBNspb+WZn7ri8ZT3YaxiU/bA+8wANaF8ivMwTbfhfsrbaE+2GYHK0fsVOGqwqAV4U88MG02oPKvBmU04VFxx9LFDEgfT/q9Xm0jLHFhwYILWV85ZBIdinp+44hqVJ1UxFPuovD5qo2djIpW/SX3ubNxkUfPyETxsUyuVI/06cvqlchExGuZo0jKVt66W2DZ1Ezw943jThncqlz9M4xPRv9BT+V1nUoNxygBVjFO7zlGiyrG/+XIkqXJUpyWONgVHqzkeTpuEqjyrK6sNVFU8ZZcNZlXetebE5rgCi0rQm9JkwSqGQ1nmTFnlJetZEQ4oWgi/Dy01j5vVJNYqf1/dCzQBt8DoiNBYTJOTq1zWv/pNmrxd5aXrZp3N51Uud7z+Iibnt2infO0zrX3lAisfveM2Xlhx0Vo5G1KsWJYnmjhpQo2Vy8Sp3zwq/tOzngcE1Gn0rQlNVi6LQ43zNeHLyrOeGdqsZsV408aZz8rlyZ9Z6is7Gryj8qpw1rRyuUHwi9vMauX1VRFlM66Va3oZJWUX7c8vWhtt87aVpz7D1Fc898RtZrXjOKGst6lJR1Eb/638bSPm26SIg+um7Mup48pFgGEDzoaXg4vyhfEFhZ0rf6MGCnVthv9dvHwBWmJoo9SLmgUULebtM/vtd5WzfAtcBrTR6K48N61AxXb4WrPALCANlyiNdfyNXNgafLSkGdvbaw0SRvs+Dqh02zv/PhTn29jzG9mNcwUSdHhPmtOOvKHfSgPOAtihHjyvFQW4jFv6C2ZNzP3RrofpGsW41hPwIUB/7av8XQsHzRXQR0CzFeHg9P74G/SsGXvYa+kAf4KWtBdVsxV/SwT4E9Th+ojd6rVEUN+C8cx2Pbvr/fc+MKaC0sNOtixs0u99ZKBVBypwefLm4wBXU9UmXQfpMqc7HH6+Iza+aITdWGoELfVLOM4CR4PV7/UyuGn4IDhGljB5R+dtGbzPuxJ9ccOmGdvnsaWpseUvSWObqmswdpv6r2BHdP5Nss6pU+YVbVbHOVEf+Ufv7+VY0qb3vHgssV9taMd3IPPsvJ/QoBY0pE+DKtF4MzkK81M5v3tI6wTHbM27lEXyVOt15MSO68TkN4Ueqpa6pjeM3MzwLl4e3eHk37xpvvq4TFEmYQqFpiGt7/juRaz/vvuGHfyUPrcUlPWrJX24Bdvb57ShR3CafodbFsk0dXIMzimftzK2tZM2Imqs6G9o0W51bXjF6Q02vuLkQ/rOzNI6JyXsUj/ads8PEAR31Ng6PTRK87fVUuaU51P4Pr+hBYvO54H64ae2Y4vw9zTLj5P6731k4FDPaz3bymnIBziOIydi/FERHWH9x/EslWO0gLN4rxofh7MzWYbXiYsWpes5m6bKD4r4snmReyhCzzdW/2Ock+dx1NUV9HbLH4vzKR3Q3hGJCy7LDPU10QEQwQw/rsdlx8CIZu2grVkad6t+mQO3Mg7dMLxmNFxP/sKG6xh20ZLdddbH2aTMgxNHPbOpg6O0fKwJoxZkl3SM6cCI7f3xZxgdguOUv46/VVY/6Yfl0dF8NEwlKJ7Umw/21bKWm9e4pxi1+3s0IK2jOBdV+pMjQv03VeHby5PLaIX9GJ7Cohq6jL8WXV9lygT0NeOEakyc/ZkOfAUNzO9YVGGCDO88NlB36K6qnCbUqFYsWneF82gZosb2AHyd6wtraZ2YZQlef6+Hp2rsx4QdR5RJHBOzLLaGOkGHcdE+O4RFy4g6bygMS7VOmSCDQ4k/LmpUJxmrEqIO5RoapkfyT54/CmITolbJILsaB8C/t5HprM+L3CoE/sexqKcEuAzNiycUUIzLfJAgHycXvTsGTKtytAX40fyuPvrp4o+/BauBwZ/yjO0ENPV27XwfEd5hzjNo6kWTTj9UF5p3Ee2cBxfpMW8qBGdETcDSggj8y+QoD4v1EHXajDtWfz0M74fxY73/ohk6Q71lLLH75GkOvDgqrnOpGzVms8zLXFJSvXlTe8ZfJePW3BmDB2+vmlLVtSckr0+V31B32EmparNsV3tIrS5pKf04Si/L+Kue36yHJlf5o54phPtcswDjGKAd+hhdrrWpHRm43K5jktR2Vl1ralp8HI3bwAGfWg/5ja5VJEHHwUVr5h9HoUcYsr+WEb0K3MLI1SV1Dy4PeB3qHrF1/fexMtzqDk/XPZI2xm90lcql1XH1mqXZJk+wmR6XuVcV6CodJy3A6J/LE7cgD/Pgsgwbk4matDY9Y6Q1C5pEUVeQBpfV4pgLYcaKKxhX/yD9p02eMXjVsSTqamk1+TucMWiplLQZRr0AwEOYm/QJgctFPSdQbQXHgvG5yAho2mZLSzHYn2KGHwtAdFg8P56xIzNeX7Gf+U5eUU+R5xLwnRtjadSyxHwsDdF/KX9vGn+XzLTDVLegn1JGCl3D4/Q5jkQA8IgCrXgsPWEtipXn+LsSzs7T5HWEo78apjLCzov2RzbVjXZdCyx/bR7vHlA5Md69jG6lsbDF7uDYuYJpp/yfPJbfHVZDZXIcqcZ4LKfR79h1P0l5QILl5G8aRQmv9sGH+a0NW83Qj+U6ONTZ5Pkd6cXgKFbAsujVlsF5ooXeQ/m7dLcBx4mhz8/FKNvCvM69TaC9h48G1bzDNnzsfWgagixRxvVnGUjm5za1KZnXubchwFE/3waX23f+unB1kjF0vF6ueJ4WozvwjfPtA1xuf2+P/YN4bH4kNTyAGWDS4sw0CrLBUT1Ux1/7iFQccwr6/Ub5E+2taLvfM/ZQcDTUhslVURfHpPXPr3qRzt0uzdwQudCOrRtwhI28k4d5B6JTr89XY8KfN6xGOWrjOfaLXliKTQ7BNS9y7yNp413WnmXwZ256or9O/ta57ZRlyB/zpLogVi3ZoG2qDEfwp7TJ5acZi8OM9scRqohy3BJHURk4wrTmfpSsBsfwlbXiKs+r3JtjozEujIt85sBO8PJausKN999PeH/phNdPaqi9YQjvu5TwfggI72eP8H60DTYDCtE9WhHegyHhPQYT3kP8xjSzEN7TFuE9WxLeczHhPdMbbOUF4SVeiG7FRHgLMsJbBxpsZSbhrWIJb+VMeAtzg+16gPBebhDeixzCawFFdK/ODLaLQsJ7wUl4r3MJ71U04b10N9juDBDe+w6E93YH4b2bQvj9HS4bqv2Nc1OAcFxnxYTzOhMmXNfRL+F3nfwajPCR38Ev4bjOfQnndexLuK5TX8LvOtw1WAOU2/nWcNH5He0Szutsl3BdR7uE33WyazDa+H8Hu4TjOtclnNexLuG6TnUJv+vwdmFZvGM9M89uCcff0S3RvE5uCdd1cEv4Xee2BmNB8ju2JRzXqS3h/J5TBWhdZ7aE33U2azB21n9Hs4TjOpklnNfBLOG6zmUJv+tY1mDsKf9OZQnHdShLOK8zWcLtdyZLtK+jV4Nh7vo7eSWc1sEr4bLOXQm3de5KuK9jV4M1MmqeuhJO69CVcFlnroTbOnMl3M+/EFsQv6NVwmmdrBIu62CVcFvnqoT7OlY1GNu7v1NVwmkdqhIu60yVcFtHqoT7OlE1GIXJ318XDqO/c1PCZR2bEm7r1JRwX4emBsMW9HdoSjitM1PC5Sv1NGH8K/U0SPwr9RDSHb5SL2utyefx1VqNj9TTAPCv1NP876/Uy3q0/pF6wOkr9bI6fXvv0b5ST6O5v1Iv6/ncR+oBp6/UAy5fqaeR2l+ppwnZX6mnQdhfqTcCrz9ST4Otv1JPg6o/Uk/zqL9ST+Olv1IPOH2lnoZFf6WeZj9/pZ5GOX+lnoYzf6WehjB/pZ6GKn+l3shU/kg9jUj+SD3Q+JV6mmv8lXoaU/yVehpH/JV6Gi/8lXqaLvyVehoX/JV6WY+PPlJPQ36/Uk8ze79Sb2T2fsZ4JPB+pZ4G7X6lnubmfqWe5uN+pZ4G3n6lHnD+Sj3Nr/1KPY2j/Uo9jZ39Sr2RLvuRepoW+5F6Ggr7lXrA71fqaZTrV+ppMutX6o0A1o/UGzmrH6mX9TjnI/U0H/Ur9YCjI/VwbONIvag2/6dKQ1aSI/U0cvQr9XBk40g9nNg4Ug8HM47U05TPz1ShdrNfqYdDGUfq4UzGkXo4knGkHk5kHKmnCZlfqYckTEfqabDlV+rFsuMEGL+O1MPxylfq4XDFkXo4W3GkHlxUHakHt1RH6uEAxZF6OD9xpB6OTxyph9MTR+ppcuJX6iEJ0ZF6OCM5/8J3e+Ezbo7Ui+92tre4bwd7xsmRenoI8pV6OANxpB6C/ByppwGMX6mHWD5H6qVnecUzbY7UwzGHI/XgqelIPRxyOFJPHTK/Ug9nHI7U07OMr9RLcRutM06O1ENMnCP1EPv2lXo4xXCknh5WfKUerCUdqZfS9jVn3Byppymv3/fI242ccXKknkaXfaVeyttEnHF3pJ4Gi32lHo4iHKmXynb+ZtwcqQe/REfqwRbxK/VS3c7cjIsj9WBz6Eg9Tcb6Sj24FjpSDyaEjtTT8Kqv1EMWlSP1cGzgSD3Nr/5KPSRFfaUekp8cqYeAJ0fqqbnfV+rhZMCRejgZcKQeHPkcqQfjPUfq5WebQTOOjtTLz7Z2Zly/Uk/+6XWkXg7bkJlxdKQezOwcqQfPOkfq5bANky2O2xeZcXSkXo7b/ZhxdaQegoC+Ug95P47UQ9yPI/Vg9uZIvZy20TDj15F66tH2lXqwYnOkXs7bBJhxdaReztvT1+KyLH2ZRkfqIQ7HkXqahvOVejA3c6QePMwcqZfrcs9lmh2pB+cxR+rlui1vLW7b2ZZxdKQeEmYcqYcgGUfqwfvLkXqw+HKkHqy8HKmH9Jev1EPGiyP18rtdYS3u2/yVcXKkHlyzHKkHcyxH6o0Alo/U0wCWr9RDpIoj9cqzrVYZr2llHj8Sm0eVxOax5mb7aJTYPEUlNk9iiY1DW4PW8S6xeURMbB4nE5sn0sTm6bVhv/NvQvOonNg8Vic2j+YNW8f4xGYpALFZNkBslhgYtsoUiM2SBmKzLILYLKEwbJVbEBsFG4RmbQexWR9i2KolITbrUYjN2hVis87FsFUrQ2zW1RCbtTnEZh2PYavmh9gsGyI2KowIzSIlw55fQROxWfxEbNZPEZu1VsRmudZmu7SL2KwOIzYLyYjNojPDVuEasVnkRmyUyRGaFXWGreo7YrOCj9is9iM2KwYNW9WFxGYlIrFZzUhsVj4atqonic1KS2KzWJPYqOs0aFWAEptVpMRmxSmxWbVq2KpwJTarYYnNilpis/rWsFXBS2wW+xKbhcHEZm2xYb8yZEKzkJnYrHkmNuumic0aa8NWPTaxwgPaLv0mNsvHN9ul5sRmWTqxWdpObFbBG/YrpCc0a+6JzfJ8YrPE37DVDkBsthQQG90HhGYDg2Gr2YHYbIwgNpsriM1GDMNWMwex0fdBaLaIEJvtJIatxhNis0mF2GxoITZ6Ygxa7TPEZqsNsdmWQ2y2AhGbTUaGrbYmYrOTitjs0SI2+8gMW413xGZDIrHZqEls9LAatBp+ic1OaGKzR5zYbJ7fbDf+E5veAcSm/QCxaWFg2HJBIDaNFIhNkwZi0+bBsJ9TBKFpNkFsGlYQm6YXhi3jDGLTfIPY9O8gNj1ADFs+IsSmFwmx6XNCbHqlGLb8VogNyxZC0/WF2DSOITa9Zwxb/jXEpgcOsWmjQ2xa8Ri2bH6ITasgYtNuiNi0LDJs2R4RK8dws72XiE33JsOWAxSx6SJFbDpREZsmV4sZoyxi02yL2DTsIjY9vwxbvmHEpvcYsWFfRmg6oBm2TNSITR82YtPLjdj0iTNsGM0RmE51xKbbHbHpmEdsuu4Ztpz7iE33P2LDPJDQtB80bFkYEpv2iMSmxSKx6dJo2M/okdD0iiQ27SaJTctKw5brJbFpnElsmm8Sm/6dhi0PUGLTXZTYNCglNk1ODXt+RqnEhtcqoenWSmw6vm62XWOJTedZYtO9ltg0wDVsWesSm+68xKbBL7FpEmzYMhomNr2KiQ27Y0LTMZnYdF02bDk3EyvD/JnYNJYmNs2pDVsG18SmRTaxabNNbFp1G7bcvolNx3Biw3Oc0HQtN2w5nxOb7unEpjM7senubthyiCc2XeaJTad6YtPt3rDlmE9smu4Tm779xIb1v0HPLz2A2EwmIDbTDYjNhITNdsoCsZnUQGymPRCbeRHEZuaEYSu3gtjMviA28zOIjWgOg1a6B7GZEEJspowQm0Elhq2sE2IjLoXQDFwhNkNbDFvBL8RmeAyxmT9DbGbbGPaLxyE0E3aIzZQeYjPox7AVFkRsBg4Ry5EveIUeGbZyk4jN7CViM9aJ2EyGMmylSxGbCVXEZsoVsZmUZdjzS9siNhO7iM3EL2IjNIzQjB3bbAeXESsjE43YzFUjNrPZDFv5bsRmRByxGTNHbCbVGbai7ojNuDxiM3KP2EjtM2gFAhKboYLEZjAhsRluaNgKSCQ2MxaJzZxGYjPr0bCVF0lsRk4Sm7GVxGYipmG/UE1CM5eT2Mz2JDbzQQ1bGaPEZkwpsRl1SmzGpRKbkauGrdRWYjP5ldhMlSU2k2kNe2a2LaGZjktsJuwSmyG9m+2gX2IzLJjYjBsmNiOLDVuxx8RmpDKxGctMbEY7G7bioYmNgGlCM6Oa2My5NmxFZRObcdvEZmI3sRH6bdDKDSc2M8mJzVhzYjMa3bAVr05sRrQTGyHvhGZIvGEraJ7YDKsnNvPuicmA22giLmqQSY9VQd1zfuiRLLAYwpqGGc5YaSJG0EuB2LYMRqRaxkVMBtxGE3FRB7N+oOc95EmBXWugAz38A0LIaCIuKGjHPMQM9jE0ESOPqNL3jkQjuRCaiHG8++LBZRbkSmgi1tSm45bK2ohUaNhDdlQ4/tqMvspO24M49u5wsXuZVSTOV2YIP6WJWOO7kGhjGdzYNOqLGBz8jpfJcPvSRIzCgah1bYZpflqgYQ8ZbNiAzMzQjEsTMWofSqk0EaNKQi6FJmJE1cF882VW5FpoItYgvRxpIkahR1avVsNQZA/TRGbyrfDbwUYlvrQAyZrL3GkizmroxWMXAhVftRMgJsNtpokYxTYdITyWIQJbHYWJyXD70kSMSEv4U1VmsN6liRilRdjnTcy0oCUwQ4RWZxTgvG8/NmmJwksjhgabPg9NxKgAkEuhiRjBq7gf7VeAEoAM4x9mcvNVmohRMybXQhMxSgBC7DQRI9xWroVWICgBGOnexGS9m2giRg1ADjQ6aC3dW2kiRtmdPEI0EaMEIKC/jJnco4Em4uk+QBOxFg7yj4EKALkS+jWQAy2PJM3DyJIuWv1oGLxu0kPzsFZJPoHm4aQ2l4nmYURxwwzbIkSiIeORmYBG8zAqQuVS+vHfBrkUWoIg87ypzS8xEfg0b6KkFZ6ynRmyCGgeVjOQt9E8rKnzpfP7wW47PTQPo4AXRxb0DTww4+dbXh1iSzxYHrEIxBAlRPMwipUL3PSZtZACzcMRsQ88tuL8H37u9htAubVcCs3DOP+XIZjm4TgcJmgejuierQ/Nw1ETEgPNwygsb0+iFQgKAIb9LDEZkipNxCgAwHRAXwGqVN9OEzHK6GECF5klOhgCeeRKaCLG8T/6HRozGW4rTcQ4/s/o4Gf2IGOQPiOjHfihiRjn/3IlNBFHjWNNNBHj/D+2QhOxdlJogSwxGW5fmoijJhZ2mogjLLdYKOH4Xy6Fhj10jbQn880Ce/VWaCKOM12PvgL4cYaXJmI0viCuIDCT2yzQRIzz/5CoWgsNOSjhppkT5//IsyjMZLilaq3REBQ6LUCChgnQPRXQ3lgjTcTqV5eoWktbmmQ9TBMxCgBwYmi/gvCqKQNNxKgAkBfTRIymrN6pWkv7t0qlai1t9ZJroYk4IDfjKbQAQQUApE1i9sB8mj63YsDlj0X9dw80KgWksFWq1gKT8TbTRIx2O7kUmohRARAbVWuBIUODJmKUAMjPRBNxgLlhD7QCEVaRnFeZyYCbaSJGyyIOZukrgDtzazQRC5MRl6YIlAAgivhlhop2mojRnimXQhMxSgBComotsAwBGZnJiMvfAIzSMhVraS+qPAw0EauxcadirayWzzXTRKxG2ImKtbSbtsHqhxkS8wojGW+pWCurDX8MNPKhHVguhSZi7RxG6CWzhNPvyEwuhH4zFADIldBEjN7nF31QzGDnQxPxg+rcnmgifhoGXKrVAkO2BU3Ej4ZVN1qCoAIgNirWQvv4K9dCMzEqAOADVZgluRaaidHWXioVa2n3e+Cj3wd11w/VaoHJgNvP1wVZWNBMjAIAuRSaiZHl0numFYiwjBqDwEwG3EYz8aM9M1SspWYFslKhURO+BshBKMxiRpCbZYjn61SsBdZ4MYTzfw2RYAYHMZqJcf4vV0ICEmlIciU0E+P8P2ulPbGIiJjATMbbSjOxRkMlqtYCk/G200z8aNoCVWup5cZbqFpL3TmQNhCZFa7kAJLxttqZGEzGW6rWUn8RuRQ7E6sVSXypWgssyaW0yEzGW6rWUocUePd0ZnKrUP2E+q6EROVaYAHFJ/S5sFt4qVxL/WDekkJgJgNuroxkvK0PfWzBeEvlWmonHFJ/CrOMVXJmFiPKxC3LsAul8xg1ws1cwKz2PV19BYnJgEvlWtMUqGf63IT0KirXUlPWiAJKZvGl0ix1Ncqo7bMsYsClTTR1Ey2VyrXUVgk1PpnZ07geKqnZ5htfRnCpjZ2ZPEClNWYy4FK1lvpEFlRkMKvYi0jMtHsoMJPFPl0dLA7fQtVaalcoat1OxGrO1fl0VW28kGhhP3aY9lG1lhrtwc6Ukaa9d2Yy3paHPrZhvKViLTWJ6zh4YIaAF3rEUQIQMhVraXyBXEph1CLv1YLJcEvVjWDyLFOxloYwdGzKMWvY8InMRK/Qg/tqrxDVaoHJeJsTfQMIAy1Uq6XRFZlX2EmzyLFeZfbIQJroG4DbVqZiCY3gkEec7lFUAERofGYy3lb++tAFBvXJrKBcLTITgc8/Lvz4M9VqId4E3fK1MZPxtoTCTL4uqtUCC2jSo49FQkqnWi0NeikYMZjJ70PFWmDy/GQ7ESOERsZbKtb6BdbYiVjDbRBEH5nRv8qjIpdhVx9gQqhUa6T2BNrG0YQfeXc7CyMkSMbaliOzhoLAwKzA8rEzk7GHarU07AhRzPTnIwAxUK0WmIy1VKulQUxyLW9g9vDOpaY7If/1ZVZKo1otDZOSS6FZGIFULVCtloZXyaXQLCxMBluq1QKTwZZqtTRY63moVkszu0qjWi2N9wqZH+aGYIJAtVpg8ng3moURbMZ1l5qNltNDszDO/+VSaBZGcFtpiWZhnP/jxsjMZLClWi0Np4tvO/5TGWypVAvReV0uhSZhHP8jxqsyy6gUzcxksKVSLY0SlEuhSRjn/5FOIoDkhuo0CeP4Xy6FJmEc/z8PlWpplCO2tBMzZCbTNIekyRZolqtq3kKVWhp4KZdCkzBO/3OiSi0N3pRLoUm4or2sUaWWBoPKpdAkjMjRRlXUmloql8KXh+6y+gT62IJsY6rUAkNMJU3CI9qVKrU0HlZWlnQlGWMtFWppeq2MFzROIxgXcWiVGWICaBLG4T/ODRIzGWupUAtMHp+aOzMZa6lSS1OMoyaXEEOYMc3COP3PampALGKMo68A3WWNnhYc/sul0CyMhGoZCmkWxuG/XAo9uUjJfisVao2c7RRpFsbp//NQoRZYVONtZjLeUqWWxpTLtdAsjNP/2KlSS0PU5VpoFsbpP45n7LXg9P/hJ1zT4FulcQ+H/yFTpZaG1bfQaRbG4b9cCs3CBd1lNdIsjNN/zCSBmYy3hWbhgu6yRqVaYDLevjQLC0uIVS7MQuxUqpUKustErwRmMuBmJjLcFpqIC3rLGpVqJRz+y5XQRCxMhlsq1QJDRD1NxAXNZZVKtRJO/+VKaCIu6lRIpVpgMoZQqRZYhNccfW5E3DCVaoG1iIx3ZvmYr3H6L5dCEzFO/5+HSrVkIYfxttFUgtP/kKlUC0wNYyKzJ3Yq1Ur4B7kUmogLggbl1Y1ZQkBdZfZAYtjPxfG/XAtNxGjabjHQRJzVuobG9IzuspppIsb5f05UqgWGMHWaiPOrWdo0tOD8PxQq1Upoe290pg1UY6dKLTAZcDM9pjj+z4kqtRKO/3E4mplVJKYnZhkhOoFZ4D6JhON/0Wc0EcOk4FUrEGIy3lKlFliEkKOPRXtZo0otsBYKf8nIV49UqAUmINFEnNFeVgv/aBohX2kixuk/on4TMxlvqVALTDRW4K8gqjEhzcQ4/o/I2mMm4y1VaiX12pBhiT4X+W0PVWqBFWRLMUpyKTQTwy2kRSrUSjj9l0uhmTg/mn5NMzFO/yGXIzO4tNDnwhpFLoVmYhz/y7XQTJzUmjvRTIzjf7kWmonh7vJqmBExAVSpBSYjLg2aCd1lL1VqJZz+i8KnmRhONg1posxkwKVKLbCAk3762IoBlyq1wGTA7TQTJ7SXvVSqBSYPbqSZGGZALVKpFpgMuFSqBZaxKonMZMQlgZuGTSPNxHA+kkuhmRjH/0ENY4jJgEulWmAP2pToY9FeVqlUC0wG3E4zMc7/5VpoJkYCRmHzhYTz/wAnA2Yy4FKtFhgiJ2gmTmgvo0cNx/8Zrd/M4FNOMzFMuQqakpnJeJv4poJxcqRaLbCKpV9ghtwDmolx/p/RF2kYzv9liUgzcUR3GTr2mMmAS7VaYAHdYPZz1W+NygmAZMB9aSbG+X/OVE8AFp9AtVoJbnHlpVqtpMZy3BkClrlqBSgiYd5+A/C7eyt5fIDJfEOlWkld9FCbzkz+VirVApMBt9BEHAsGXH47tJd1KtUCi0hAbsyezGWmCef/T6DGbDAZb6lUCyxxyx2QjLdUqZVw/B9R6cZMxluq1AJTD7vMTJ5l3u+AF2Th4iCwyrVBQKlx2QqYvBn1eSWYWaJJsDAT5RBoIsbx/xOoUgssFKpBSzj9D4UKtcBk4Go0EeP0XwQLTcQR7WV81phw+p81wIVYk0uhiRg2peWlqnEwGW6pUishHa/hsIOZDLdUqQWWsfGSmEW5Frrncfz/UAdtQkxgefnXwOl/OLYu4SrbsA/I7BGRShNxQHtZoyI0sCL6iSbioP6UmSZiWOjKtdBEjOP/gKU9MxluqVQLLKFoLDF75FpoIsbxf+bVEE7/HywtmMl4S6VaYAHW0/SxCeNt5/dDqBz0GLM0ElqJyReQaCIOmipHtVpgyASjiRjH/3I300SsrtHH4Irz//TwUYQG/jYaWzUGGQ8RMxlvqVYrwSG74OdlJoBqtZJGsONzmYm4o1qtBI/vt1GtFpgMuFSrBSYDLtVqgcmAy7sbT//l7BomDwy2EQOzkmh8fNBc1hINDzj+z5lqtRKO/+VKaCKGebtcCU3EOP5HZ3Fk9px/LCIrHirVAoPnG83DOP2X74TmYZz+y6XQPPygu+ylUi2wigLIwAwh88fLglwKzcMPmssalWqByXhLpVpgMt42WoEgVUAuheZhnP4fW7VP0gQImodx+J8QE8JMxluq1Eo4/Id/X2Ym4y1VaoFltG8HZvG8o+DGnqhSC0x+slSO12Wk0xdmMtxWmodx+v+El//cB+MtDV04/JcroXkYIRpyKTQP4/A/PVSoJRMBhlsq1AITQIVaYHI5VKgVR2RItwuQiNN/eUTtRAwm6j6+lVlCYWy5suXhdvBl+Xbw5RBnuTWUO/jynzv4sqs7+HK3O/gywyNuvPMOvqz2Dv4z5jvwsvE7+HL9I25MAg++PAUPviwID74cCw++DA6JGz/Egy/7xIMvt8WD/7wZD7ycHIkb48eDL5/Igy9byYMvF8qD/zwrCRuHy4MvQ8yDL//Mgy+7zYMvd07ixszz4Mv78+DLKvTgy1n04MuIlPi2LT3wMjk9+PJEPfiyUD34clwlbgxaD778XA++7F8PvtxiD77MZYkbL9qD/5xrD7x8bg++bHEPvlx0LbemuwdfHr0HX5a+B18OwAdfhsHEjb/wwZcd8cF/5sUHXlbHB1/OyMSNkfLBl+/ywZdN88GXqzNxYwJ98OUZffBlMX3w5Uh98J9/NWHjdn3wZY598OWlffBlvX3w5dRN3Bh7H3z5gB982YYffLmMH3yZkhPfFuYHXobnB1/+6AdfduoHX+7rxI1Z+8F/1u4HXkbwB1++8QdfNvPEjSv9wZeJ/cGX5/3Bl0X+wZejPnFjwH/w5dd/8J+7/4FXFsDBV3SA5TZp4OArmODgK8fg4Cv24OArJYG4CVU4+MpgOPiKbDj456eyQRDETW7EwZunLG0qxcGTpyxt5gVxE5Fx8OYpSxvAcfDkKUuT7kHYZIEcvHrK0iaNHDx6ytLmmBA3sScHr56ytKEqB4+esrSRLcR3wMuBq6csbXrMwaOnLG02DXETZXPw6ihLG5Nz8OgpSxvCQ9xk9hy8esrSJgIdPHrK0uYNETfxRAevnrI02UcHjp6ytMFKltscpoNXT1nalKeDR09Z2gwp4iZy6uDVU5Y20Org0VGWNiyLuMnWOnj1lKVN7jp49JSlzQUjbmLEDl49ZWlDyg4ePWVpEtAIm7y0g1dPWdo0toNHT1narDfiJhru4MVTljZ47uDBU5Y21u7gzVGWNjLv4MlTljaQj7jJ7zt485SlTQc8ePKUpc0eJG6iCg/ePGVpchAPnDxlaUMWiT87k/HgzVOWNvHx4MlRljZN0nIbPnnw5ilLG2158OQpSxucSdzkbB68ecrSpngePHnK0kSEEjaBogdvnrK0caUHT56ytGGoxE126sGbpyxtMuvBk6csbe4r8RkRe7DmKUsbPnvw5ClLG21L3CThHrx5ytLm7B48ecrSpvgSN6G/B2+OsrSBwgePnrK0ccXETbrxwaunLG128sGjpyxtMjNxE+R88OopS5MSfeDoKUsbQU3cJFYfvHrK0uZhHzw6ytJmbRtO0dwHr46ypODvg0dHWVKsOHGTQn7w6ihLyjg/eHSUpQ1QJ2zi1g9eHWVJYe4Hj46ypKh44iZZ/uDVUZaUW3/w6ChL8MdRlugwfL/KErg6ylKbFB1lORoVv8oS/HGUJZoOX0dZgldHWWozo6MstaHRUZazqfGjLNGd+DrKErx+lSVwdpSl9j06ylKbHx1liSbG11GW4NVRltoI6ShL8OAoS3Q1dkdZgjdHWWq3pKMstWPyqyyBg6Ms0fzYHWUJ3hxlCV4cZamNlY6y1OZKR1miS7I7yhK8OcoSvDjKUjswHWWpXZhfZZmGF/NHWYI3R1mCF0dZgidHWWq3pqMstWPzqyyT2jZ/lSV4cZQleHKUJXhwlKU2djrKUrs7HWWZ1OP5qyzBk6MswYOjLLUD1FGW2gX6VZbaCOooS/DkKEvw4ChLdHZ2R1lqt6ijLLVj1FGW4MlRluDBUZboAO2OsgRvjrLUzlKHJUdZggdHWaJNtDvKErw5ylK7Tx1lqR2ojrLUNlRHWaKdtDvKErw5yhK8OMpSW1W/yhL4cZTl6Fj9KkvtWnWUpXauOsoSPDrKEvxxlCW6U19HWf66W09lqR2ujrLULldHWYI/X2WJTtbXUZbg1VGWoxv2qyy1I9ZRluCPoyzR3fp+lSVw9ZRlQyCDoyzROOspS7XOdpQl7LM9ZdnQtuEoy1a1sf2jLNFg6ylLNNl6ylJ9th1lCa9tR1k2tHg4yrKhat1Rlk1rcb/KEg25nrIcntxfZSk8e8pSePSUpfDHU5Zo3PWUJZp3PWWp/t3fIaPBk9hRlk19Vr/KEv29nrJEk6+nLNHo6ylLNft2lGWDf7GjLBtMWR1liWZgT1miIdhTljAFd5RlQ+WWoyybDFWeshRePWWJxmFPWaJ52FOWVe3DvsoSTcSesoSRuKcsK8wrHGUpPHjKsiLI8qsN0GzsKUs0HHvKEp7jnrKsMLpwlGVFA7+jLNGV7ClLdCZ7yhLdyZ6yhD+5pywrTDEcZVnR7P9VhGhg9pQlupg9ZQkfc09ZVoQzOcqyInLGUZYVxgDf+WY0O3+VJRqePWVZNfTsqywrOm0cZVnRPuAoS3RFe8pSO6MdZYnuaE9ZVm1h+yrLiq4cR1kKT46yRAO1pyzRRO0pS9ioe8pSePGUpfDkKcuqfQnfMQPN1p6yRMe1pyzVct1RlhU+0o6yrDDHPRkaGBxlia5sT1miM9tTlsOb/assK+oyHWVZ0BbkKEt0b3vKEh3cnrKEh7unLAvqMh1lWVCX+f3JixrufpVleTXm9DNsFtRlOsoSHd+eskTXt6csYfvuKcvStED4M26WpiYhH2VZUJfpKEt0h3vKEh3ijrKERbynLAuMfB1lWVCX6ShLNJF7yhKN5J6yRDu5oyxhJ+8py4KyTEdZFtRlOsoSHeeeskTXuacs4TvvKcsCcyBHWRbUZTrKsmhO8FdZane6oyzRoe4oS1jUe8qyoCzTUZYFdZmOskQTu6cstZPdUZboZveUJfzsPWVZUJfpKMuCukxHWaLj3VOWo+v9O2Sgk9dRlgVlmY6yLKjLdJRlQV2moywL6jIdZakN8o6yhEu+pyzz6GT8DJEZdZmOssyaaPRVluikd5SlNtM7yhKG+p6yRAm5pyxRQu4py6z9KV9lmRHp4ihLdN57ylLN9x1liQ58T1nChN9Tlhl1mV9tkBH/4ihLNOl7ynIY9X+VJcz6PWWZUZfpKMuMvhdHWQoPnrJER7+nLNHV7ylLGPt7yjKr/fJHEQoOnrJE57+nLNH97ylLOAB4yhIhAJ6yzHBq/s43GeazjrLMaqj5nXBgFOApS2QFeMoyoy7TUZYZrs6OssxwqnWUJQwFPGUJVwFPWSJXwFOW+UH66kdlCG6esoTxgKcsYT7gKUsYEHjKEhkEnrJMsIpylGWC/42jLJNGRn+VpRoVOMoSWQWeskzvp4MHzOvgAfc6eNTNwFOW6mjgKEtkGnjKMjW3gwfc6+BR1wNPWaJ+3FOW6n7gKEvUjzvKEiYInrJEDoKnLFNxO3jAvQ4eNUrwlCXMEjxlmYrbwQPnA6+DB9zr4AH3OnjUVcFRljBW8JQlwhU8ZZmS28ED7nXwgHsdPGrA4ChLeDB4yhI5DJ6yTNHt4AH3OnjUp8FTlnBr8JSlBjY4yhKhDZ6yTMHt4AH3OngSXB0cZQljB09ZariDoyzT43bwgHsdPDBw8Dp41ADCU5YwgfCUJZIgPGUZu9vBA6cHr4NHnSIcZRlft4NHDSM8ZYnQCE9ZxuZ28IB7HTxqKuEpSzhLeMoS4RKesozV7eAB9zp4wJ0OHjWg8JQlTCg8ZYkSck9ZooTcU5YoIfeUpXCvgwf2El4HD7jXwaOuFZ6yhHOFpyyRXuEoy5jcDh5wr4NnuFs4yjImt4NHXS48ZYmkC09Zxuh28IB7HTzDCsNRljG6HTywtXA6eIC9Dh5wr4MH3OvgUdcMT1nCOsNTlgjPcJRlfNwOHnCvg0fdNTxlCYcNT1lqyIajLBG04SnLoHm1fcmMgmgLxdTYM/uelYfalvqQKTLKMApODT+zd1q5pgkpX33WaugB56H04w1TvOKtW1ertnp9yHQ5R4aulisydyrfena1e4OXjodx8gr/y8mXzl0d42obEp42R4w+cggUrzYj03SeRpl70YEBPGjEo/LVfmQa19VtJE/tBC5TDK4BtiGrLck0v4PLrB7a7/1HAqI6lPxU9G6fB5axq6tCApb10niP1cJk+u+VP7nVd/KYGjI2koaaTMltevgHT6prTLs/cJCfqeXJCwzgwuA/hW4sA+BoIk9JUDmovL1Rf6i6O6SM7YC6pzQYoP8Nh4IHHxwH/yn67Vygxir9/f1VsGeXgbIP/hP6xvwgaUV/KzVNLrjqt1BHo5UxTwCLsLxrk8OaNY73WA1YxoBhmLeUUJZZQ3rg9gkTltWYZUwc1NhFlFTuk2NuyYpXv5bxgQAXAd3WyytM9cbbrD4u4yUxuNyhbDsxbWJS+b19lxm8hcF/y5G0nSuSJsj0MF+PcrYIkyvlv2VK2u4X8IjpVaa35Yrxqhe18t/yJW0HDXC4k+UfbyIL8zv4b1mTtgvH8KrRLMbh2PHE9OrXlndbmXHyAM+44jZ5hLm84tVttr1AgOXFIf1wEXkZuvJfE5pxEwFG4HXskyOGWnnazWnGkUT5KxP5eP1yL1HDHKRVpMXxwZPPRZZxQAEviKOqP4489vG5q8nNuKio+Q5sCn+8yjOuP27azW/GiUWNeZC/9nNZ6QGiEHj1xG0vF7XskR8wtolxg+ucEXernLGDAZfbtcTf22S0Zwy+WuiMpYxyWc7P4RVRgLKgG5+7WuuMLY3yFEL4Wc7AI7+M16+WO2Ntozz/7vxXM631OY+7E8+44yiv6vJtfHRgFoRamlAWRaz25M/8pZYRD3DDbN0mF/UeJ1/9fMbMB7xEPM8//iJ1Qvnq8zOGQOCwmZ3fAXowwhgVwu7/M6ZCSbtPEMg5OWazWJSvvkBjTKQ+SG8oT5hcRPqjd/6z+wWNuZHyB9aEf8MICe+eBv/1ERp/JMVYWcTJRe8gN0n/8bfuNR5L4yVtDEZojHkSrLD1HX/LYWPTpLwg0X3yaemEf3zk61tXKU8GFpfKf8tnYws1/vA8FjrKM77zwX/LamMtpV+gDExjbA9qovuW8frV1rjdqfT3ERHRf1hujPSMt1ndjnqDIVSq/o3ff67Clcsw/4y3X92OyiMGnj+9736rcOUPjnuUr25H/Vz5cWXeAf91OyqWgQaTJ56N3ypcuSw523j56nZUDs93+VXwqP5W4cqRYp2Ur25H5QHSQfnqdhwPjkY0ga9uR/3W+oMEEx2Zfqtw+21i495+yRg0698Y9+biXHnFM6/D5G9trlhmgjhevnoglYs0S4P/eiAVy0SA0eKpuwdSuYwF+vZl90DqrfBqJJvOLr+1ufI2lK3GVc21ufL6qNLBlPZbmyvPMOJUvnoglWv0+J9Opb+1+bgFK9IedUr+rc2VPzHqLZ53D6Teym9rbfDVAzlGoYTwYvBfD6RiuU+h+0VprB5IeiLSOA1qm8f5+tUbqVyuePLVG6lc9JZ+PWn3Rip/nldv/bR7I3VQfGvSeyru3kjlLcA+WDXhb82uXBZAWM9AW/7W7GNwRbCQ8tUbqVxmGIyzkLS/NbtyWRXp1xNWb6QOGL1nvcyweyOVyyOtt3LYvZFj7JbVm+LVGqm4jJkVq4Dfkn2MR1icKV+tkcrRYfMqX62RyhGGPV6/WiNpvFNLmGcNGCIdkbOia6HfUl75q+MvllSrZXJMMS8C13QJ9lvKK5fVmIgWXcnNpbzipOOaLvx+S3nlsnKQGxt8tUwqDxqVhXXoapnUGUz+LXblq2VS+RvxIl3n/pbyyivyKpX/WiYVy+grkg54tUwqTzquyR26WyaVy9f/VOWrZVK5XE9oylfLpM42vWCEAV8tk2OilX8Z779aJpVXjSKICAT7rdnNbAaOZKF34QAHeODVSakcyrAqX52UyhF6F5SvTkrl8jSNd/81Uurs3nVci4gTW2tnVQM96E9bdiOlctGgXfHqo1Qs445+Z1im/Na84AmnispXH6VyuWUTfpO8+yiH2KjQQeCrj1IVQFerb/DVR6lc/ucNylcfZZottvrb5t1HqRxumTLy/MvSEDKLIaoFbHVRDs0hv19TvroojRYBl0myxMVxm1Xlq7tS9ZB8709XvrorlcslBrw+7u7KIasC3DHBV3elchmpU1O+uiuVY/wOyld35dBhMqKN91/dlcqRpYtvJuzuSnCZyJCsBf7rrlQsqlOfzbC7K5VXjGjAq7lSsfzlebx8NVcqx3eCq3l2c6VyUbc6sjy7uVK5PIQtK1/NlaoW5b7UZ/nZzZVTUIqUUb6aK43QVN6QL/3j8ufi9Rqq9ltbgMv/yGQEvpoulcugNV7+67lUivU14Oq4VApn8PEeq+MSPMESX/7W990dl8rlPpdZIGr42k+za9s30s6Vr45L5XLD4rt539VxqRgpU0HxY7V2CmM4e9vuuFQl3TsefGS0bY2Mr7VgHQ2etxbG5tijwwqy2rbmVUEOwQT+bHGrCcPwEI9v3Q2XZqkAXjtONH88ypM1+Ra9yCqSpUBUnrfo1cRvxC6Bxy164W2csDUE/uR9o4U6xrO37EZM5UjUe5XXLXphKC4DWlKet+hFKh/Ct5THLXpRbRiQdwT+bNH7YA5r+mfl3Yip/FWdBl636B3Nsng837wbMZXLX9iL8rjlLfY4Xx2mECC35a1avenw8qbViKn46cjXAl6NmLre6wV/I/hqxDTrwKidQLnVsrjGNoCvBk3lVcajonw1aCrHvgc+N+4GTeUJ2XjAqz9TcRyD2ht3f6byR37d8frVnzlWc+nVxznu/kzlMt7qtxZ2f+ZY5eHwWvmvP1Nx0XRv4NWfqVzkBEa7N+z+TOURkVHKV3+m8gdxNBH9QUvcajpwzJis0B+0xC04tk4Vr+5MxTVlvfhnd2eOtfwLT/PY+u7ONGt85fIjrD0EFA/P16+uzbGk7Tqotb67NpXLNIIZsfXVtakr3T5UmuDVtam8adJHREje0ry6MkbmFPBq2lQsihGjZnt306byJKNaUL6aNpUj/KwpX02byh9dfUZk6S3Ni5W3SNXQla+mTeUNweXKV9OmcqxXqvLVtKkcs/vgv6bNubBHlGFsdTdtKg8aWga+mjbHRk3E/j74ato0GzjK5TXr8hEEPl+/mjmViwqTXwh8NXOODYWO4aiV1cupNGtSFvDq5VQuC58nKl+9nMplKMVogfS+JXnBH2zgKV+9nLotNbZ+Y8u7l1N508Rl8NXLObaxGmZtBPwtxQucx6CmIX8/aQsuDw1GnZZ3K6dyBJnhctJu5dTdE1lvpMF/rZyKsUvSFJd9LqRp9TilAk/7/GdtwoHLb/msQU2muDRfH/b5D3LvZDWHbzPuFk/lCPysyts+00EZZnz1/eNu8QSXqQxnOuBpH8bgMZOntSkP+9AFi6eOuLSIUMF9uIKI14w4OPC2T1Fw0ifDWla+bm95wz5Q2ociSFUeOg2hg/vwo2Ma6/p0PrvDc+xnypCWlbd9mtExjY0x6tkdnmM/K42x5dkdnsoT0jqUh33c0LXeAYMO+ov2scLaXwUX6dXWviX2MMLk+1gBTUI44lFe9vkBRqyA5wFtR+ucAKvQsfBEjuE+D8ARqA5p9d19n4pTQ7A8eN3b+KhZk/HtVZ73dj06ARAtoTzufXm8Ke4ypB3u7XdoRRnQ5KusbXd9Kq9DqNW2uz7H1uCDQwjwbLfN5R6bbxPt9jj+Gb8sQhHNhjf2qTGjIhdxb2y/mMOqXnvdTZ9jg/xFBD143hvVa+Nc+ZNyX6+vCfMleNwb1Tge7sg2BX/2hvSLSQyBvhHBitW8vQxn+pOU3Qyq/Cm6lq5lN4Pq/mgPUX/ZsptBlcvfksf7rGZQ5TLI4K/KuxdUcUZphPLVC6o8jWVnzbsXVLn8Tc+rfPWCKpdFVByvX72gegqBYyhcftq9oMqbrLoH//WCKq7Pqzdg2r2gynNNUAQ17V7QcciBSVX56gVdRyJKsaO0aGjjXeLuEFUu2gYrCAQ9LsmLveZX99LAV4eo8jZEGgIfl+QFLx277+CrQ3TsWWdEmcvAujtElSddLtWwG0QVy5CA/ZAaVoOoYhxfvIrjVrwQGfozgz9b8QqvOemN+ewGUeUZm9zK61a2r0Yv67fw7AZR5eFR9Yb8yC1t8cTLVzhe/2xpu46pIjqUSo/r9KplhFsDv1vxwnwGYZ3K61a8L3bWsboqfbeNKlbdqjwuwYsK/YhfCvmTW++i5xGbDcLf3TWqHM/Yq7xuvfuO7a2oPG/B++qWD/Ygyru7RpWjD02GqNJ216geO/Tc9Y9tu2tUeas4twUvW/EKL2PWQGjlVrbrhBBchuC+7nuVjEV52IoXVXUJOejyna5uUsXIvMyK21a8aP2UkSkoL1vxCscac/C0JS92F0PEpITcyy15UUwiMh2XWXY3qfIwHsRSdjepnr70oStK2d2kyiHru/K0JS+W+wioVh625MUpTsr6s+TdTap87s+WvLpJx/lsU4EvuGzJu85tleMR+l1+ezE+A6ethKHGA+oqwMNWwthjRaW/8LSbTJWnogt/5GxuxYvq64aTFfCyJK8GzTeIPcFpS17MjUF3CEvaTabKZQKqeJu4m0zHUVZRjYk4zi15UUlZdeepxN1kqlxucUzDwtOWvE2bR97Bw9a8WHzIrYfrDLvJ1JyagyOHcB+my9dQFbcthVEsVFB4A162FIY3cH312xdht6Qw0hbeMl8ethSGQpAfEd/Cs3tPlWMXMihvW/LiQC/pEhY5GVvywuezIJ4JPG3JC+t0CCCkZGzB27SDBjc+UjK24MUC7MHxP3jbghfb6lraA1624IVlX8pYJ2hG6BK8q2IBHElc669NiNbskwv7X//4x//8x3/7+79/q8Iutxe3+nhBRNLAA7lRdciGE9vff/6Pv//+93/+/st/jX//9v/+wj+ecayB4O3wR//yn//2F/7+99/z969/x//neNk/bMne/Oz/sGV564JNSR6xWXdHbNbWEZsFdIuZKjlisxKO2Kx2IzZK2gxahWvEZnEasVmZRmxWnxGbFWaG/arICM1KMWKzIozYrPoybFV2EZvlW8RmiRaxUZ5l0CrBIjbLrIjNUipis1zKsFUSRWzUPRGaxU3EZgGTYat4idgsUCI2i5CIzUIjw37VRITO5+yfPpO3Z/j2zN/GiMuY4o9A1/HqNr7dxsPb+HkZby/D83U0v43+l8niNrdc5qLb3HWd625z420uvc29l7n6MrVflcBNOdyUhi9MbjrmqnsuMummqm4q7KbaLirvpgqvKvKmOm8q1VW1NxV8F803jX3T5DcNf9P8lzXCbU1xXYPc1iy3Nc5lTXRZQt0WXJfl2W01d1v9XRaLl7XlbS16Xbve1rq3tfFlLX1be9+W6peF/W0f4LZvcNtnuOxL3PYxrvse/i7JbU/ltgdz27O5bPFcdoRuO0jXHafbDtVtR+uyAXbbL7vsr9324677d5ftvtvu4G038bb7eNutvOxu3nZDb5unl63W287sbSf3tvPr7hPfdpWvu9C3XevLJvdtT9zfQXf322/78/9kP/+2/387L7idL9zOI27nF5fzjtv5yO04xTt5uZ3S3E51bqdAl1Oj2ynT9VTqdop1O/W6nZLdTtVup3D+od3tjO96Jng7Q7wcOd5OKC8nmrcT0OuJ6e2E9XYi65/f3k57L6fDt9Pk6+nz7bT6drp9OQy/nZ3fztovZ/O3s/zr2f+tVuBWW3ApRbhVLlwqHS6FEdc6ilvdxa1O41bXcasDuZSNXKpMLkUp1xqWW83LrUbmUlJzq8C5VOzcKnyuFUGXAqJbvdGtPulWz3Srf/LqpW71Vf+kHOtWvXWr9rpVh92qyS7VZ7dqtWt1260a7lY9d6u2uxTnXWr5brV/11rBW23hrRbxVrt4q3W81Ub6pZS3ystrpealsPNWB3qrG73Umd7qUi9VrH7F660+9lZPe6u/vdXrXup7b/XA1/rhW73xrT75Us58q372i6VvtdXXWuxb7fat1vtWG36rJb/Unt9q1a+17bda+Fvt/LfK/laPf6vfv9T73/oDrv0Et/6DW7/Cpb3h1g1x6Z7wey2unRm3To5b58elUeTWV3LrQ3H7Vm59Lv+kL+bWR3Pru7m06dy6ei5dQLeuoWuX0a0r6dLEdOt5uvVIXXqqbj1Y156tW4/XrSfs1kN2aTm7dahdOtouDXDXfrlbf92tH+/Wv3fp97v1B177CW/9h7d+xVt/460f8tI+eem2vHVnXrs5b92ft27RW3fprRv10r1663a9dsdemmlvvbeXVt1bZ++lEfjSN3zrM772Jd/6mG99z7c+6Vtftd+GfevavnZ537rCL13kt67zS5P6raf91gN/65n3e+xvPfn3Hv5bz//NI+BiKXBzILg5FngGB8/FD+G5+yfc/BZu/gw3P4eb/8PNL+LmL+H7Udz8K+5+Fxd7DN9L4+a8cXPqcI09bj4gd9+Qm8/IzZfk5mNy8z25+aS4tioXE5a7Z8vN4+XmCXPzkLl5ztw8anxPm5sHzt0z5+axc7HkuRj4XOx+bu5AvpvQzX3o7lZ0cze6uSHd3JNubku+O9PNzelq/nTzirp5S928qC7WVTenK98Z6+akdXfeujl1ea5eNwewm2PYxWDM9yO7+Zfd/c5u/mg3P7Wb/9rFru3m7ua7wfnecVejuYst3c3F7uZ6d3PJu7nqeS58F9O+f+bxd7EEvDkI3hwHbw6FF0ND3//w5pd491e8+TFe7Btvbo+G314fPH9x/rOIN89fnL5kwsnzF7c/OXFz6xy8ef7i9kY+ePL8xe3TRtw8tQdvnr+4HUQO/jXsNIMZcTMoHrx5/uJ2jD548vzF7VRC3ExJB2+ev7idIg+ePH9xM18TNtP+wavnL27lycGj5y9u5RJxI7oOXj1/cSsCDx49f3GrSYlvwXvg6vmLW/198Oj5i9v1AHGzrjh4dfzF7Srn4NHzF7eLMcvtou7g1fMXt2vMg0fPX9yuYYmbNe/Bq+cvbpbUB46ev7hdsRM3K/yDV89f3O4gHDx6/uJ2h4K42eg4ePX8xe0+ysF/2y4Hfjx/cburc/Dq+YvbXaODR89f3O5KETe7WAevnr+43SU7ePT8xc0mHGGzZ3fw6vmL273Cg0fPX9zuRRI3e5cHL56/uN0bPXjw/MXt3uvBm+Mvbnd2D548f3G7c0zcbDQfvHn+4nYj++DJ8xe3G+iG04b7wZvjL2738w+cHH9xOi4gbo4XDt4cf3E6vjh4+vqL0+EIcXOYcvDm+IvTYc3Bk+MvTodBxM3h0cGboyzpzOrgyVGW9kiMsDlAO3hzlCUd0B08OcqSzv+Im/PCgzdHWdJ55MGToyzpvJP4PBs9WHOUJZ26Hjw5ypJOe4mb0+GDN0dZ0unzwZOjLOl0m7g5DT94+ypLOms/eHSUJR3lEzdH/wevjrKk0oKDR0dZUumC5bYE4uDVUZa2wuLA0VGWVL1B3FR7HLw6ypKqSQ4ev8qSalWIm9qWg1dHWVLpzMGjoyypNIe4KeU5eHWUJZUQHTw6ytJWKBE2BU0Hr46ypIKpg0dHWVJBFnFTwHXw6ihLKhA7eHSUJRWgEd/1ageujrKkcriDR0dZUhkecVO2d/DqKEuqCjx4dJQlVR0SN1WKB69fZUk1kAePjrKkGkvipibz4NVRllTyefDgKEuqKD14c5QlVbIePH2VJdXJEjd1tQdvjrKkst2DJ0dZUlkwcVNGfPDmKUtbpnzw5ClLUwVN2BRNH7x5ytIWZR88ecrSFoMT37XjB26esrSV6QdPnrK0le/ETaX8wZunLG0l/sGTpyxtoT9x0xhw8OYoS9t2cPDkKUvb7kDctEccvHnK0rZfHDx5ytK2dxA37SAHb56y/LWaHCx5ytJ2sRA3XS8Hb56ytF01B0+esrRdO5bbLp+DN09Z2u6igydHWdrWJeKm1eng1VOWtpPq4NFTlrZTi7jp6zp49ZSl7Rs7ePSUpelKI2ya2A5ePWVpm+QOHj1laZvziO9evgNXT1naVsGDR09Z2lZE4qZ18eDVU5a2M/Lg0VOWtvOSuOnUPHh1lKXtAz149JSl7TMlbrpVD149ZWm7YQ8ePWVpu22Jm+7cg1dPWZre3wNHT1na1mLiphX54NVTlrbV+eDRU5a2ldpy25F98OopS9vxffDoKEvbTk7cdJ8fvHrK0na3Hzx6ytJ2zx+8ecrSducfPHnK0roCEN8mAgdunrK0HgUHT56ytB4IxI1nwsGbpyytJ8PBk6csrecDceMRcfDmKEvrQHHw5ClLa3xB3BhlHLx5ytL4cBw4ecrS2nwQN7YgB2+esrS2IwdPnrK0tibEjQ3KwZunLK37ysGToyyttwtx4wVz8OYpS+s1c/DkKUvrZWO5db45ePOUpXXWOXjylCW5Zv1D7ndM8yUuK6H/UIb+XXI10vWG3OyN2fs8D7kaNey4ROtYBRRFCJGrEVZN8a3peF1rqF+1DKG1OZGrkTBtcHuZFbkUcjXCQjFrxRexLteyLIyUoaTl1c5vy7JcSy7MWtBaWGK9NG0/20wmA/5XlKmXg0EbPomZ6AbtfF0MWwHy7mST9aLXK6M7mJgo30AOTtiOkFmg2j//RRK9TMyRWZIxr2ZmFU1NhRkOsav989+I2PUYOjMZV57jZQUTUmQmCqc1+xVgI0kuJRZmMDhplZn8tYKZvSGrv8NmEHXyLQdmqCV+IzMZ2bQF1TLI65c+FzWKaNZhJiuw+HZmMKbKjGSNgMomYvKtvJm+gootxUp+bNj1lEvJlZlWyL7MulwK/acIg87hCcwgjcnK7VU7J1RfEkP9Jlm5vbDQKYV/XQ3ATqUzqw1lg4Q6bmX6BmCkUDuZoL3Ynupo0iVW5VLIyk136NG5aljHoPqmyEgFcGBW0QybmMmtB61jGA4lZIqvzGTSwTKTmMgG9YeyTJQf3aI9YqwNfHkogpSfMTMrcil2tAaD9wVZufWkwenpZYbenc5IxtqYA7OG8YK+ARy8p07Ogh3LpdrIWVBYlkshZ0GctOWYyVkQp3JyKYU+F8UGbySzPWEy1kJeEZMHvJO1IE4Xi65sDatI/65kLShMBlx6WgTJeJvIWhBnpDIUkrUgzlPbaEizLIf0krWgMHkutMnashf7s/QVwKFKnufATJ78SN6C/dWd+JiZve3pNAvjeFuuhWZhHIXL8E2zME7NOz/hqNUUsWTHvfzo4Ve0szCYDKyPnYWzHv4/3c7CYG9Izc7CGTWucin27gNDV5qdhcFUSUZmMt4GOwtnlPzKteTCDB4ldhYGkyV9y51ZK7UykeE2F/pUrMtjehIzNNGUwkyG2+epzHp73kLfAIpaUns6MxlvSw3MZLzNITKT8TZW+gYKxls0QhGTyarXxqzKtYTOrPN8ndEhMG1QLZObI7XETMbbGAszLfalS9HSzR5fZvIFtNaZYT2dAjMZcLUPfTM4w/WUMjO5U8JbmcmA+6TGTB6M96XPxTHr0zIjGXBLj8xkwM05MUPdj52IMwrt5FLs0JLVUADNW8wKjn0ZyZqw2Yk4o1wQdceJmQy42U7EYPIBsVRmMuAGOxGDyUTS7UScUSEZSXsDyTqr2okYTDf7MjMZzlKlPyNhvI2hMZPx9qkvM1nR0pccUCzRWqNLyTiDqTExk9dm+tHQ+VHQnshMxtvQ6FLQkSGzS2eG3QT+ClAjJ9ozMpPxtrz0uSgTTrRuApPxNr6NmYy3ZPIL9ubQ6VKwlZvJ4zdrVXQjj18wGW/J4xdMxlvy+M0o3pdLyS8zGW8f/lwY2IVeAjMc3z30FcCqS5RXZibjLZn8gsEaqDRmaAh/XmYy4tKgGdXHg0x+wTIUfmLW5FLsCgRMBlwy+ZVHAANusjMxmAy4ZPILVrE3FZjJEEwuvzLoqUeknYnBZMAll18wGXDJ5RdM7gFy+ZW5BSNuSIxkcu80E0dsJwdy+QXTXTP6WFQiNXL5BZMBN9FMHFGMmcjlF0wG3Idm4lhwmNJpJhaWsJDKzOTJqDTyRRSgtkwzccSpATz6mCUSvSA4vCwHQ4sEzcSxwYi00UwccUySK99UDeNtppk44pj4IVNjWaVgwA00E0f17Xz4F8LR0PvSTBy1yaLRTBxxNJ4LTbFRPdoyzcQRXmBPPF4Go1aaiSMcj0qnmTipr85LM3GCg0uoNBMLkwG30EycYFbRaFBKAQNupIk4ofE+PTQRC6voZ8zM5K5tNBEnbNqJhm7MZMDNNBELq7zABnrh7mO/gYSiN2xUMdPenMIMjWG5MXthSUp/bsaAS/oxocYPXcbMZLwNNBEnlDmnhybiVFDw/tJEnNDm+NJ+B1iBH09nJuMtDf0Jld2yuozMIryxM7MSUDXHDH5CNBEnbL/LQoW+gYbxlp60hANI+b+BGSolaSJOKMB4WD2lF12RnSbiBBPX4dNnWZVLoYk4oX0pZJqIU8dwm2h0ECZPb6CJOMHn7XloIhbWZbVPE3HWDja+5zPqbF76MTLceQL/GsJkuKWtS3kBhttAN5CwVHuniTijskiGpZfZW7DlY1nEcFtoIs7YD8duBLOC87/MTIbbQBNxTv/yoM+3MZNx5aWJOOMIgFdDgmS8hW+dYRnjbaKJWJj8YZEm4oz6WUhIZqJiOk3EGS0EEDfMolwKTcTCZLzNNBELk1E00USccdCTA03EGV0Tx+AqLMvtR0sQYah6SIxkvC00EWccbeGOZCa/ZqSJOON0PweaiIXJk9FpIs7wou4vTcQZTZHywsBMBtxCE3F+tTuLJmL8Qw60uwEmA+5DE3Hu6v9OE3FGPxCNjziEmO5slsl4W2gixuEGnIsLM/kCIk3EBQZAsvB8maXjj8URTe2tHkzP8OhjI8bbTPOwsAjL0cpMxttA8zCOpeRSaB4uKFSkPTQg2OTTPIwDM3joJWYNP09hJuNtpBVIQQu8fKcvs8xbtUAy8L80D+M4sfZK83ApGG8LTZzC5H8TzcMFPeFvpHkYx6Ky7qR5eByh0h0lSMRXo3lYWB2NxsRkuM00D+MgWC6F5mE9NNYyJWIy3j7Hf4oCa5qHizwscik0DwuT4bbSPIxzcrkUmodxpl7gVWWZlgoFGvoLmm7DQwuQAlPT9NJEjNIAuRaaiFFGoDkyzNTepzHTNuqXWet08pJRDYHHNjCLb3ppIq4oBquVhr0KB5teaCJGUUeIiSZiFIDIpdBEjGIRWGUGZk2uhSZiYVpoRV8BaoBrpYkYRS8y1NBzVdEGERNNxMJgKE2XkjHcPjTsoXQno9SKmTwYjSbiiq6PWmgirgXDbaaJGCVI8DPvzFBgThMxKps6fGEsq3DNfGkirihPkBVXYSbDbaGJGBVaci20AqkNAy7/aujtKYHvDBRktE4TMerM8nCk2ww1aanSRCxMxttCE3FFO5PWrhGT2zHSRFy1o/OhibjC5Bl2tMxKfhqtQNT0O1WaiBs8U2umibg9ah2TGCHmgiZiVCliFjpe1+FcY7+CBhsG9P0zkwG30ESslZY100SMqszaI81NDcXmMdASpMHBIncaNoUhXoUmYlSX5mHQuxmcOFKhibhpgX1mAnckmohRIitXQhMxymmLVvERg58PjXwNLihPpYm4wUmFjmMyqoLh+XUwuVEiTcQNjjAohmcmz0WniRin/yjabsxSfio99jj+f3naEIR2VpqIcfoPD9rMTMbbhyZinP6X/NJE3LTWqdFE3NA5zOoEh/9yJTQRo4JdVmU0EePwHweVdClwZAqdJmIc/hcYajDLonZoIkbRftZ6RmIy3iaaiV81HIw0E6MCoPaHZuIXRb2h01f6wpdL3tX+va96HNIMhv4HuRSaiVEAgELAxEzG20gzMQoA5FJoJtY2jtBpAYKWD7kUmolRAQARSJ+b1G2fZmJUAMi10EysrSs18N+RMN4+NBO/GQ6TL83EwuR5pDEOBQC9FZqJ0awD43/6CgrG20gzsTDU/dCYjgIA+b1pJkbTkVwKzcToT8IRdmAm422hmfhFf+aTaCZGBcCbIs3E6LOK9aGZWHuy4HTLTGacdqAGqR2ZyXibaSZGZxlSOAoz+fYDzcQvYkFEtr3MRN++NBOjQw4WPIEZEnNoJkYJQEeQDjMZbxMtQbr6UweaidEUKNdCMzFqAORajv9UC7/tx3a1Fi00E6MEQC6FZuIOn0T49DOTATfQTNy1QaDTTIwaALkUmok7eqRkRZOYyYhbaCZGDQBiuCozGXGpVgsMXTn0k3e0hRX6dVEDIAskmonRFRsC1WqByYhLtVpgMuJSrZbMVBhxqVYLTMZWGkbQCBwLlWqBNdRj0MdWjLhUqgUmI26miRglAL1RqVbW3ucn0ESMGgAa5rs8LHIhNA+jAEAu5Dle1+DZVZjJcJtpHkYBgFwITTkddhe8AMH5v4wM9WAiCF6ah7W9/aVaLTAZbgvNw3BaKpnPflEAIJdi5+HyqCn8Y8c9MFl/ULEWWEXNS2Ym4yoVa5VHDX2znYjBZLilYi0wGW/DgWS4pVqt8qiNy2t/ITAkpaXMTIZbqtUCk+E2J/qMhOGWarXA5D4JOTArqVOxFpg8Fm+mz5WnBc4ohZkMtyU3ZjLc0g5AUf+6HI//VIZbKtYqcOdIXMoBBiu7pzBryB+rzGS4LQ99bMVwS8VaYDKuxhCYwXy/RmYyjfRAXwGcFCMJijKSGalaq2i+4EvVWkXj8OhkqCCiraAJlJkMt1StVTQDq7+tMJNBlKq1ygj1Ke1lJsMtVWsVjSkJ8Q3M5Hfk6xtpDFSuBYbCYjsRF3WX562mogbnhWqzihppvyeS4TbmyEyGWyrXKupJK+tL+li0dXQq1yrqkRSrnYjByjTYtqxVXh8U+DfJtTyJmdYhZ2YyltJJL1hLncq1wLpcy0OfmzHk5sooY3MsMpMRl8q1wGTEfQJ9BbKkQQNnZSYLPx5vUALwRr66ooZjkb4BtGu+tG9c1MUwULUWWIWtamX29krVWgVmZwkuk8xkxKVHHK5/qOyLzGTApWqtAs+2EKhaC0yEe0+NmYgOqtYCG31oBo0srR6YJexAJmYy4FKxFpgMuA/9kFFDUKhYC0xmOirWAitU2gDS0BJkv4CI7qFCygFMHjMq1gKTp+N5GjPR1FSsBdZ7pckvol+qU60WWEb5ZGImwy2t4cHk16ZarRITGoOoVgssy6XQRBzVcO24loThloq1Cs7/X3WgJIZWMZpKcP5f34cmYmFwDqGJOKItmHYMgRICdgIzGW6pVgvsxd1IH1sx3FKtFpgMtw9NxMKq3LU0EUd4QchfRp/bNDiAJuKItOGeaSJGAcAbqVgL7EU+MH0F78iQe5ml4wkSJON0eyIzGVepWKtEjbDLNBHj/F8uhSbi2NWvmSZiFADAbNZ+BQltatorQkzuearWApPhlqq1wGS4pWotMBluqVqrJLTmyVTemWU+AQASJdLawUSIULVWQQEAaoELM5hs0kSMAgBZ4dCdJkzGW6rWKqgAwDgVmMFElCZiYTLeUrUWmIy3OdHnZoy3VK0FJiNroFlXWI08IaICQC6FJuIkz0t4qFoLTMbbQhMxKgB65SEtwW65U7VWQQkAPDI6syT/RhMxSgDkWmgiFvbKtdBEnNoIT6zMZMClai0wGXAjTcSoAXgj/6cICM6dJmKUANRG1VpgcntTtRYYQlBp6EMJgFwKTcSpY8jlexRmOpGKtcCafHc0EaMCQC6FJuKMFtCn0EScEW2UqFgLTEbcSBNxRs8XdSMwWg1VjFf/FePVrsV4dXcZbJvBGK/eMcar1Yzx6kxjvBrZLDZ9b4x/XXJMV08d49WCx3h17FlsGvwYr35Axqt9kPHqNmS8mhMtNr2MjFfrI+NfoyTT1VbJeHVhWmyaNhmvHk/GqyWU8a+BlOlqN7XYdKcyXs2sjFfvK+PVKst4ddZabBpxGa++XcarzZfx6gpm/OshttR0HDNeDcqMVz8z49X+zHh1S1tsmqsZr15sxqt1m/Hq9LbYNIYz/rWRM11N54xXjzrj1dJusO2AZ7wa5hmv/nrGqx2f8eret9g0+zNe3gCMf04CTJfvAONlU2CxcTVgvEwQGC/PBMbLYoHxcmSw2Bg4MF5+D4yXPQTjn5kE02U9YbFxqmC8jC0YLx8Mxss2g/Fy2bDYmHIwXh4ejJflB+PlEML45ydiqXEfYbzMShgvbxPGywqF8XJOsXj7rDBdriyMl4kL4+X5wnhZxFhsHGUYLwMaxsuvhvGyt2G83HAsNuY5jH9WO0yXMQ/j5ePDeNn+GGxdghgvUyHGy4OI8bIsYrwcjiw2hkiMl38S43NKta5MjLsj9aznE+PkSD3rKMW4OVLP+lVZbOytGCdH6lnzLMbtK/WsMZfFxseLcXKknnUJY9wcqWc9yCw2lmWMkyP1rCEa4+ZIPeO2ZqnxZmOcHKlnnd8YN0fqWV85i7cLHdPkSD1rcce4OVLPGuhZbPz2GCdH6lk3P8bNkXrWK9Divq0FGaev1LO2hYybI/WsKaLB1kORcXKknnVoZPw6Us/6PzKOjtSz7pKM61fqWedKi43RJePoSD1ro8m4OlLPmnRabDw9GUdH6lnHUMbVkXrGjtRSY17KODpSz1qjMq6O1LPGqxYbn1bG0ZF61gWWcXWknvWYtXg70jKNjtSzdreMqyP1rJmuxcZ7l3F0pJ519mVcHalnfYMtNjbDjONX6lkLY8bVkXrWINli46fMODpSz5g1M62O1LNO0AZb42jG0ZF61paacXWknjW9tth4ZDOOjtSzDtyM21fqWXdvi40ZOOPkSD1rNc64OVLPGplbbHzPGSdH6llXdcbNkXo/v3aLjLU74+RIPWscz7g5Us/a0ltsXOwZJ0fqWY98xs2RetaB3+Lt1880OVLPhgEwbo7Us1EDFptkAsbJkXo294Bxc6SeTVWw2IQwME5fqddNwAPj5ki9buIjLO47bYJxcqSeibJg2hypZ3MyNqZYDcbpK/UotINx+0o9igSx2CSIME5fqUf5JIzbR+pR9onFJiqFcfpKPQpiYdy+Uo9iXhjHr9SjEBnG9Sv1KKLG4h1owzR+pV6yaTmM61fqJZvFY7GJ7mEcv1KPgoEY16/Uo9ghi01KEeP4kXqUgMS4fqUe5StZbOKYGMev1KOwJ8b1K/UoSspikzzFOH6lno21Ylq/Uo8ysyw2EVuM41fqUYAX4/qVehQPZrBNE2Mcv1KPssoY14/Uoxw0i01sGuP4lXoUysa4fqWeTXyz1OTDMY5fqUfpc4zrV+pRtp3FJgqPcfxKPQraY1y/Uo9i/CzeoX9M01fqUaIg4/aVepRXaLGJN2ScvlKPwhMZt6/Uo2hGi02SI+PzEbP5kIzbV+pR+qTFJqyScfpKPYrCZNy+Uo+CNi02uZyM01fq2dBPpu0r9ShR1OK+A0gZp6/UAy5fqZfUEOYj9YD7V+qliMb9j9QDTl+pB1y+Ug+4faQeaP9KvRQR0v6ResDpK/WAy1fqAbev1APuH6mX4C3zlXrAyZF6gosj9VB55kg9FJ85Ug/2M47Ui9pS85F6EU0CX6kXUfr8lXqoT3OkHkrUvlIPJjWO1ItovPlKvYhWgq/Ui1og/ZF6KGJzpJ7g7Eg91LI5Ug/lbI7Ug6GNI/UER0fqRVSGfkYBrXb7Sj0UvDlSDzVvjtSD740j9SLcCb9SL6J+9Cv1tCbuK/Wilvl8pB6scRypF9Xv8yP1IjwMP2N8RJHpV+pp5dxX6qF4zpF68M9xpJ7g6ki9CKfDr9RLat72kXqor3OknnrsfKUebHYcqZfghfCZxBPsEL9SDxV4jtRDEZ4j9dSJ5yv1YMbjSL0kwsaReoKjI/VQqOdIPdTqOVIPhj2O1EvqQXKqNKHRkXoo5XOkHqr5HKmHgj5H6sHVx5F6CU4ln6kiwXzhK/WSNpR/5grU/DlSD8Y/jtSD948j9RLsTL5SL8Gj4Sv1UBboSD1UBjpSD/5AjtRDfeBX6sEkyJF68AlypF4SaeNIPcHJkXqoIHSkHooIHakHLyFH6iWUr3+lXkJJ7lfqaZXhV+qh0PD8C9E79ZV6cBtypF7SCveP1Euo7PtKPS1E/Eo91CI6Uk/+KThSL6Oy7yv1Mir7vlIvo7LvK/XGP52/LjyLHKkH2yJH6mVU9n2lXkZl31fqZVT2faVeFmHjSD04GzlSD+ZGjtTLatj6eX4zKvu+Ui+jsu/z+ML7yJF6sD9ypB4skBypl1HZ95V6OWvv3Sn1srrvfd4DjmJfqQeTJEfqZVT2faVeRmXfV+plVPZ9pV6GRd9X6sFHyZF6w0rpI/UyKvu+Ui+jsu8r9TJsL783CZz8vlIPbkuO1FPDpa/Uy017bM/hL6Oy7yv1BL+O1Muiaxypl1HZ95V6sGVypB6cmRypB3Omr9TLagnwkXoZhX1fqZdR2feVehmVfV+pl1HZ95V6BR4bX6lXYBzwlXoFlX1fqVdQ2feVevB4cqQebJ6+Uk9odKSe4OxIvYLKvq/Ugw2UI/XgBOVIPZhBOVJPcHakXkFl31fqFVT2faUezKIcqQfDqK/UK+jp+Uq9ol0KH6lXUNn3lXoFlX1fqQdLKUfqwVXKkXoFnT9fqVdQ2feVegWVfV+pB9spR+rBeeor9eA95Ui9Aj/dr9QrqOz7Sr2Cyr6v1IM5lSP14E/1lXoFDtVfqVdQ2PeVeqVpLMkp9Qoq+75SDw5WjtSDi5Uj9Qp8rL9SDyXFjtRDSbEj9Yp6KH6knuD+lXpFpI0j9eB25Ug9GF45Uq+gsu8r9Qoq+75Sr8I87iv1hiHWR+rBE8uRerDFcqSe4O5IvRrOtgwgpy0jqWfWV+rBNsuRejV4bRmixLy2DGCnLQPYacsAdtoygJ22jFST15YB/G3LAHXaMoCdtgxgpy0jwYLLkXo1e20ZwE5bBrDTlgHstGUkuHQ5Uq8Wry0D+NuWAeq0ZQA7bRkJPl6O1IOVlyP1avXaMoC/bRmgTltGgtOXI/Xg9uVIPRh+OVKvNq8tA9hpy0j19doygJ22DGCnLQPYacsA/rZlyHDotWUAO20ZwE5bBrDTlgHstGUk2Ic5Uk+w05YB7LRlADttGaI7vLYM4G9bBqjTlgHstGUAO20ZqUWvLSOpCdlX6sGHzJF6sCJzpF6LXltGaslrywB22jKSWpV9xnjYlTlST7DTlpFa9toygJ22DGCnLSMNR7OP1IOpmSP1EGvmSL1WvLYMYKctA/jblqGpZ47Ug/WZI/UQfuZIvVa9tgxgpy0D2GnL0HA0R+ohH82Req15bRnATlsG8LctA3FnTluGJqg5Uk9D1L5Sr71eWwaw05aBWLRvW4ZmrDlSD05rjtSbcWun1Gvda8tAcJrTlgHstGVoHJsj9VBS7Eg9DWX7Sj2UFDtSD9FsX6kn1GnLAHbaMoCdtgxNbnOkHsLbHKmHADdH6r3Ra8sAdtoykNDmtGVowJsj9ZDxdv6FyWvLAHbaMhDg5rRlADttGRoB50g9pMA5Uk+w05aBQDenLQPYacvQlDhH6iEp7iv13uK1ZSDyzWnLAHbaMpLayH2lHpzkHKmHODlH6qGeeIuJhgOErpSaNWZvtfLa10M927A1lw6etr/rni3b4MgVWcMl0orC5EtI7rZvzbILcul18tkiDi7PyLiNsY8rOmde5W4S2V3myl9YkE8+GtI1FU/WmeXoXU/qlRfGrw8so9l8+e412e3v4C8ijOrks1VeA/Zk8n9/by/f+DuvcjWn7G57BOgh4rL93mZ25iuX98+riR+epop3M8vq7R+4lnEPbBuApL5+vQ5ZsC0DwFGWOrQcOEKMxut3U8y2HdA0wFDakJXbokB5f9/0sy6okA/jMncXzbY5UC7fRjwsETRZUGbl/nv9tE8Al5v4WZ+LZIV5nbsdZ1swgMObbyjubdcwYwpj/Fk2ZFE18zp3/862fFDe2xQ32x4C8YSYt+YttawkNPKwplyXxURGjtPgv8XFMqMAFcFSxuy8fSs0JBF+cWnyWFqJ491349D2vgDPAblpypdPhvKuxm6DixSo+lx102m0vTYGf9/ye5/py6EBjRVFm5NPDw/wJhJ03lWiPBuKXQdfy6DtA6KhjvGdwnd7hoB3uD/lyTM8Csvga920fUeUdw1Q+HfrUYKUxwe5T+NuWH4mGhwp48L8XASdNNx6ytcCbHuigMutn394uKdo1iRcoPPEMnM8uBrwtV7bBizg+dEkxX+3Zi3KZeUzB4xl7AIuv3MbawvwoJmBytfCb5vDaM5lecdyZvvIACOgZt5rGpkZ52Xupq7tRaPRmHLF+qnbtga4P3i8J5cxCV+s8rWw3NY3yuVH7BNPl5yEroaW4+/V01AnqfFmS+OOQtBOhs4ffK1PtykPeMxPHrPVNvABTzJvDNUBrx+4O/bBfwvaZQEEqrbJv1dPtyDlEG7j4pezEHhp0L6Toxgojj9qN7FtdyLwisSJH59ORuAixt75udg6eNu8yt31tt2QkqaLhj4Wx9s5KWkfR3nGeLFdlpS/71z4IH7phVXe4GtJvp2aZlRpPF2dwFGmNfRrRH4tGlUGX2v47QwFLmu8NL+H5SKlsafxyfPXRaEOkp8UrzX/NqICz7KEjL+3GZ5ViuVOG4Jw21tpgGrt8wZEibTMk+Mid5vfdshSLl/ueHy2m5ZmrsrtMpaFETZ1ojOj8t0XuB25lIvmGAva7d4FjuaaoZ6305fyt8zHFhyDF64zmQbD7RamHF5nefLpLAYe1D998if3rNeZTEfididTDsvrMPl0MkvaY9Pmb7JMz4CzXE9ZvPTyw7/Nku2bphyG5+MqfxZrmkIrg8IQ2IJldVnnRa5GyG3Spjijhm7yaeimwbXpd/+hQBiOs4p34+T2hBsc2byTT/845XLrDj25vebAZRB+5h2FTK3+6lVm04H5c6tTKtplaJHtaweOnKM6sUxnXR+GbPo1tzWecmRI6HewbfSSGu/KL5kmn5Z7yuXPHu+jWXwiC8dF7sbPbdun/H3mfbAt/sBLTWN5jkrQiD9R8W4UXSaBirNIrzTx9BPU6F84qMbJp/cg+Bvmo6y1qg/ku+K1h7XtC5X38o6RaFsdaopwe/uQsSiclYFAr7KYBtVtl6i8xinxl7MisCxJw/hhUcQrg+R8m93Qus0ZZ1BxmN/ZMnIEhztn/fFp+qhcnrqx/YNK4wpBrHx3xm7jyBF6/Jv2tskkuPynedzIKHluMj68yncr7TaqVJ5lkAqTD09LzU+Wi5y/7bK/VI4M5d/Lp1XmeD1qkpUvW019+znLbANOpZDUYfJp1qlcJtX0excZpEPt58X//D4VP1jpKF7WoPodyLp4jIvbRlQ5GgzL5NNyVL9LJHL9Xi+COYV+fvcyuMl/+qTzN0dgNgo7zltq2ZzqLShPxNihQAIqBoX3vJVR3/8+KZwP0LJQ1ecwvr93f5CJkM+nVrdO0nze9miBpgL51ko5hqJt2jqGtLG7F9RMoj2/AfA3MKJjQVRGP4ZduMHm9rR4DOrbJVanhqqpy4NnZMrUY4oJ8DFPOZxT2Hag1Skytt/FiMQtrR8TakCVtPzg8ZiwwbEH9R4yQXs5WpwyYasQcLma8h4qZ3vkDnWF1o7N63uILuBQhjqxoi5o71pIgaUksPwgNR1KFTzn0t9DH4PH503lkN9B1yBPC4e6B5cZ7xk6e68qwOVeGaJ/L1mAZUCo/VgqgUOSnEuxbSqsHIN2/vGGteexNAQvqmBp5QksV9yOdS3wM55ZWk4HTZsIOR7LdfAik0k/tgmC1o6MPRS7DQEuN3vux+5H0KbEpx17K8AyeD7p2LrZbsu6A9TmmgVY/u657bT3kcAD0pl4l0pTm2N/j70xYMSr5GODDTyPHQW7HQccQ9U1vN29C5pB0OO52QeOaIL32BsELyihObYSg6azja/SbDxuE2pgGZVTWR8rT2oqx/al9mrJyqMfu50aZ13i/Ni9ORq0VmhsWdi9VPAHt+Ox9RqC5pZhCUU7teCi/1M8NnbBE+TKsQ8Mjui999g2RgsaBsZy7DIvf27dj8444154rADXPjWY6OV27GhryHcr8xP3Bnh4tBwO4wftl4O359Ert9vr4LmOm9XuxoNjPj327tFq19+md6Xd6tcWvKJSmk4GwAuKY4+DBDUt12hdPnfYZubgGcYTv8vBac3Lhxeaft77/NR91AGOdGS8iz0ZAU9jUUUHKeDPi8gYPncJmn776r6ePabRNsSAaFs+1QEXNYC9FjoEAg9JxQmdGamde2/tOGHaLu/KY5obY+AVgeDHQRV4Hls89lgLOCAx9zgEQ2+l/OZQtXRmBg5HhX4csYGLKMOmCp3IgUfNFeIDvKBuOLpfYY/7gMeEwIeD4LJswbYenSVu/3twefSfuN4HQR/xOJIEl4EcappOMNFhKoM0lB4deIIjRzUc56PgKcXYjuNU8KcjNZJPXwOSYea776NaUOxc5uNkF1xuVjyH9hwYWEZV/S7tqfEOBgDHjd/j4k/9HD5rly0i7Y6zanCZkvRj7dE2uLwltBidhD/qf6RLDTo4B5fbFJMVnbPvUANwGa7mztiDjVoZVPJxXL+DEZLmkbX+extZLWHdRmf+O1pBSwTk68g/HruGdnPpwI5n0EIDWeeF39XgNq1HAcJOeNByBXSO9R/Prx4nUBnDTonQqofUx1gHHPM7/6ZdDIGGbVl2YNKj2okdQDH4k+LvYwMyRuNRgrFDLJQ/82Kaph9ii4TqOFYKBjAEXftheYCRp8vVIDtIA1zers2vGCder8oQKirZYRyoQelj+Bk8yp2A+YdqU3agR1IbvDgH9kcf1fC2o8Rlh4KAi8SYm/TatS8LkrNSZgeLaF0NpPL740HjkqneZmeTaHVOxfp5chzk6CBlq3Z2vokW+Yiken+XE6bsouKfnZGitUIRZZE/LlOy/oa2hmjnrIySIxE3m0fdi6JSJJgr9J57PiqXdoYLuIxL80QLHg2t6pYFFUDtHBjlVbXN4DKWIU2I66h2loxykZxj0IRjREQY3VGOteJoFCPAPk4sT61qXirq2ok2yh8NZRwcpwDvURq2Q3HAH8QQ/q5G5BumQSow27k6wG/9HRs+2FMdRy1UprazecBlrP490LABSjg942q3ne8DLsNLa7/3yV3zxLhobmcEgcu9GReuDamIXHq3Y4a0Uq+vsRpbsyLH8lHB9+igUjCaUsHfjjAaXNYhv9fLnYkINq4b3DFIymWsGbLj0QZjBEly+eGOUlKeZHmXJg8YS8JRxbjjmNLIMZ2nxY9Wz+oQQ8WQO9IJXMTXM+9lCEycq3JJ5QqFSmrcmspQLw/kZdANfKrL3LlS4DJI/G4eLDn0fuTyzp1NBR7T+tAnoYbhqBHd6VbgiA0b8z/478a3paY7IUsrUxEEVieXpadqMqpY3SlbWt8qC4Q5LAuXPxDrMVv3qkFdAc8qV8nuAK/B65D5CPuSqUN3OG2xrQkBU57q2PzQwLBegj5xpmbXBIkpDy2p3NHQsRbGcGRKf00YGTgCUnWSA0dlRuACYpNnBi7zf2y/j32wR1i5DtlkoqU6uiJym1wWbFG/TVPObHLVwEUAxBgml68Q+YxUFb2j2YBlBVf7D8vdOB4UU1tt0t3AZSAL9f1x1CtwhbYJiNN6bkxC4cefUZVg6rxNxpxWhVfsHE8u39kz32ZVi5ucOi0uxyZAWhzNFVx0rll3OKF6uUbdZOApj3EUwIDLH6jlBLbU/Rei9/9Je5tWa5ZlO6+/f8Vq2uDtW/md2VBDQrZA4IbsC24IYcTV1YexZEsC++87npFZVRG1l4TBBy6c89z51pqzKiszMiNiDMHrxKty21uE+bFc3rnwwTM6kO1wm/Dn+fJP1b1z8oNzoHduMYcenY1SKN53boBwewNWzYdjR633yvUAOEdBOEarafNGl8V+sVwrgXMlhNerzrkOt7dTKQLfkeCcDdW8MKk3OLxSU7Gvk262jRHV/mCTerm/SrZ9/8H3wYKzVlQTBWcD4+aXbQ8Pvw8cnD2jejGoKpo3nzvp5ns0ZPHY5dsbWjqc9aP4RcnV4YVU7/780xni7CPh17R1bB1u03FidfMNJs6CEr5Loo5Z5bIdfIttKq+JJZiorpeDqWVpOTa7OB9MuC39qdzcRk29ZuyZcV6acAvaezrYphJC3dB54+w41adjQ+i8g5lwTFt217/jHD3BA6WdcbgtJf1c5ukCcq6gcFvhr/vq9t+V8/W9RM5YFM7oP4OShX+eL/N0JDlvUrhNN+vMxhwg2XNZsbHJ+ZvuPqi8d3ubcwIT2qNkkdpYjEMzlXNOFbd3Pd1XqYXZJLRkOfNVcdvHz3Z4xox5xs4uZ+AqXs4Zjcxe52TzFBrEnAmsuN3Vs1RdNAvjkhz6zF4fWTDZhOu+DEc9HDe4ZjXnRAumaGvc38Y2e5f+qmt5c262cBahdn+bazWF8b5zzjniwpEN2gsbdVWk+VtswHOuuvTr2e67r/s6FoVkvYSuj88586rtz8K1/RDhuP2m2A7o3H3VPGihar2xbZGuFHoK5Q+M7kuOHYjON1i8nbWEXAF93Sn2MTrrYfH7iZNCYCGKzZDOvFjcnsJe7sgs6KQy9lQ6A2Q4+7Z8f/lLYrixNdOZKMNtftyJxCrtXBXJ+AZP58Nc5CVz1ZEP78jZtNgn+lo501Vqz/6+BxTGdsXwvtvUuUHDLRKs6f6zyd5IvcuuadU5SsNVU7u/DoG+zZIt9r46V2p1ys5czhNn3R9sMHwHrTO2Vr8tpuv95sj45diHCy+XPekS23adafbm9pzb4ZeNolRi968z3hbPqGeKy9ReRze+idiZd4tfNe/Ak+RIUabItyI7/2+4BeLnGVLoNJRr9g3NzkKc/meK99b9VzkXJtjwfdHOhrzIgonCGnElqokPQnu1szKH29K/Z1hlWIaShr5J27mhwzmMfHmqBz+t3q+fuvrCLQDdCzPC3TaVE3a6fnHnyK7ucpu49kw3teyr7sp3nTtXdzWpV6XYD69VgadvXnfO8LvXfbYrPTzt+d71wMtdniqs/fmnZd65zouT+76vY/OZ6qV8571zrqdRf81Vz3SBfoVNdjk28MPtkkpl4BXW11n2SPpYjM0L7XUA4J0E1OaNXN7NiW544bycQJUKvP21Kc68tyOXqag7rxRVCeA2l19sVDE/sz1uufnV1sWy7cUNKtmj3DPRKlIIFr2d58VAbQrknUQCuHNOvLGt8nmmmyfVgXqdBbAFY1ptkWWwZbLVw+2tUeLGyzXALVrhoSPuQFbgwb1fo0XRBxtE7MQGLwoaEdyEcfO605teOwLObpc1wktNbJ6Wbg6F92zRD6/Uz/eoWCFuN5kgtsrLoZf786RrGGxe+EI8synZnIDvvo4FZJN3zutnVNwQ5s70wAulpodPi7DY6nkZDrhOd9LmttrshZjk11U0LXs1D3jl8HCJI0W59+U4OdhdqUESBGr7LK2glaBm7Lo6eGJ67FFYBH4xe21usVM9v8qWf9u3EMt7fRK4vTep7D97IYqybm4BK0GWlzmB24tLBQ582tS6Z2uSaHPw6IJaCtw+rCNyxFUWsp43t10V07UXXYHbX1U60Gu0HM4Ga+NyLj8Q7611RKUXuG3URt6ft73pLPfnLbpQE4cXjBG328zBFpzwrx5exqXaPa87I56UpBMn3z4O53iMcMrL11Ql6VYa+zr2Tu54B0MTG5nnz94aOGD0gTXfIchlE1g5fFxJJX1eSQduG7K6r0KGYb+JQwNmaaQ5PR647ce0K62sALnf2IbaICjzqj7wi6qXIW7r/An64Hs7FMSBqlKAlSwU3G5l32cl8It9ZtQYgtv0pSNgFIlsld3zF240rDwzKBWBC1mIsnWNej2Ln3hiQx70juC2QVaW3csjidtNJrqD21q2wyOcdFJT0YlXWYLPXSVWn5quje3bXOwuvFZT3RnG3vZlLJQ6a99Qqd/Ue+4kn+CFo759HVtpzkaQzGNturwTjgJrmWri9jrvs0+4rZPq3/D6U1WJx6zz68pm0SLldDhFBWxSvIwV3K6Z2+bVtlj95ihqcuLg1bCqUox6hFSfzHLuPSaRWfG8l9SCJ+qbeSbaQ57dCDyvfZPVLHemXo7iLtYXyXjZ99pLCtzG8bUv88h7wTk25QCrsodcZ+UbaoaZfX/+UQmDV3qXfoKm2MZkng63G3tzC8nLvsqjTCZst7juy6iHqR1uq6OO67zAWSWViJhdEmePvyNQUoa2T2OO8jpp4naLy75O16nU4QSvfH0vtwaniJzdPG16LZ+zz7GfW1pRtQ1O9F3237Ux1ObN7fVMBABe/K3iHLZ2kqCw6jDGD7d1aTHlew05+CDmKltuzh7zmZMvMhWa8m8ZuioPM/uXeSvW2by7I1PygjYvsZh7JTt4tj+5L03h/Hgw9yNFPTy47cgqASLyeeXEe+BLVeleVK+S/LM9FedX0uBrOyoV1m4lSPPB7X2tM0UlP3G7vxxIGbfBsc/qyP3ZW1RT1AOEZ6rTqrjNtqXfl9HB4IqygvCL0t4sbuHgWfLI/lHE1KM6oXjK+Xx9W/lP8N/VHNg4RvEih3A2zLw8akk8R58k/6pNpDNKJcLp40qb2wKc2/11NCJqEFys8vEr7MHAhdad/avY+fM0g2ojmHWCEyzjqe14emf4WulR+hHeqFYtUoqkpmPvnOEWnK8SFSThxIm6BeSkLSp7ONntHIUo687kMefSBElRcr/xRXtZlLOsxzxxlKh+Kd6XYi5xi5D74fRnlRJFNMVplRub99Ta/XlbhC5NLE6LE27bMZU0q2kynxWvS4hXlV9e0hNu2zEaP8TpuNvfn4CQ4vyoDAqfaxKgitt2dUfIStplrbROXxSMBVPbONF+Ow+31ZptelAphdtAU/lOkXHwbmyFWxiilmUvdgq33ZhKwgoZp1rO69w4f+15Rc3USnIOef4ubgv5PLeZky4L93uUXoVTfES8ZNxmvx0ndPV4JE1RTsAVztn42l/Tbuvc0zHcftVVggwsOK2ltJ4Xjd18XpxtifezCSQHN3rNNWrPittdXhvbmNwBKTm4VhJxvFewFSfCnJvb5LnXd5Jwdus1SzkhXLjNPFWTd6bu9Cx6JOGuriJRr6cLz/SsN8nv0k93xn5RA7bGmpPlrWTbpqYguHTC8+Gzq+/ci/uCB1XHWZwo9LyKVO2z14oawXDbA6oej17T/EzK7PyL2my91DCcWlyNHXLh19nmkG9jgz9/gmIxnIBdnGVRDS1w1v6hUlGnewzmBuaNbYm/9lLeZRKuSMSrJ1el1boKlmhZbensecVty374c8SHb7AFQ2nzR7NZ3GI6DrfgRdvxzdVXuj//SD+L223mGEs9rrZ67e+jClgt8V5BGj6WJkJ6X1c+N5kzJ53SeBVqcLN7zIpC5yvptnJ4tS0J2xwvZl13Zq2mzQsttP1wm3xV7es1seG8ZYwF46nsftdKAq1NbTG9sjbcNmODgD2rr/2sh2TQSp2HPwLdcOJjDrGQ8+Zoe9w8JZ0IOplvsMViypcjCj7aHgkkyuauAvJa4fDL7iSbKKTFG5WiN+8UnETJ8Yp5tq0dbCtoxbUV9lyfcr+kENkrl8N7sjdrRKHzzXetWNaeO9WbFxrAR9RLF7f3jaOtrNX3BMkkxWxQsHH2suvidpc526Kl1wKrHXxiLG6bnlmiejscRzkiO1p9LVTdG3/8ye2u1KgBD7YpjhUrq9buHIBicn5lRXxeSb7KE12xJZxjq+vmFuVpyfKC9HBbfLUDR75+ERcfbvGWaradrH3Fn51exf11bEGse1ImKVak6BHE8eE2lXaWFLT0+7X2Jg1+kZwPEvtg9vScYNFGbBPZuWes/11aAF6pv24reiYXuostOuv3t7SFXX2IXu+/NvU+XBwrqOuYsuibl6Up39sGwG2vovJ37zJQlfyi7XdzaRYcXm0G1/vszArE7SZriFeVDc2DLfRfzFHe8kA80b25uc0X5yaT8+9SXPDOCTaxsB3rGmm0R9SzEyahZaudfq4zYIDbdkzNB/CL9rnDu8VAtQYbBzBF71PUBnc67yHHPiMaQQBtPkt6+Tm6t/HcD6drWy+h85OoZK3sTp7rEH3smRRucQlHJd6WAj7arlTM2ref+Bl+EXgHcwuwbQcUr9Ixfalcb/NK6e6KHhlweyJaPOmYtni1tIdfanj1VhtwsmAtGnMI78aArA6967yDVPTVQpTs7T3gFBKnw+2b7WC+Uelnm/EZXULEa9KJZVYu/6x5jYT/VsbwZiNw9h8ca8GvUxRDbooK2RQcS8D25quAnkZtNUqLc+Sfiga98z2B6/4V8W6z7nm0iZdE2TFvnwK3oGf0/Wdt9p47viIJZZEihw3ehQVeVIYMtgW+nMWN4CYplPdeLlVZqH3eSsd3Qkvh5uQXebTXawlTSTfVpHNVOsHpplk3v7SXdL4yUE5k9cSvLf5w46liHO9NAy5tqrzQW9ls3tSNKr4jrsaRDJ23P8EPR9xucNtfxZ7Avr/kmRLHQMFUBzw1k0FTTfWmpNCZmbwzj7jdXG56ohignmQfySR7eTn19QY/8DKJn8RtnJ4TT5JJlScQbILA9hVy3V+SDtZ+/9mL6vYe3Yaqckl7QqdTvdgNuzmqI6wX3rQIbhuxdvikgHMebs9m3wbnfQRnx89g2j3sZ8tvvFR7qVtwUAInym/W9lsaKpU43DYSKUcfploH+zBVoSTZUa4dvMLZU6Zo5wTvLHL9uD/Nc8gDp1orRVcouK1ttIcHEylx+12cZ8FtIPb7OmTDWo5eVFVZI9Lk4rbol70HqUNehSk6WlWSQ03JJLitgfPhNpPreN0bY4kn9bMnkgdXPnezS3CAUN3ba8FtBZpE07TaW+i9p8Wqw/58+OPSBSe4Y7KnBT+zsz7c3nZGTDD7qjsLpFNAWvCvdAJDskC0l6bXLwxGvQB7Udry0R/qh9vMpgjeW47BEQ7j6Iq2fHuX9qRY1R1EGUJwLoPbW9DZ/WF0ZgH83mZUNaWzagUDNLjtUdTBi1+abQXW/T0v2h5K9FGrSvUMiTV52zVxksxzcxJV+fCG3WuN7m3ido851Eoc3NQzR5HrKQkhhWACV5XsqZntWeLQoZ0lj2SPrZs9WsmB6ZbUz+XQoZ1AiaQOZR09OtLBbdRpNk5SaDl3h6N+NrvR1w7OVLOvQn4m31eptNjMYI4HtsdAArtIhqDvRnd4xsW2Ros9uO3CFodXyBNYQLYPx8jdLBUFeqM+sAU4iuCTukjnPq+ou3l/jej3B29T4lVweujOZMGq36Rr4m0D4bYNUx8S6gTXPAsePCe15nj3Qbjtw/bU7swKD2/sEDbPO5ghSTNsjLToeSjedssOnLDp5rZWSdzAWyeK223mUEsSAjSgH063hCYp58AIL+g69M13Q/nmJK2uFY0c4XRP1f09L6r993WkrFXZNDs7SPCkV60I2yzQz2jQaq/DZW8qCddR0+a2ulznTSQd09Qd6r0p4VSWrI0vpChuXFX395eP23KoSufvn00Un+/P28y1VZPgnCiU+KOKYoJJ5CkBhLX2zh5ONJ0/94wsDVV543PvlaW5rvPM1YJ1X59Xu/fPs1X2JisvG8YI2Rt7JvOMtTJbvj9ve+/rPMN3DJK9sTsy52fMkr1hvdpjPOc876+ZaItan1dCSZ3cziv0vlokdWpSfoNX9FK37OY2FpT3Da+uVBxHS+MzAxRV5eoclhmDk5V687yUi/cTDPke21bpjfPTVKG2pSnvK7mUtneX5HsIhMtnEiwymq35O5nCU1437yoT3Jx6ivSdq0n5LG1ew5QPtmc+zlJgc/R55lQq2qxVPksKGaKdeolLEHwfvu4la56TNDJHFji2/lniSBFNzsTOUln2qi2cJRoUVtAydr3Z+qzEZI5q0iyiasDy/NWMll51izxJI9t2X+kTKJA0Qptj7sBicoZwc/sRV/0EIiSTLOoY6RPQkE2yh5PGCYDa1i8ST0pihHCJZNJcysqGsAtuz7Xvz5Plb/fna8+Xvo6P6sg+ldoPf6ND0k/2Y9PmHFWP++vb2qjcUogySUBxGFE/0eqR1ew76rW7Ns9AsMfT0lI85qNhElO5Ko/mg2ryUnPPo9R8lfsucKbSVeEfQnbyUuxLNn9Df7g977Zjc7bq++SAfFVNU5/3WwtEO21QX3vL8W5RyFfZv772jsaG4Xw4dYpl83cHRL6qKWCOOynx3Tcv3tP5PAIXSVOO36aRxrKhrlNGdXHVvXrCr12PEDaBpLFssZjls5Us1OpcqW1ulx/7uB+ujULYkJLcspC21birLRLPKGfnua511fsimQmzfPbMJL16lwRv2HuT9KLpdm/VVylnwKr5St3lYWdPLixJIiocEJAKq0maGTpQGP2M16JjkvY5f5A+ad/bY3eMQSJsqUOMQw9qhs5oVTpItfbhkIQE2ZX6OZx5D1tIkNlzXftQpdJoMw/PSFPNz2EO8qenNSmcCcHtgeteshRe9/hGIWqu+j1aIkW20j4j8EdU8CF9AR1pJQ4cDx82h6T1OQIryh+p9iKcpMGzmtrAe0HYuF1bJCoc1BW60+s+SyRILu2MP3Wtl94/B4Gk1DjxbPEsETFWe7XLPiHltKrcH2dHvcbnqJJMG7rB43PkKZHWOc6J6rA5fJ8zwskCjs+RalEaSjVK4WRWKbgm/Yesjsh6nhbBqkWE7XPySwpubmGVcFIMt6er17Mpg/V8z9KTJE7CSTSpOfql1udAm9QcWgNJHDHPdV8/cXo+PwfmyMaOfd4Tzt3hWVGjjulXvW5Mlusc0z+n+ojJ5l1iGZIDRcIq6hHMasodeyNVOAXrV/nkHkjYdXrZPykMJfJ2+yq8PdHqpQTSyYS8GRISeamo7i1kWhCrtcFwZ2CYGu+/e016on9iJicrL1b7vs6bERJ/Pk9p7J4ySPwVtVDEzBKZv1QkMJHVAL7234VfRTu4kLlS7q/tV9FnwMj97XMLFGpZC9aN61SRhE+vkRHMO1fhk3QkBGnQ31wNMwenVfZBus8BZmXXtA8JqUT+rT3aflKP/X6x4MVu1c4lvqnKrGrufe99yjNrrR46W6aceKbz7adEveb+/JtPlTZvG8q6+7xs3gLhfeeJE8Uq8+Z2A+v85H0R7SVYLZ888U4tXmnzhrDi/XvTqbEOeWgetMRjYjo7qy5cch28SpdeYTjlUlPveciWI/677L3qn6w73MbItbPuSG7U+zrdhkv7ZvXJONLn9a0OgB8hJnin2+Xwisz0/BQf8D7NLblCEYOUyx5O8finuEGZyKJXMRRJ8L5ydNZ2UUWh9PHmWdvPUIPBdLCG3qxQykEqcs1dKSItw61NIE4fUfqUijDb2NCtn8oSpIup3sm7QIW6yoenrfoYCleQNJ464AvlL2DthRUjpLzuD2eboE8xzltcg/6xvWqjfop0mIfZj5+iHspz7+9+2VdUzZMvAmKet73e4U8tEdie7No1Q4WVuB0+JLj1KVVSojNr5QslTyw79sTr5qOqLm9zpPN7/5RUoa9s9/svpVnwioSgOIfK56ahX3RJ4SyUfrE8kv9On1KxTK3S1JF90fZwL1isvlONDLEQDaFm+2pX/hS0ifddEQYfaYdBWfpwqv4NBXMIO9vjKrvWj5nj/rP9kq5KKMZD7nm0/Rq6kr6sivYyd+2eDeP7nqFGMOop9XsrBqUOfUnsPRQeEvnksav6WPiu6/mSdPyn9ClsJILa7gaxQDLvY9G5ucXTZa/PcAsiVB3oCzCJ3C6dnIUyTmVY0x6BVELMcUYscaFU9EI1qLSnq0QqQlFpVs/UOhWu2Wa3fH97JPjmKWV9duyEr2ufioTKV3hT3hBsM1e9f5QtFtJPeIpqiYxtjcz7Em9hLtyetoqUWAxTP6shmdYtdBEKfzOHUzqrC/XDYNs35MPR3bg5Z/WnzvmtT2YjwA6y/sQ656y6s3bqjQd9zTe3h6lDiFBHnU934C7TVpHKff1E0Wf61GmzkWlZ+aJQ7s2+xx6sGoIuxe/jxnk3P4eicbZPqAPNT/E5uy1UePafVaPVurlNwey8fG07m7Zqd2R+SuSV1e3a13FWa3P6ejgJ5/IpwGevaEOx9k8hPzwVWa5wdtzvHjO2nE0RbWwUIN1rEdO1Pg0HWZqKems5435DBRb2qrLg0M/Aznh0acGGvgg4QjdN3KLOune9CIXbLqyUT9uF9uPaqIXuDcNk+Pv+uE1QY2852NbbinflTxcIyuJ96zT7ZhKwRYHqINQLdvX712L7wTIWelVQHLfA/qqfnpcknalrX73Z5LA3TAiRT/okPy01+2xD+8bQmbN5vubhtkze3CLarIfoG38kXK4DAvUPNfr3bn5Juij0FelopupNDN1JZJXHtYcmK0I/ucYk55T+6X3iQMiucS7+9lCRa0b0rO6eq3y1vaHhYImi+fbp0SLX3NVWHDq9OLey/bWeINXUdV0PR9ZnfDrGdP51+gF95xmnZfad2u48YzO+B2yiUy0pSx062yS7Xnfzpu+Q45RuafOkjrqBYNLNEWScnw68hLzDPhrxjXzg1iVQQ9ufDczzczkwpkHp0ybIIaOtUD192g3h9shPG+XFQVQ5nI6Q1j7tjBxuzh00hrZIOLnY3RbJWdm8/25l7d/tmG/bJYeqRaWVsX1Th61DoT+cPGU7PGuLHJpAOclFZHT3pFJX93LbzpzPv02mnAhzKJ5/Yq+qUtxJz4QihXWWeHAuu1HIt8ImNVruHlDXUMu5tQ3NsltYlyqEb27vWNl9v2+/LonvmiSAF/p+ORNvW9WH0g4bvM/1LURuh799xUqKdx1nhv5kHcWXevqQUW/N9/dB2kydRb7/mSP9ogxd7KNOBMmX8tcqezmOA+JXoZYx9mknCe8oHx36uuF5qFSO2hz7Vf1gyqukceLbxtHIx4SsftrPSXjMrRUJn3QiH56XUnGhu528Se+fBnklU7JqzeB0z9x/81Itzaf/Pm0nkzI+bfzk1e3vjMNbuR+tFHzKTB+ZABLrTPOP3EB6Po8JTf/KEJBrytrfRTUDEu6pKHuF+AGR2X0dtMckyePFEki5j3L/3Vd0gYwYyo9HvEHeOjevTRuRIOqQULqfOhIMIhBk3OzRjq1twQq4gyll6K5+tDAejQml6MsWmPFSFST6Zj0SEw31w35jhNTyRwmD1D31Fl9FDfKLdOVu5YzV1qj35y2u4tgl6HXIV6BoHQu6H0lLuCpHqatUnuJgqqa+qiIYBSztbaI6Cdy+fN8yIcTiZypFaWgfSgf1E6wCkgaetFJqvldzxcl5zo+2CklfPLzaR6JF/Oq3dMuo95TMWUJXVs4rvYAtaN/KLRZ3pftHXU112kFEBo18xO23/Mso47QUS/M+qwwjiNSQJudl3px2vjNueJlsIM+PCI6U2pdECBDTua5zoA5HAyl/RHYkat6rpiK1K93PRO2j+5l4ER9JgEvOUFpAdu93ACcJ8K4qFa8RhMj1tAmrfZSGJKJ9jVuBaJ1IhCLEbaoYdIzgWQq9FHjbeLvuj9sjlosCBeFdZ76Hqzw5iCdJjTjvXzTUur73D1tdWB38QZwJdeErK0EYNJ5QF7Y7vPa36VvUenNGxNiff6WikBdGT+qrOAVvfQuizN1EfP/dihz5+ImKVugRjy2aHoSx4EmVVNLXSu10naNTzPS8r/Pqbl0y7VN6zMt3SaZY+XJaGGwGafe3tPddNYZBHOya6P0rIAgaY5IvLvOIib1aZXB7hHNrlTW7Ref6RJNDtZZBCk1yx5fSuUFR7ZpqRi9bw8yG3GlIhVOzWT+KbdI7Tlf/CL+Ba1bJJpwvcP9ZtNDSRz/uUixZjm5dx7ju/rjFxZoAgz7dNTgdU4wcdO7g9szn1o9DnqMebGFCb80J6KGNTE3ZFtvLeZ4WJLSRS9nKiF6c75JCgrp46DpK5RQkwXFwaR/xP7SRl5r6g4bgpVy+nMfga54NF5LJtn4xfwSNQqSR7XlIzJNanHKaleG1a34KGohII3Pm1D9aipfOSCWZ07fSW7uvzzCb6yPUKM3ktXVXpSZzPd+Hi2oceCHIS92p2p0E4UjxLvMG8ZX3Colm8iTy+whTXirq6FuvMud6ds0XGhxNElJe9vJSoaXU6WjcwyBo3dzCS/YmQVUTJeWds4/inHB7KufPoszW7+tktH/TR/vzIt3f0pEuvea141FwJlCJyqLoKzcJqgSBUnDN+QiaMrnuDR3yylSK5I8AKvrKdCZuzh673p9HFid95FUNV8SnN18E7jdGeOSr3rpll49W7SsCC05F9XOdqlOOfg+/1tDhuheZrcguj2srRGq1vs44IA5rsm1xWrVgnG9bi5K34rySRwqXMrX7823ubL+X1IXXucsdkeAdvb4cWZMZJXvh9q5pspfwb+r1/vp0MfYVBYHhSFvlEYWF60VotWQHR5cymqo3x4eMnYmTLQYPreFoH5d8jw8pp+osx2siw3n6+aOtLC41fnFlQu8/SkN52Z9/tJvh2LlqtlQjWH2+TSYE3p9/tKHh7J7avv6jMS2uJq7N57hXZoQ56Lr4CVrVcAsqVNtJ2/s4m9SLg8OkkzovhQ3XaNxK2+hC1YfbRXR5p7QNL8SXH8VuOB28aytwd/Td1uHJ7glLnlcEh7MEl339hTb4/XlUEm5+H3Cg6lzyUTl/ZMuF7aHMLWd+3pnNe79USeRV0eGUpZbNyWbOgykibvvyj+Y6vGQ1C0qj3XaC/f42hX3vvsyj6V4l9lzlt+m14eF2kXy057Ef1vxdEIFmHH205+ETs5KtbY/ihMaU+HU8IJyGPbxTBZSiFj68bUl6cDnlv+DKdipFqX24TVh9bKn9tR0YNifHtGqU8ocnW0RKDY4AN87jxfvj1IZlRWPecAA+x6UeO7h939QPHygSfQwN4PSl532dQWXGOlxKECMaJsDpQtPfdcYLcKpdjwvE1XfNHRhl61GirwPcZlJ5+uEDwRF+OfzCGnBF24iyZBtxnc8/5hPwidnZ/jzCGze2a0h5yHtbwOnyOTYTMjQbhxtWJO89MuBo9vZjwcHDnYcXFp4ZLTiKxKTLOPx28gAn3AnqxqhL3R+/Wtq2CM4opKAxjU1fEbdZbZ4/ixyFVKK8DwlYIcSKbiZwG7tFI3mrTbVyeCv9mKg8Zilgsqjbi6XUUR6seqoVPVfgyB7IS8LWb9sXPn/V5hQVlnnvFvjF4jui1ws+hMwRbXMOfFo+3CbK9fWMkXljKgpX8Zix9/aMQCKpIek+7z0jH8WrlWNt83jYbE/KfQYGR8P34GJhPAG4c8I5Dpn52k445JHTfZXU0379naGOXBQpDVjRgGfzJt2kcc4K5+EzTfVEehsf+Y3W7Y4uMbAy2n0dmzKvjxuQ7BWXPLblHmT3Jt1fR87rJboKyVz12kq53oVIdoz2UNjyonyWarq/ZSqXUkLezOi4NFImBLdhUc4z54gIR4toiiRf26lmtGCuJE7+tmxuq8gYh7NtbTOaNMlmN08p8qAjd5eJyNgRYZUWvJ7k37j1xRCpsymt3N+GGoq5HakexyjZOuLnu/njMCVeqfYTL8iS72+fdVKnm++cquSsbNeZm2N3ckZgVt20vr1zvJKhMxWh29nqccgSRyyoidueta3785Jb4a69RlvyjcS7oQqn1ba2llyqkfTd/PHrOi7Y25uHE4ZrR7jifYvgeD8wuXLjE7uv89iHbbfuqTkQqc++9+XymcQVYf0EFzL5TNpbwDqP0CNZsvvz7ZToeDcz+U9OfUtvfiZc8aQQL/a+p5vjj8XxrDdRkxH7WuNwxFLb/e0v2hFmNGOTLTyFETmat4m3Po95G1nJdXNcaNgbeRM4cbqXirjNlGc25QArq47LWcnJ9XLoJ8p4zuaddl/dFs2bP0Z12w6TbGs0thPP8nYG99zvTyMvzNTr7fFwsbTdtVyXEEStWy5YuEjEM7jswTshU46ufOJ249P+fJEs2+HUzejJOnM/mWqurWuK/mvaWvjCSR4h3iJQVpv48JVtKXgpJXC4LV6yxXRWg/LgJGXbozWheFJ/oPiUDcrm8vZb0eIQ3jGLF66o3z+YAoLymiTCbI7WYZH3WRTPcgUSR3D24IyVfI92jXL3nAiGyd7RVsJ07hdVKl2ydN72Ua6f1B3MaBO5eZabk/jaJx+yAx0qpfRuk3IDXUsZ9MkGvfa9oMKJW3N0rYSzEBEhT+Vuxh6TcBreRnS/hGc6ynN0yxRPdQ8PnVJc7b7OhaPEjK6bMhYd0ilBcZoqpXpjUnQ9mnduw9GkIhTnASqct+wDGNOHdjhNf4Qz3koUbvt1mScir80AGodjVapf6yxJ+R8W78rliY/kdo8FuntVFeSdTcuW7N7TlnNC1XdYS81SU6XLW8oPPueOE7yj6v4tfVvfytd7H/qJ27/VNOeMWc+tWtHGVZTe+o2ndK43Ll0nA8EMFm4Laj6X4Szv+fIkkleLnrJwC+OqJhYE4dPeDAgXFax4x1qNrnZcQF+DWw3GqSmMN8OmvrFjIgavTTdsPL1PrgZ73S0BU5Y3u99InOVjRr9dvTPsiFr05y2S/qZO+2fPDeV+PatCRr0PzudX7zBtbTn6AovbhloeqSrEOOGG5oJLgkHOXhhsD0Ja+MyQtlM6A1PlKzgXBpdiOJXu8jZ1psaarUaSfhETNq1T959lYzv39R/TZE2G+SwxS2Vq475+sUl47L/7mC9rUq1L1SPerBlur7M8pxYlPyRqxDmQapccq53nM9w2DWOU4xF92uY3l/xW8I7WEjJlBBe8prXkcJqQxSetwfd1dHi8ome1lq4xJenjPa7Fm/qoZMbRe70/rkPfEZyytWDajldXtwXbXvT7R5Hj6iv6bWs5Tj0fv+3Hnxs+xz5dJsxqR+hvr+oytPLu32C7r1IRw9YErZJ282M87F3EFWM0aaB503FFJPao5NNOG+ws5f42HLiwjnnzcgU2dh09Qmd2vnlWh6Z4v984UoNJCSdvpb4DraXKmkVmuJ5IlcCs7XrB7+dt5KvYVjxf503nwKZp8xa/jwxwZVcYvz/9HirX+dwHTrx2hBxvGz1nVz5u6u72E9QtvSrxKapoUb4O8alzdEYp3mfs0GfS23f80QZQ980J4/WSSuHxUnfj/qIcUfZdcDZv901As7X27/tz6Sy2t+97SOg5dKoQ32dF3emv7z/ney2fecfNI0TvlffgMx9JHV7NOXH+whg3j3OddxqUCp7GZpxNL1kX8qbE2ffSPVTsFWZxfkuqx63dJpT6jB27uspc4mqg40lNU3FVIdLOGlNhcbpIjUqaJK5lbG0upVDikshWaCnRHZfWixKWfpZKt0JT7jh0Eh7W86EUqDLjIS6Aj9aOMfsbX8Bb2dsZH4/Ai/ZIMayBc565r58IEp+/e20n0BA27a2fTsh89AXuXZXdIViD23dY+RPzSeK/6pA2xI5wZMzbJ9ZkJ4ps2Tdm1Q51+3OE2HdbBYz0iaDBaYslhIh7yFhIGf8QuZ998bU3BSgmPXeThgs9db8xgONvutwmAla2yWDYh8ATbo6f/cxQNcEeyH7/A+9qjArbKDDa8/2zGYNbuPrd0w2l7HcU4feAOhmo7eqfrSS8n7fWb0jh2JXsHWnLp6h+86ul78YWnqayuX5/jBXD6mrHCrtsOCIe5bNbh7eqbrKwu4eX0vre9b+nBHC7VWPz97SBg5NlG432Ew8nhupz1cMeDjngHCW2z1kJ/LR7hbMV+Ol/DGc0/I+NGJP3pbkxq8XTH3BPsjcLh0hwjHzn59BpqFZYecxweDXWlklpn0MwONI79XNoNlQOIoUtf/Q2jrzV+JzgyQWjahcfTgI54FocQn9ODsdue0jpcwIJt7VZN5LMJJHxzeuWbg8HnHCaN9LnQBR+tfG1Wdc9nMqShuNZMKW8/XPMC68qSg+nwmCLAXVy6A6XwRZ86GjMH1Fj7YGY3vdIG843np+j8aFSmf15f8Qui5A6j836eyS/uUoOdYQvpejNOwLL83PkrwFzadSHzMGQDbFC55CA0GknY/2TsIBfqmgMaY+hHOg2AXfZE3DvWmlDsgWOkG76JG1kfFL2CPTJn7FlSXR47XNIMkS5tje4zznpNUhq7ydHVdYu4BRvU/IYIacFZ4Ean9QYPG0vo5BK4+xYZSaflBx8ZFW+hdQe3LbGOuZ1GcIhr0NtqkNCEW4B0JU/iUn5vCxJpof8pnxeZFcZ86HwKsPemFeF28M9+VMbhNc1Hr41+H3eVvxK0lvyeV64BZHKHfh8sXjbrd4+7Sxu7/41Y/paPOmQ3eW6NTftJJXPmO8pq8m4zWfeT15A+y6fqRcveX3Nr8XZEHwKB5ib1txtIL4AYfOmIkt4pSnt5vQcfQoZxLekiK+HEM4qgfZlFcJ0dPZYhqGJeOLGGmo59vycZIjiS0LE66VeGF9CIm6TVyqxFEWpF5SOPyUt4rbO3S7RT4g8ZPo3TsnMXUkjzEFhEq68w8/HS5afmy/UEbe3cJRY8KP1Zc51qpKe+qB73Vk5lhmJ1y4hTl+tJJ4RbIlVT+I0vM5YJAVvmFDXWGol3mXRF0q2xGl7GbHES9xe21RDpZjwRTnHrjeznctzeyo9yDXWoYnbgDmGx+sNnTmmrenU1403dKbTUiXQvoxOGAe7HMvx4JRNqhDSle+V7cOUP1WAwnUpx+arCcXzVCDviw/Fr62k5YsYFQzQIFveQsgdIJTtjuxqKcXbuD2Dkcoe97VtGdDBnK/JFLcQKH9qO3dK85RyuRJRcUkV+npSUfsuqjl2dani9H31WMcqntThGuphFd5YBDQ/9bPiY3s0+Hpb8XZJFstV7QpnNcuFIl9x7F73x1HZnPePsl+6PUxdEbGiKpsHZHXpio7FWcJ7LF4Wt9F9jG7nGzlT27BNUXzRtPh1pVMcXd/IWTUPu93DFWuLY9udYyW4eDkGpK6eXDwpF+nLz8FMzleJVezidpfzitXwmyf5QcOPmZNw25pTvthenKxCi0X74tfWm/TF/4pF5204W/t7ld7b3VaQ3+C5q9+kx66FnfnfeiK++0H8yrve23VRFJmSJaU+fNeFeFsqJfTNG+I2ik5Tx/XGyIiLzX5cT+W+fX99Cht7ib0kCrCXzjJ964kwPuwjdrDseDxdp7Ml13egVdsyq7XK9c2IX2tbzro+G5VRTFsLR+zXEbfQo/bY37PLLk4viesTEs/SyvNtRcIcg9fYnqRtgw3e07Zkj7CN/PCt0e7bn/Y2Y2nS8e1S4gjplNh2JZ62mYlr0QLTWdlS7PQSlxxr7AwTb2W/Vq7BTNzWBHm8uoY0caS5x09obNNuaF31NODNN0ju2++8xoY68dr7MQKtb5AMV2mDpJjTKQ4C521g7vv7xNkJpNgPyDaJ4KyN0FYo3LdvnWtCFLYJWZ2brpdRPM16mhnzGzpLqUFlLr6HUpyZY8ZOzL0nbFIr8Z2b4qWm09FZ3hC5yQDqGGamN0SmS/DaHelKjq52f397PWXF4DtSxfvYVo6ug1W8ngbftxFWmLdgxL5ZcR7Kx6FSW9q5O+d8v664jbCZYt/v3gKryz30CYvjiZJjvzHc7lU9n09vkNwUMY8U25zFaZ3ePdfDRmYbD2+aN327tHghGolN1+I2xtMIPdraqq9rG/i5Vm9xmxJPi/l6w2e29nPrAbgWc3FbYPrHnVH82rYFvrMdjsm3xvLbIC/caaiI/fTiNkEe28PxhsnYMKfTft/eKFm6gepToOsfAcKDkQ1U+70TCRAfu/zFiwqI20XVYu7ECcTLFmD2Ygbi6cbtjZ2bigm/JobiI23rWqfFIH6CICfdIJwl4x0UIMQvRURBMUKnKjZ4NXKc8IT44NB9C1Us3DNv3i1w/AhYiLd9YOKFMG4uqREnqLF5UuLJC3AcLhsIL+RxuJTGvO7H4eurH7J5TsNpjRxWS1QrObgf1ZPyBsnit4FfeoNk+BbA8qoqh9fyEWc5XHOm13I5XHI8ThJm4yp1CS8hc/i2GXRSNIcrlealaw6X/KBTwNm45SiXc2htH9Gdw7ceihPvOXwdm7f+xsJNigJHBKi+sbB47SlqDB0uIyOvVXT4+mobbX7kX5xG0uFSa/eaSoerBMZJMx285WKcktPm23LKCUIdrEpZLyB1+HandDJUh6t82atWbb7UOObErw6W9Y7XyjpcvSNec2u/g9f2tHMaXYfnI+mV36hXvF0rSoMdrkI/LzG2eaIZKEiVHa7eES9tdrjk/71E2uFDd9lJqm2eVf7hlNkOlteBF3I7XEG+F4Q7fByBt/yGt/Cis2EvRHf41kJ1wnWH69zfC+AdrqnUC+adKVDewF5473D1ynihvsO3VY3T+zt8HtXAnt10gdtFjhqDh2+XFqdJeHhbKWobHr7dtJxG4uY9HW3G/sax4uW4adU3jhVXHsJrOR6uo3avCbn5Lhv0GpKHb2MhJ0V5uPrynXLlwRI89/qXm8+tXOv0Mg8vx+lp+ojVuBRgvE7n4ap283qfm6/UP/qgh+vIxOuMHq5tgdclPVyrh9c33Qvrlb7WTYdvid1XVvVgHZF7FdbDNQF7NdezbiuA9qKwh9ePjZJf5uEkgvvLVTPsNWoPX7NETdvNs8TZvDbu4fVo7DYfsGLqJNMyp8m7eVGJk9fwPTz3EqSAD5aTpFcOPnyLuToB4s2rZh6vV3x4luiskz0+XC40Xib5cFWeObXljWnBiOLMhyMvHCSeD29fSejD1SrrpaU379fx7hk+BL14g1ZUtD58e4Y4ZezDt/uNU9LefKhRzCtyH65CY6/gffjWJX91wA+eR8C7+BjUltrE5svLjx+uclcvV344fyvInh++xfidTPrmdCtGufXDpYLg5dkPPwLyK4Sa9B59ROF3qHwp8erF5Q/fNh1HiP4wFSB7LfvD162I70NN+xG9RgX9w+sxd2kh1JypH2X9EkJN1GBadADYfEfD3jDg8FpyNB44vM+PW8vhqjT0fgebF8Wszh7h4Fp7dFk4fBuMOFeGw7dhiHN32Lzm62OQcri0U72pxOHawnkTisP3E3dmFps35TO9+cXhXw+Ng+Ul5z03DldHorPu2LhLeNcbgBxeP34hB0vgCOGREGySJNxXv0KwOcd2fbhUM/kGm7bmsNCkSzJ/72WG8nKJajsfbM6hplI0Q0KwSb11F79CsIm1hn191EFCsEk1iHAPsaattrwkiHqEWBNDmiqeQ6w5tzKhZDd8rDmXeuiQ0Qixpl2e5Ry5jBBrLul3XpiCu4GztgfcJe8NF2quS5JfkrPwoSYpIL4NKUMfatoGkBgIjYoQamLJOcRrCDXXzqRcOHj5UHMpgX3J9txFmguTC+Mc9vtI0+4ZAxCtiBBprl04fHFW7CNN25Kzyl8U4bvZAmXpJnyFSHMVOf6i5RAiTXs8Y/MeIs1VJX8tcQYfaVLYN8VziDTXFh83foVIk3eeu1Ml8/lGmgisbN5DpLn2ZaRk5QLNJVUeCSL4OJOzIuHLh5kInnOLbYoKYeaSjzW8hzDT5qvz+RrCTKoPN88hzFzjvv4Vwsy1q3IuNc25MJPevs1bCDNtv3o+X0KYuSZJnYs6XR9lLmVEL8p0fZC5lB2n39/HmKi4LuEWYkzKCzYvIcbcXxieQoy5zgOhTtcHmRYws15f1Om6YDKxjd28+WAygbt48cFkQoC5iScfTFIVb788qzXeBZP2zjLs4cMHk1So2msCby6Y5BW3twpcfDCZqDhN4skHk7vqJNOi7mPJhFbSFB8+ljTOnABvPpZM/NguXlwsma7ClANOPpZMlyLhTKu4jyWNM6XBh48ljY8u3HwomSxmsZcAXnwomdgyD/HkQ0njVD1merZ9KEllQqviIxxnIoucxVs4zuQRJvESjjM5rlriyR9n6mDHMKmKcJyJSIH48KFkujp3HN58KGkcnYmstmcXSiZ2pUs8+VDSuL0Uxi1g8qFkIifdxIcPJY2TwoY3H0smQmfh4kNJiuDGFE8+lESKP3N5qmtfVnWNggXkG0piCZeTePOxJEk2jT+qaF0saQFhTvvayceSaENoQGUJFK73FiyN+ozo9BtK8hENEBxFXCiJbMHVxIsPJVOSmTQ8+VAycYu585TRulAy6fuIDxdKIge4inD1oeT2gwNnH0mmXSOV1f7qIkldhc9TLesiycRjSOLdR5LGkT+AVx9JSht9Xyf7SDLh2LWvc/lIMuE6YNdRy6kLJVHXtEEK7z6UTHivJPHqQkn8CmzMgbMPJe0mpLYvc/lYct8cWjx9JEn5Oi/VaeNq703gN4pXH0kmC2Z4SWjc7P4y8r4GXz6SNM6Bjt0XWonfSNL4ZNDTWOkjSXJOTNPqoXORZJKhDDj7SDKpT0H88pEkT7zzZ6mYcJEkT/Oa4t1HkuQfdM/It7tIMlHkAc0+jsRwuG5+VT9utKHL9CX6QDKhxz7Euw8k1ZlWxKsPJBM181M8+0DShis7fvjlA0mGceKRVOz33kAykTVt4t1HknKME64+kEz5Ql8Ynn0gmZB/35+/fCCJhrLugkVLLpA0TL0ZuPtA0l6qS3dBnt5vIGkcQWd49oGkcZJR8MsHksZtATdOnasLJBOt5EO8+0DSeO7789UHksbbtT+ffSBpnDQs/PKRJGoDi89Tz+pCyZQp1BPvLpZMuLLvj1cfS2JcVPbHs48ljS+NteSau8QrvReZkn4fSxpH/BrefSxpfOyPFx9Kpqx3Hp58KIkEGTOvemZcKEmfB9MF3R8+ljRO/grefDBpnBPOrOYEFxFkdUdlFey7aNJ4Jbyi9NxHk+yg+FVjui6uzXmzVC3tgknMQHltqfsNwSRyOlM8hWDSoisiAopGQzCZdb6cVb3pg0l7HCWJtxBMorraxEsIJm1K4E1UlZyLAu25saqqbswHk7YkMQSpjArBpK3LxEUUEYVoMmOQLV5CNEn6boqnEE1u9wwbz29T1sZk8MEjRJOFTJt4C9EkwVARLyGaLCqkhacQThZ9uvqWLNGmEVV9S5b40L2vviULrsRQljCPDyYL3kjiKQSTVCZxE4pvvRLHiB4+fDBZ5MwHbiGYtJCw7suUEEyWoqBxFN96JU47dUZbKQSTFM8P8RGCybIHfvadV8K2DouXEEtyVrsvk0IsWZixbPj7zqu2qy2L+AixZFHtB7w5Ru0RrIRYEtnULJ5CLCnBPeOX77ASr/qKl2+xEmf1GZfvsBJWYIEwWYglC02+4inEknZ/iRT68i1W4vQRwEeIJdW5LN5CLGkzBJsWCut9LIn+2BK+QixZJuqxtnvzrVTiCJbBewgmCcaGeA3BZNmLc5++lUoclUf4FYLJIvkJiyh9K1WjgQn7DHgPwSRdC0u8hmCyUpognkMwWfcupA/XNwXWoZZNv75vSpw2VngPwWQ9n64hmLQVlrWwd981JY4mT5bKow8mETflRzXXNSXMUgHuIZjEaFi4hlgSiegsnkMsWQu6GPArxJJVtRn2Wd8cJd410qpvjhLXSKi+Nwqs3mx4DrGkLZx6gtU3R4l3PcHiu6PEtfj04rqjwDjDCtcQTdKtnsRziCYxZMniV4gmK1JDxrPvjoKrvwjeQzRpG0DitJ59F5Q45sXwHKJJST2DrxBNIhYOT74JSrzo7iTfBSWOCQe8+mjSXjH2FVvt10WTVY5o8CtEk7bzZg2j+D1EkwiNJvEeokmqrrN4DdGk7X6Ypfrlu53gS3v+fvluJ3F63i0K8t1O4oOotC3f7SRO4SK8hmhye6bDs48mqQ4WvUIwWctFHNKmb3Y6k1cS7yGYLESf4jUGk2gCiOcQTCbkfo0P39QEL8iowEeIJknldvEWoslLmpnwEk8mq3YoCJiHo8lJ3brx7rqalNHat6H7tialSElLwNsn/01CO6vKPeU3N9jVSAgv4czShgYBTeu+3anJ9JeQpjXf7sQubOlNR7M+JMCx+FniLSTA1VckXkICvCC6JJ5CApzKa65TfWMTB+VjMv2i/+8T4Lap1tOqvrGpYVVXGOO4DrxhJqULto7vy7vGJnhGYjxT0P6GmYj4SXYW7hqb4Arz4G9jE1+5YsMOdg1MlRBYY634/iWwbeDg2fcvSYT50q/Kvn8JFeaFeSDc9S/BbaHf13H9SzTGS/kW7vqX5NxMYs+CR9+/VO80MNz1L6HWuCisgrv+pSpXc1Yb42//UpU6GmGKYdenBL8UN7bL9ymhIUW1LNi1KVH4NqkagLs+JXimOwDu+pSMj7Y/7bqUqhZZ+y51+S4lcEGYA+66lOTWRwgJd11KcGWW4a5Lie7bjlwpXPP6v/3jj3/9xz/7+Y/7PBtj5Dom6/3+gO1sKUDva0uNZySGf/7T3//8rz//4edv/mH5+Tf/+ef6uf4gZXn+M37+07/5ST//u/3f//NzKb6zwYEy1D/hoz+fj/7xH/9I4ukHr8JFSe5V1K1GQ5u9m4r+0s/f/fufv/mf8s8//j+fz5Mtpne7FyS9qfKlY6vSsvnXD/9JGxfZg6oDmqSwgpYZu/F//TTrfOdb4Nn78ye9M7KIKnSd/PXjtWxvlql0XtoK8pi52vv6y1dBPwT1ySa1JQ4lSMPZBGzz9W/fnBrkZZvVQbD+p3pxLvKV7Oz++nm5FFq8fNGc/FOlemifriyof/10UTkEGhS2ZP5JpUdFuFLbi19u+ZDjuI1zTtH+zLsHJVGQ++svxRiqTQstOA7Cqcb2KsTIFtT89dOo1CKmWVVVqCw7ItHEH7/dlU4+/OKow96oP4u6cCYO9ddvF/9TBvaZ95/s+5/E7vT3U7v72335UzJQzZY23umuuSblojfplwEgi2NO/HARoJuIeizU3H797lRLUYNiIcD+6o2ha/+2/Hpx7OlsmK/CLoWOkEw2gkPVXz6Mk0YnZKfF6M9F3bBNyRU12t9+JbJwtnbaR2xJ61tq0/YZFPn+MrQobF2YNlvg/ScGUxQhLlrjfxkr3OCMizajVtWOFsxKivD3W1I5X8NqiJShDQUbloM2q99+Ja1bWHcWav/+TFR12ZBHi//XYdh00G/bBZpbsJlDyNTeiuvXF6grgivoc9rPpNkrWwBySVLxt5Eopyh6b+3m/EiaQw1Kv47DRBiS6Guw+/0njt801tnz6b/OWknaqvbKYAf3JxVLqIQgR/nry8wptc4ObT+GwZSF6exc528/k8DNNiGX/Kft2lX6THJb//Vn0gOyMkWnOe2vgp47B96/Tc5IeKKrTNGM/dvjIdmQPvr9d6q80kJD2aVTnkFLHQIcv/xMC8jpDaDpyabyhPAyb1P69Y34M6k6nIN/ItNEMhrJYeXtf5mFWJgzK4U9beSJsa9gEnOf/Wf//1bM9AftuoV13CLnn/A/tHjawmmrZfr5r33MLZxSIRsoi+stlpOWUtyJe6mvXfxP3NkApNMQQvqzot3Up3w32i8f/5PwigPAS0WUjEnsxe3hlvthxs/TcWMxrCqXGsu0jZHCoXoav3wcAQaUIpAey1rU6W+1rdKov12cg1JWZXSWGLbUqtPqM7Eu++vnOXMptH92vC2yDG65/vj1m2Pri3Spvb28b1R0k5lAIem3b44eRRvKFFOMilRuxTC2/nob7SlNuuh2jSB3tV5o7Nn+5LerY5Jqsx8D26LHP7V3wLeI0oy/flp58kXKmMIhRGHsfuCC++sDZU/YkeHglUEMf+7V7bdPpyIJHptLbEbsWkhtBqJt7Ym04tVtreJotVWlouwfFDojGjmqsX67jWjfXVTVILCpKc8mcrTMr99+6Z/SDB8cp9v/uNR7ZzFwT7+OFrykKMujBYcpMeMqOgby0L/cRGo06pSxc9Ev7Rysow79633EcFyRlkIWXlBbPS1gqb99F9qM7GHavo2N6p+74G/I8eyXm45koH1zW8tVMGnxPIcBavr566ep7qYrokp8iQnPgjTCxbp+eyf+TBxQ2nTIhEGPGceeWqx/HS46fbcIoXMXON2gr4QU76+XpnTU3nTqaYsCSpuSBq6H1293HJfpnlDN3PodyB5gU7TSf+n9tMWvcqrLIsRReUIBciDO/dtAR+i9kSNEyg79AflX0yny202XnCxCo+z7/6wy3laxcPl9nsN90sap3BEJcCbl1aj4/vZLtSfLlZLSfL5ZpzOo/jrI8ZFHZnzQ4kZ82fG4X2q9+OvHL3oTi7KZiYbriTVZvn69JxTN2o4M2au6Bznmq83Crv7764wsBTb2i/1Jpb+ADRm7818Huc2VFlAWhIW4+KIBYaiw8JeVCE/Y0SiKszhOAsQoEs0evvpebs/imX/+qf3cedbIv/nHf/9//7u/+/v/+Z/8o5+/+89/PCtyu1fjf+9ZZcfOpveP/+WPtvswU3k/+SL/wd+u+Zd//P3kucB/6ZoXv+HHbZN/7uX8T91EEhREtjac7IlWZJVUpft3//6Pf/S3f/zN/8je9+dv//Uf3MS//Vd//POf/+Y//G//9t/9q3/19//hH/zzdP13Nnv8i//251/8/O0//eN/+Fu7e/7SqNfZdHadS3NMl/8r1/2X/8f/9W//5T+4VILpL/k3/zApkrEfcdmPuJ6Q5d/88UejCEaXf27YVCvbLnW475hjz715/+mDngOK+/+3I6v/b+FW/q8dUFz/hRMJfQvyVe85yb8XY3M53DNvCI1aKML5pWeV9GePDOmSPCKzPf3i7PBltLNgaBxQJTrLkfVKd1lklM7P5llWJraMyHjhOBn2jH1ZjQhhmpU8K1SEKTnvWakKIwOzu4UCZGD2vDF4dKyqAaeuyFCrv1JknC+2HNnUDOYZp7odqcDA6F+9RmTNvkubkQ2UUjzqOsTtH2YL30glMtsbMnkGJuWCHhnaWz38WerKLQhbkZGwGykyIvCcI2M7O8LfJTlQWm6RVdwRRmQYy+YZGc5pASFoazFEiswWuBEHqZoHemmRWcxFvuNhXd5ZvZQZGSmsuSKzdQ6V5MDUIJE9I/1tm4wamY0LUt+BsXzWEdmsFuqH70KDCJYOAVlgfV05smZfpZXIpn2VK/zbov7d1iMr9lWuGVmzr9JWZEjZpHALVN21eo4so9dWI2tJh4WB2ZSvguaXkXeQkH1gFqPkHJHddzI/gSEon0tkSjSFP0s0grFHZJU4aUZmMy5NcYHZjKsyz5cRX2CqERmNvLNGZm8Gzd6BLerQwy1AI9mW7BVZvT5fZaossObI5twZyJctamU49g3M4h+OPAOzGRePpcBmmNA6RxVXyS1FZjOr4ciafZP2+beT00r/V9WJxBoWGfrJ14psZ30Csvk2J38DaKeqvPaRWagSXyE2dChxjcjsvcXMwLHChBteUhrIkLpLkTV2liWyQWKjRob33wg/o0qaKI/IbL5tY0U20CGKaNGQHO4ARl9FaVnPam1rtsjwSisjMoycZ7gDUj+Kz5Eu61FWiqzzY0tkHFWv8G/pCVARRmDFbsoakXX7KnVFxunrFf7u3EW4OTKbbnMct6S0KSqPDHXzK/zdtbvPZmSlpJ4isum2fplNt8UvxD3T8XalMO3RwUtpbI/MdkvTL8Qwygv9Qtwzlkup+YUYhq16mB9pWmZM1chsuk05fJeMBtPyCzEsV6khBlbn5+tRoaZ6lMBwuZ/hFhT1/JcWWe3y6QhsXBwBRrbsNQgLMc3tE6W2yGy6rWEhNtaH5HMCs+k2hYWYJv295Q1M9VErMkQYPv/UXqEeFuJM80mqYSEmJzUQForMBnQKC3GW7PIVFuKMhAvisZGVir1CZDbhtrAQI9tQZEbj2NyWKj0yHRONyEg1hYUY9YnPdINQRcUQMjLOhcJCnPEpTyXePnqqag4LcVGBzBUWYmVeqC6ITFbWKTKbHnpYiMslzYOwEBeJwZWwmCi3V1NYiIvOmK+wEBtbbYUBiVSKfZWwECOrUslJRWZTaw0LcaH8M+Uw9RVOzmsKCzHqMOnzIU6PwzrM0d+lIiXHKHdFwisyFMrCOowYTpHqW2A236awDnPSmmLgUKjvpcAlMnsteq+RTTRfwu/vTLclrMPk/wq9NJFRSf352Ey7SOJlQ4I3YR2WNlLuYR1GRokzwB6ZTbclrMMFLeOUwjpckHaXBERgjXUzRzbsu4SFuHBUmVtYiAt6962GhZhs0lTBVmBYiXwuRwIxLMSVyrM+w0JszNa5HhZixL2u3MJCzMEQZjT+z1YZqeSwEFdUFuVKFxhtcGEhrrLmmWEhlvTZ6mEhRj3t2m0Vntl0W8JCTNYZmVKPiurJ+4ch+xgW4oqlUx9hIa5UVK4eFmLk6a5dRuqZTbclLMSo3uGDmiKbJDDCLZCQyAwLMUp99l3CQlyl7tzCQlyRock1zHuV3qEW1uaKLKZsHgNrpFFLZBwMh4UYLUQaUntkNt22sBBXWYmXMO/VoXbNsBBXRLvnFRZi9B+JAmtk+AGGeaQisS9vqMDoXQgLccXwIcYTFSsMuRYF1jn2LZEt7L/8v6XYyb5KWIjR87SvEhbiJielGhZiqrCU5PVMjk4pbEEo7ppIf0Rmq9MMCzEyqEM5Sceww+otLMQUqWF5E1Gn4enDJuXA4asUyTSEhZhSu3LNsBCTsB27sNkzm3LDHZWqrTSHA8O/snw+ZzPuFdZh6hARLA5/VmWNI6zDCPnaVwnrMDWSn+0B5ZSUXIQ7IJHTFNZhxIir6hYDq3PMsA5zDl3oyY1sxR08Ssv2RcJCjCqzfZOwEJPfvHIKC3GTZP0VFuKGZv6YYSGm7rag1hSZzbctTHwkk+y7hJUY4eu2cliJqR4mz9oi63hkjchsAzLDSoyAd7nCx1D6HirBCKzTe1kiY8cQVj8YRSr73z5lgeL2JpxJ6CkjFF91nrn4KTuEz/Ts5Z4yRfEyrqvEqkbxRpVWKIHcmBTk5jXt6lzxIQPaUEoJtytiHB9KL8Vz2lW+rlJTvGadQPrKTvG+D2xdIagwdXsr1o12ytevNlKPdaZ9l7WTEw11qeKVdy3WsYp3jXpf9ipMoWmKZbJwOrRVqi09wTLnze0/p0z2KbcVLxLkC+W54k3+h6GcV5xddY7Vv+KL+qRQLAzGTJDh6WuLxctQuONrkcXblA6Dr10WH2t+a53hFBWWFWujxTNn2qGUWphdaI6V15tXOjHE5yrp/lVUczJz+Apu8dlKnbHiG45oIIGirxAXRwltxYpy8YqcUKxAF0dwLseKdXEKUVescIc3Hu6IlfLiheakWFkvbq/llUMhvrB9y6vEun1xeygam4N6olzvn2sPOqsm29X/wzvHLCP2C4gXHMJDe4Hw1sYM7QjiFh2cNoinfQGOy2RLsd1BnOV1xPYI8VoU4/p2CnH77xr7rv1CnIeSQ7MGeKJyP2Jvh3i2OLPGXhDxcurnl/q0n7tA1QSBn+8pEbed4UyxB0V8IesXWlbAy3aD3xYXcaqIY0eMMF2YLXbQiA8puYeOG/HVvw06vcsLSJGi6+cRLkvvm2//Ee9XOvxpFxIfsoOALzn/3nwmtXz4tiO4TWu7nc91KYkbrjl2NYnXHYT7LihxixCuGbumxOdu4fBdVvCM/F1syhLO+2TWN3GJVxW2+p4vYQq1a2wRE9fu2DeUQXnFrh4b0DbvpewGNJuyr3J/x8Ks1mIjm7i95eyxfN+bOHrdOfbJiUtuPPbVwSs3p8Q+PHH7B2XGvj3xfim35Nv8xKccn3xXIBjdJ91j10QonqteN990KE7wPmKTonhbae7mxY48yvN5LJs/rY7iNAul2BoJ72ixtNBJKZxPY6drvBRvV6+xT1PYXnimQN/XKb7UShv6QOG0LIzYNtq3pw0zo+8yFW7ynwtdqeK0PuTYxSpu8cr5/NP1Crdg7r7OKvme0lSrWTTnuO5ZcYuYamy2Fe4YLcTeXPGJTkDs5YUvKtNb7P0Vz1Wrv+8VFq+NJT/0Fot3qotjL7K47eUIxn3rcufVvjR/hlZn8bK783xrdN9TwZQqAoEJ2i03b1s+wHVYC4+ss9y7G1tsFZ2b+M5tuNTGS+z0Fqd7u8TG8L5NkqRM4PrIhceuI/Z95+IWxlw5tqnDbQXRoYNvaxendHrFNnhxAuMa2+bFqeNdsc1+c6l0gXG1PpQCp7FCr76w/cDxae0Xt+mEAx4vBSC+z4e8coCwvUh5RqUBeL12y7VXJhAvKmXxQgbCFqFxmuVlD8RpbM1RJkEcI/AcZRXgtLZodDgZBvFyqXmTYmSLTsZ6eKdXyas5CCt/FcUfxIfafr1WhLCt17lHbQk47hNXj1oU4jWpHsNrV4jjcjiD1IWwzW3lo4wBt5BCiTKvpCFuY0vjzylviNeBbVRQ6hC3P3ClqOwhzpatiNua25/xPebCaCsohMAtUmkfQRFh7QC9+ogoPUglqpWI28ZW0hLrVTcRt41tGUEMBbxsX5tK1E4RRwA1Ra0VcV6NGrVZxMfSu+a1XDrBgWxgovaLOFXnW/vFAsFWns/TqFCihIy4bWylzeQkZ8RtYztylKgRnyzrUdIGjjpIWVECRxxflB4Uc/p2lZuST3ICO+J9a5h5QR5xur1mFPCB55SUNfeCP+K218szCgSJ75gqCAptbnN/3xyPpOc6o2qoeWEicXa2JQoZwXHqLiUKH4nbvjn1KJQkTg1lDbpKwkMidF6FCYxyX/2oNonbxlZCWk7lSdxiwGtEUSjxXvXCeREp8dn24HGiU3D1qR+RKhz6+sO72ma9eJW4NL6D1pVwJbSM2ljitrH9ammJo7KRg/QWGBF5wn6v1CVu+9r80fUSZ1+bog6YOOWLKeqGiZNdGFFnDC5l9BR1ycTLLJLecjJm4rjhLHEtHfffHRYWjxbl0MTPztbLp8Enh/0tyq2Jo40T1dmEbc+TRxRzE++4+UTxN3E2tiuKxcHt5kvxx0vLiaOTtKIUnbgFnXkF5Tphe2nyiEJ34hYUXFvozqbf3O67QJ96GVEwr7P7IPLJUWBPnJ3tiIJ84jQx1CjgJ24rj+QKneCf+NqpQC8QCCeR2D6CguJsbj8ChOJdNnlBr1Dc5rkjezieKJn3Kecjb7jeKBndXDSFonqieJGPi/hQn8vhtre9RlRhFGdv+1FtFLe1jVfaqzzCyyW52SAKKY6sVdSQFKZXskfNSfGB1mrUqBTHGzFKWoLpvxz5lb8UszeJ181LZYo321asKK0pblEBkZ1xvJrT83nm8xUVOsU55PgoesKb7Ww/AqDCRfrTQTBUnDrrGQVGxWlta1GQFN6xrov6pcJnY+v1TsVxgB5BHlUYd8Mc1VTF6UprUX0VPlBSn1GtVdz+bduft/XwqvevsqW0lRVVX8X3xtaLxAoPDveiqKw4k0WNIrRwm0G06/eateI2nvqKGrfi9j/qRxNX3P4wiTInoStsN+pqUXEXjpzDKlGhV7xeKozzir7ibWu2Ub7MwcaNux7selWBRWfu58PlDZ5JZeEXG0SHhYm7VtQoFq8qLPWSxsL2utYZJZDFbVeLBY+XTIYn2Q14gWXRcskOwAsyizdE+qKAszglYCMKPourKj/oQ4Pzpd0S/NnLULdL2VNUmRYvKkHyotTCRL8lSliL28SEKL9XvBZXMXwUyIZTbC1tdSeoLU5X+owC3OL2NuIG5AW7xWeRzL4X+IbbZCNvPC8ILs46VaKAuHjdt9LpjW9cj3w4YkbPzbFZLn9Uy4V7lzWR1zgXt5cCQyoviS5ur0KbUUEdTivbufx842aa4SVUERTaxTGjHFHRXdxeOwxLvAK8eKXoNQjGC9PPsaLAvLj0NKIgvfg8A+rVrxdm+M0od991xLedCZw6vnBS/2JQ0xe3XQ/uLF59X5yKmB7F+sVbuuqM4v7iNofizuLNAMSpwyrRPEDcXl8c/7zZwObbJRGO0sbzPZGVatG0AG6TOtt473EgTKFFiY4I4tRn9+igIF6PG4BzXBBvVWbi3qFBvOvJBUcH8aGsc3CAEJ8cI0bDCDg3n9vgDSbEOb8f0ZBCHJmLEQ0sxO2Z9hH8LoQrPqzRHkO8zSIrFmenIW4bc36Wt98Qn6gwRLsO8ZVlfOjdPeDLhvJIwQxEGGM1bxwiaDe+1Gg0Il44TRQvpb/z8UJ4MEW/EnFbdK8S/U3EbU4r0Q5F2EIP+vu9fYr4bPJm9HYr4pypRneWzkm4/ZarRjcXcVqXP+4v4iXJrNSZxQjXLDM97y0j3uo2IHFeNOL2p5iovXeNuK2jvUWvG3FMg3r0xoHjNiCfFOelI462c43eO+L2Vsn9xXn1iJdK5V7w9hGvfbsbOSsg8aaalcc2SMymbDkYOYsh8W0yLW6jMz3fcbJfiVZF4tsFyBkbQTOtxzP6IInbgtc+vkniNpOPFH2WxPFlndGXSbxdMlr1Pk7inVPK6PskPqhajT5R4pRNtGArJby277N3oYIXbK4+rlXiaW1TpfW6XIlTAtOiK5Z4pdE5umiJN0VuwXVLXB2iwaRLeNBDFzy9hEl4tOgBJr4wUoueYfCaULENFmMb6waCKQ9rz8c5Aq3RqUy8KGINzmbiNnJzi05o4hwtr+icJs6J3MdpTRy1px6M2YRZMbyJG5C2xlSi6Zt4arKn8SZx4llNqcFUTpyU/ceETpzpOkfTOvGOLUQ0vxNHl6VErzxxtEZa9NYTX61HJz4o/ZtpBOM+Yds/sqx5nz9xukdy9AUUtye7oo2gcKPjNtoObm7zwLY7xF7lej7fqYwO7oXCAxWS6HYoPtUFGtwRxdcO7b2bIhwp/T6i+6K4fUmc5rxbo7i92Dh9OXNH4dpqStELUhxJoBy9I8Upis7Ra1Icz6qPN6U4KbwUvSzhNqOuHq0vhdNeq71VpnhuS7/KWWuK2/CV16Sz4uxbAUw2Ud66U7wjxxicPoUH4iHRGFR8ch4cjUTFl0yrvO8omAOjtH1Ky9aBunnvbUT/UvE0z8f7G9YOjjnG4fMNa6lyRHc+2qmKI5NTo/2qOOolOdq1io8mz0Rv7ypuseO1ghus8FK1eDCP7aTALZYuKZrNitvkXaM3rXApsi70XrbiKq+K3rfijWPEYJUrjBtpjta64hYXyHzZWfGK26BjqvPWvXDq00uJVr/i0oYOzsDC9jT1q5yRsHgZ26HXGQ+LVyXJZVSsI4GHT3lieQNjcRq5RjQ8FrfALfXojyyulqRgpyxsP7B/3Jfh+aLAL5g1C2OC1qK5s7hFm2zEvBm0OM6kK5pHi9v6mz9m0+JdxafBnFqc6sYZzazFp356ML8W5yxnRrNsuA3XEY21RXPSFOt9uMXt/Wau877d4nWPBGfzLWz/vZVoCy7eVZISXMTFyaCV6Doubg80bxvx2fUOHL72Htu7l8PrJb3u4HYunvai7d3RxS3a0012buriRcaXt++6kAUJY0aPdnH7K6tET3fxgTlQ9IAX3yUjwTNenClqRo95eLtfZudJL25DhcXNe9iLI8u3eXnjV+OV1It4e+NXeuwSNfbw8cavHDZuN8yt1fIMBJysmOjoynnjV7LR2x+yqgb1jl8nx1XyyK1UDz/xK/WLS2dClerFJ35labnmuf5649f538sO254s3TtJe46bZ5TFxN+4ls50SoPB5Y1rOURgOgS3N66dHEFz9A8fb1xLcsni0yG+3rhWOhGUdBWaf9o7J9grg9cCuLzxK10l8myAtzd+ZXBR6iU+3vh1cpouw8dK8fATv7JjGFqCq5LL/XkdLLa+6uZluMuwpazC7Q1hqRHIKAvBxxvCTpL4zBvw9Yaw1JTKeR3ByDeCnXRiSOKNbqI3gp0qFyUqr0oc3BEs4cGSV6jx8UawHOAkHQlVzp2fCHZywKIjodpVvdjvu4Cona5PUyu5oodXGdPD39h2anrWz9K+8xlpNoaQQAGPN7a1t5t+wCK+3tiWt94if/4sO9MnuKWuLE2NTLZBT3CrbRztSvD2RrG0Eyl3CZ9vFMtpPWuv8UnHyB3FTspItMmhi+mNYqnoYKMoXt8oVlJk6EvD+xvFLpKONAXD5xPFGs6FUkKbW9HSu6NYgrZW9VSoEX6iWJpt+9KbRZHwE8VKPbRpjEvF4Y5iybdeOtSvFAM/UezSqSBjtl3SQD1h7JLNJ6u/8fyGsQttWPqc4fUNY5eMt5jC6Y56w9jNeeqbr+d3YaXD42qXBup1357EBgdOmfC9AtG6gog3NL/RLdkSe582r290u9TIRR5AvVVPeEuZjc3LQ3y+YazxhWyxccqBnziW/rIp7beWFTjk++tk1uTN6xvHrt1OvHl/41gaO/PknVAj1hPHcghaCcRQxbzeOBZdQCZy8fzEsSTHaYURrm8cqy5rUqnw/saxqp2UmzT9Wm8giwhsoiK4qGnrCWRZIVUFBc9vIIvqQdXRUKPO44lk15ZXWuL9jWTZOkwS2fD5RrLwbQIKZ9zduMt+npavN75Fh1qtpfD8xrfURCF7KV6f+JZOJjxFoP0Nb/V26KSxkdp7wttFq0TSPaMcuLrLoKO9xPMbxnIuTaeUeH3DWGS/ZCoA708Yuwilqc4DzzeMpY5B62cbMqju9y2w+8vkQhPZG8VS5apjRvrI3iB2SV9YLyeb7ieIpbOeCFt8vkEsR1AarGwl8juaLIrX4TptD28Iu6jr08MjGHoiWDKNnUUB3t8IdpGAK2vz9YSwlKghP1NoO3sjWKQC0SsVLmwrboyP4BAvb2C7aC2gTAje3siW3WaVfWuj4veJbGld68qnNCp+n8h2IdbeuD5da29kS1Zh0YsIL28Eu9QSwt/tVPw+EexiD0AfPHy8EazKjnlf6dN6A1jDSfEufUv3DRjIFC8x1+VGT/eUIzztLm8Aa5yHsLnrclu0ORG/0tjwxq9K/FJrWNSzsN71xW5p0g/KvsuNikG1j8FdN9uiCUUpyl0bXp+Z1UbM0C/Nvptt0YSSiVNVWjzfYYCWNTEU9bPlHQazVhmTg5EHfS7T1FUCd11uZHnqZJCptPOJa5cq6/K+jutyU7uiMim7LvCONowvhPLEXZvbUmEKe3JKxN74lQZCm3+7uGtnYw9QleejuuiNYJHha7iIFapz3giWU92h43LqVd4IdlET23Sbm2tnW1hiIEQCdu1s1HGm1jZ/29kGetZFJ3jk0Z8IFo57TxJ/29ngWeY98LedDU5BahV/2tnAqNE34bedbUjShr2Mkgp3AAumimiJv11rcJs1mIh0XHpHsOLIy4tTmzKfX7Vzpvts7gS2KtnvSiLqvOcObOGcKCwpVL7NbEPNnkqmaCN7B7Zw0tqbv81s8Ea0VhSh3/Er2PYy7MmJ+e74dah0Qjk+RRF3/AqfElstWrDu+BVObcHmb8/aoOfqwlWq6J2841e4xRoaycs1rcFtUSYO5r8+8evQ+dnioUgA+o5f4Y2TMvG3aQ3eOfcUf5vW4DYzsN6N5JrW4AvdL/GnaU39Elkj0/DbtAZP+/x7JNe0Brfvw8MayTWnjesWKRVHST49XBo5NoBc0xrcvjFjbWTXtQbHSmSIv11rcLSzhN+uNTB9Bkn87VqDszDaYBjFda3p1nZNd6O4tjV4ouRS/GlbA2dsYoTftjU4hc2bv21r8EYx7g+mKG97GpzOxir+tqfB2ZBu/ranwedes0d17WlwFvDxs01X7viV7paL0fmzTYju+BWeZUYCf/vThhqgWeRHc+1p4Fol9j7a254Gtilu7qu/7WlwBEj5lt01qMFtiSBEozXBJtln6LexLnIzo7vGNfhi9yP+NqhpvGfqJ+Fvgxqc93+Kvw1qcFl9yOTlbVCD2wRIODaGa1CDqw8d/PanDalEMMDkFfPEr3C8pLaHzNOfBp6Z6lILflx/GhxXkCL+9qfRcYSdeRZ/+9PUiTRy2/ztQ4Pbzqfv67x9aHCbJthhjvX2oYGbyroQKX/iV3CX9Dn87UOD41m++duHBp9dO5yxXB8afKkN3UIF14imOYgDOPG3Ew1+9peTd4/05823E4b4E9zCseHc13k71OD2yjGt0ZzwRLfw1nSmQ3PCE93C5eMi/nSigVFmqFuy+Alv4RZyMR3N5DrRaAO7KOIVfzvR1B5Wkn5udp1o8C10CX870YYUBGgGgr+daHBKUpP424kGbxYxbP52osHHhdaCTXuuEw1uz1q/q7iWM7j9YRZF42f1l/IAJZGwt+UMvjVt4G/LGdwGEhHurK7lDI7TaRd/e86GUjX428DfnjPxuXSPq4yQxnN92xWyUs7qetGGdCXL2J9/e9Hg0yYMrt9cLxoc6boi/vai0bJ3SccS/vaiwbPFaln86ToDF9zvhN+uM7jWt9ldzxkUKfgk/jadwXtHUAP+Np3BbZ0pwm/PGXiqyBb+Np2xVFuIoNdkuKYzLeFZo3u4njOwTjvE354zeNHYhb89Z/A6VK0xx9tbpmbGuUfxdL1lcE5om/jbXCYl8URTIvxtLoMj/rs//zaX0RVpD0Gjfkqv+rnFOqQ+/A1v6aLsWSNtvU1n4LwXbbyv3vBW8hsaB8v1nIHbhUYE/O05g3ftmBDjfqPbhCQK3f8FQe43jN3aDuzI1uVay+DL9qRL/O0tG+qBqmnzt7tM4ZYk8eBvd9mQMldlxlzJdZfBLRipmz/dZWBbtNvGb3cZHaa1dtZ4mgzm+21YWjin+37cZnVsmuGsis/LOdnhp89fzRx7oob0+ZJZloZsUOD2YM9l6J+v981xP5bOd9T5xSf3/r4ORZ39e8/oW5jafsZ7zJzaCSHFeWz3ZTpmpH95VmQptCulUcSm3evGtvi0Mb+PPMvhQbNxGCIqDp7XHlFsCM911Iyryok40jgTRGJd3KaHecJDTdmqSYgjtlBYo4KQOMCLDpXugW9zxXMd21NTkx/fE3pq0RIXtp1fzffXx4Yite/rRtKkTc2A4bWlAVFa3uK2Ap/rsCpIu/vz+lOWrAQH3Uc2S55wjKzxGqV8ZxHECZ7Pu1kHzqHY5u0J66hiLk1rs5+8KARMipemajH6ufnkatp+iGEOlEEkAfNnzqSJqWpPDee8cnOV2uT8nXqb9o19T7FYW5zAiCNQnffECZwS6aL6pTjh0+pCm9/mHIHel2n2WxRHhYWjqX+r74WjM/DL4fZl5pzf9YfWYnyrvuuVyhU1ktFu7PdWniPWS+nQuOwR19NULX5xyjwOz7ZQ6xmGxRNDuKpdbFhrKZxPOlkQvsZzmUbStn2X7M7hfDu85jtSwOBlKqUVV35OcC8dnsVIAY55yOb53j+o+vRiyowBB1Wdl5Ktczfand3VrqWs5Ru4qChQJb4xAOJQRUkJ4et6LkN1v8Z3iKOoHkOVUzxT/Plwe396+sZjg71ZL/Ubv8F3Rg5OIeq+DlU0pZVvGEh5CvKT4jZ019nPUA/SaogkKWsY9yVc1KmyhsaZCPzC5PDwaq/OuYaLXueW2hjiF+OtHd75AvMbBZMi3UmuGDVPHWYqiqKTrcznOmvus5UYfZNcU9URHcMXafGD7SYtvYMhiOeEe299QsxPVkZSfnCM757L4IQ923fvwPm9Gn2111htnCMXzsZzP1sZtwfhWAnhve+eZakZtO7PV1QRb47pjmJMt/Vhu1bpDBDGOGkPm7mP31r57KDYxtmQ4Bgv7LjE0ebZnMbNfrhNeimnz86N3vNy7f0cGc59wqHO8xOp+v3fZJ/adGwW9pFTYnJX21e37Uh5rkMZRP2J21F+CVpyRdvXhS1ZuflcZ3f87mrpX280a392wXPLjelAZBE4recyFMTopMHvpvfz0fQ3pM9/hLCmhLP0CMOunOdcdkGP38OD647pNERTey4zOUjsn6MAhtcpn0PAoM890BiNfRfZhxMF2uaV4QrnD1CKUg/vPd0XsWlmESuFYwzeGPuTaR9XMO2Mm7NW1vY5DtELOZW18qcnen/b7PehyjV2wKjWe1mixEMY5gF7IjpzYrWe134JmTdK3k/QH+YwzyCIOz5nP7TqX0mJJTgJtfs6aPjp7vgzJFr47T9pnzlR9LhDPeZCe3tm/pxFMXVODlY/Z1fiQ48EfF3PZaa9PN8TMOZr7nES5xbvBQwpANoz4znalCIeL1I8j4OP/HCCmvvz7J/IPoRzPYQD7JnodJMwIp3jQbjt39OMx4Ns5hsyzp/TRPG5j92IamQMs/nERb5/DiVZcy9O8H+2YX1v9f46a7T9CP3hppZ0bRbDWSi47mMDeCnzXMb+1qKV5nOmSsRgT6Ts6zRi6XY4X621z9ksegX2aX1Nf5YLL5y3b86Bxn2dgc1e+ZwJo29gT4XlmsDath39vj5WdHpa/myZ+OuaanoMZ9FwmkjOGbW9w+c6ZMGvfc7ojrQJ7+zel30Zi+bLvC9DB+NfTsaJHu0F6u1zkk60edH2u3lCnuVwm1Vr/xzII6tQVW3D3ivZhHJfZe2DgHCsPyWshQRezAKID1XVDTn75nMZIu6cdNzvswkygrsUobEDxSj4YEoO8vwkJYjze1efaEhuTDUJaL8Iv/q6L2Nvsrp3Qo6EbYc9Ed0DFoSa8/2r5lz7CfpcC1IOWD3EzIzoVCp7nwLd43uqnCi1T4KHvZQ9kLoTRfZ35plDKA5t+wH6RBFbNSwNvoklOAa+SRxx7ec6tAPoPNsnqNgKMiFncQb0fZlpr8/c+ak3zzVVMJXa+OTF4PaoOJgQv0a7P5/s9eHyIb8mwYk8286vIRN9luDdznPlT56OjbVsQT55Pbh9m+vk+2Yrz3Uwuxyf9CD7+aZ1t6gEK/cTLZFHR7o5JBk5FeAQoX5ykshWXDpUUZHhWuPGtiTVk8J8M5vr2hvKfXW7AXkPQM407O0p65MhlcoF/XWfjKq4zVc7c4onzB6AqF+gGjM+mVnOXmzeUNadPoW0rvv6k5Kd8cnwcrTT1XoY8sTgwQHh5jbHnMtwALtL80K+GRENSn+muC3qbUewcBvXo33y1hxYNRzFPmlu8dnS4R270MN5WZVYdtlyaXHYYN9JdzYe5b6MhbL7IfqkOyIdWDCNT5IejpdL3rzNs+VfbA7WLjbxyX7EO4h19vWvppljc3ageoq+aGAxIxZVQIUiA/Gl7ndpM5TruQ5x94ylCrjzbdffIhmNq5xnmFVOXD4FDyiAWOSs19MXSEgZpHVOMeH1BM4LqTvbzX/rLFAMoclKeD59yoZzyfsJ+nINhETWTqeE8o5Fl30q5XCaze/rMNMpee/LRBYHYzWpUoE1e52t2FYe2Y/Ql5vgK0gdXPqUp4iPq+xyFiVW9uclnZXLt8xFaiVLBX4opJ1Y0igudLN9imWWlIvVC+RrbsBD/uUbp3PKKAkT2z6WT+nOUnf/uQrT9I4fwLZ70BP0FUBLDrJ7IPiKIfFZdQ+y1NoObxLjGvlTeYQUioWqa1cw8cDPvaToue1n6CuYJJEydomOr3iCV4Xpm1/nlHHR3rFO/dVbOIWiCmV/XXzSrHtf3l5hAo5QfrWajMBT/ZRrie+1WWLJrTyXoQ/6mp+yL2wcR1a5oTSsc9/RHsosqOguVzqGLAtb0/KpMoPTc7uxzQ3PJewKSsmGWrUlxQRVhaLcy5+/L2Nzw36AvuYNdRdKptJPrJFD3QX9pP11Ct4/63DsTuv+Pm+t3eJYrCLAC+c44YxLmqNnXe1Ts4f7JDvZ9anxEz/1opTjrfRch+mSLWCoFUQmxh7JtWsC2WKf30WzZdUjDDWHyMd0FSbG0kU4pXvC15JlxcbEHsTrvv5xcSrWVD/TKOjnPtwcW778KaPEG7PJES+WXYpPVSnB5zzjSa0041O6iTTNtUsLZB7Qxpk/aBdpp3TzrQBFsaYwS37qReG1qrCrqX/wei5D9RwLYag7XVI11EEXOtwT9SxxsgRpP0Ffv2rcJrmsOmNf7iq+xvm8DcVzwrgUUO2f66tmMfscCmdkxnA/16VzahV5+9JbNHFQ602xUnepRlPpW/C4p2gqCy/FhaHeFwmdNnXMjzQ6p/ncG4sUOTjYz8/VDcPpZxsr1hnD87XbLZqEeKZ+E9yAKgt8vTK8Vuo0xEn1j/v6mIznGuue4fzEFaukN94SFsJpHzLCbX+rgiZfbA3fwwWcOG7cV5eAo5o8fM02HBl+QjRf+S1uk+fcFecILz3X4aalWEAOpqWh7EJ027PX675MtRHYUyxEhxPcsW76wvXNpzYP4ojPHT5tOJ1C9KcAHm47xFR2If2qZykUp3p4xUL6gWoQm6ISC+/FLZzWECwyL0rr8EwGcMQCfniZNDWKI1FW0uH2iNRx7/oAwAh1jU/bwOZSPRQvmmY2Hxzpt9h+AJ9DAnhwTNnr/bMWXXM9tjFYwKIKiBW7HoTtlxDYwm3jdgYDbaYcNcTuCbjNQ7nur4MjaVuHV17/Ersw4DaV/790nUuu9EpzXft3FGcEEplvNt1S2y2PQJZhwAYszx9wrMgkKzcZbgj4/qW6VTz1yIhkxt7bK/mu2ujuhWTL6lJzYKm3sHUfPgy3iz/g7HF8NpzvUT3zuLltKkpSEUnHJImu51LRiXO/2UVsh3V065vMzbF2pizCFXBOOeeuOpfJLy+qcJaI+8kp+z+9zLxNAsdfgH66+lBfK/dFtrP7Adqux+keqFt9gnjX73S3ZpqTgoSg1FXF4BcOOe1PdEAdy6aKSm3qhoz3+nCrwU31RPDkc8i7+gia7ZOqS600xnk/iV2JKzx2EROcMrae/BE9ObdP0CVwCIL8PGBy2+3Sfoh4Ct65cXhOrVVKZdyXY9+VsTRetwYLfJU8NVKbZKu7f5QtOmlKvMbV1lqKwPdwF6Jd+gVPpJg3lYo5t59Ymy9ru52xXtcjNvp1quQMzgpxTqmbtZvXdV9PZRrmVOkanLFoPvNd6ga3PTHuo3C0zfdl4iFSX4o5+MVpwqUKu46hlb0Wt23hFZOBxa3l8BmOXakHtxI/prBvpFqP++HWcJIEI4I/eFl1eNMHOh7N9TWGy8U2fnHbDJAVIjJDeMfCIqlc0Xm63KADzhjq/Vd5m9RU9gi3JylLPjm4Tz85n1DxCf9dPgk/uXs9VG4JT2ed3+Xq2uJ+4+uaWtRNtdnddav5bMSu8nTOky7eztliwfEtY5+wi0XhVrv9hIosOnu7U7p58WQXEZ12j4te8sZNpAq/SHE9nZfLveHhrkucQuOf1hVs3XhxOfQmjZ3cepy0eBqrvbh8GRynSmzhBbPIKdW1N/lI9/MU6w9dr7xJdeEtldNVlZu013nHYMg5sfX3y/Y+PT12hTD84v5on4LiVnL78dHW09xC4+4eY4wcqy4ZfnKidDkftHD34xOJG131zXDbEpGVK3pouJszOy4XfdvCFfPcrKpqOJlArhX3/JEx2wW4La0pqzgbbrvQc4nFH5G3cwpMdj4yg1iLX2VJXTexeMfz7GKTrOJyOB4GbOzgtnhceXEWBrbau0gdjjqkTM4c4Hi4LVr1JXaH1zxPnDdtPLjZT/GaUvpBO1Jubr+Opgp7sLXzo7wU+c7tQ/RfCm/4OU/q4LaZPM+hyn5rDvD+uryYIRUZqwjBk62m8yofhwB4Ith7qKMA3N6Szo3qzM1g7AcXx1GK7+DuTACvzadYdyMDx/YhssDASSm/n55bAW67sRkiwAfWc9MogZmvm7bswsTdVqF7GPrhhma7DYPznnw8PDNE0Wu9H2+/CNfN3VYOsHzUfDZ1fXCOT+F8LD3MbBsxiquJ7Za4R8A5vz2n2QQ3l/uNrWCygdtNKLqHsfcjn2paAcc7sC2TC2sz5orsfnPF7xHuphi2fPwL9679+TcTjclzXyYalaPfvPhJhF5TMw64G0XM5zmtdT3vx+PSN6qaesALM0qXeoDAa2JSyvmwj7XdvGHeXNVLBI5FbLutR3ov/eG9L++R25IEbNXhOC41MLGtM/c5znNy7p6fD+c0NKsRChw507jUOMU5jj7n5CUd/VwczUV/GbDAK4dW2XllNuh+Xevf58e7GbnAG+15VuMXeLdlnv02gcaICe/ntxXcJ6l3Axm4baV7OtVwxrl9jGna3AxsWefjOW5leEaNa+B4dNPoG6+nLej34+1t9ttMu/8NnBatDrHLAdvvY/rWsAO5t4JY+9k+s1V13YHb/vBa7j2PSw/c/gRfRdgm1WPcTz84cH+Z/cCZN/IfBZMLtr+4n+ZyudFuJdRxCLRvwchqPQRPx9EXZ04234+3P5B95mZgBGVSj/tyu9+Rc/sE2fxn393WtS5wdsRIs/omwelLxvRZ4rbS+gG575gPBe/+S3B38bzUrwmO8XOe14N34ryJcA4/CqYf3n2f4NZReEe520Q57+lc7lFlnMf9NPk8/fRqd5uC27LjUxvZ7zCvDejpHeLl69fmWgVvhx++ismVczwjs3Pv2m6Ofeh6/GOWBbeS05ZH1+2ttXAvD15f18tjJtnT7A5d3d0TcdV2juPN3CHCLyvapzp9dXdVtLLT1BnMuX2IZTqAnfYlXVXy8g3afPhjMAZGrXctQ7K6zuSc20LAtno3KoMjl+Yz3I3N4LbXdlO2ywd2jvtpLqyshtqjWS32n56bxG02a3DrZ/xwOfm59JzxgFvvxPZP3Nq6uzx6Go+7u9kqMz+rdMxJ0JfrG7ymw7+am0kcuB1+DwxMi3Tcl4msrby85uAo0tPLm865fYjuBsdt5jYj0Lq7RaZzPf/jcWdvGHdMCqsLnni1rHUBF0l+NUW98uBW573S7956cNI4puVeTX6mObEt+G5xtxn0ge1HQB64GPo570S8OEdz0O9n53Z86moMCLd3wa1ZMBKstbX78bZQ4s4uBoNwtt7jUkNCW1vs19T9rkPCkNVPsic/afOr+BqCE4M9TW0Q4Znf4eT25Nfc/ad5662qmyLYHUb6dF9E6n8/jTVkfstxd2WE01v6V3xzcXROKzgf73uO+2URFZ6XukFa6Wc+w3dwu3vk5FZRzsXPMtsvXDa7J7OIOSXce9rJB4NgdfHMcclQk0u4VQA/W9g9MeH2Y7rcGNQzG0a6n7/NEBDx1oSjTOD+vFtx8p4//Oo9i0Un+Drm8eHu6NmThyo1/1Jl5vrO9fYUdyK+uvqCwtNx+l2Q3UfUuX28tEFwK1NzFU9+PO11fvcjhReM2qZ96VXm6IPjq7nMbLc1hTc+0UttUOEMibA/Tx6+19a3irf8qMtm9bFThdPTHFntV513VqTJ05glF7tRKxn+091cXOGJmbD59OfV1vYfbqR0dYOFcwvFP/SfcyzYNlhuA82PlW/pubgtob2q/yy4dQ8fE79aeD8O9yiG23b44WMOKu+2t+DLfXKnTe5l1XTcvA2XpO72uT354J0X+t1u17ltRyiJLLjkjdTFrQm5ehU33z7Xjun6upn/Orcn8S84+9vz/kiaB7/lpCbC8GYFbZkIn5z039ze136+zIi7r4mn+/vv3sVwe1WXY1I1W3soFlBif9yT+1qzExW7ZOfMMy4bZfvOr18J9s3LbXyzXYbbSurighPrpqOuQuPe+te6lse+GW4fq3+Eu90zvPl9jnN4o3ncj+55GunsptFw5Mgli8f0xAjJFyZV3jmlkaAitaqGn26t4DwdaW1A4X169e+W13C+Qtyg2C2ynXdCsp0P/GrOxe3j85HK3Wobbt85P7l0a27bV6eHD/cp3S274d2Vw7vBd/e+xJeB7G19XtvP5O/rNIDfjMI7fc8x7exOj4Ze+0b6JCuTN3/uT2BHWxAUOWcbNe7nsQ7Yt9W7bblze/e5ac+ehwU5LW5fLte2sUfKPa0Fk1t81r0UtUvvtJHdQ3fgxPvM7oKu85zWtO/HZ8aXphW7Fcw8e5fs+QJuOCnXmf236samcPtNzBaRZno6wPA20FzcT++HMPn19tCql+Ukj8l9WncXsueo+zZc3n62AqM9HwvjCWlxblZ/Pl7nVuzqzfvsRjJDbRgCOS8smXlx+2EdL7v3zoaI6ja/JXhdr6dBNPB8l3/fTXjF6XfyUlfhYOPGPO58/kEfduMpJNGfRE6eR+EfFr++nPr99Jctmi8zecdjDv34ps3W8Pmm+UDz5d+14V3YLBzwq/hEjfyifRN8Mj8LL5SWm9uOqK/nfxaMzBRZcS8TcPfuZvKr9uVJb7/g2dCwref0s75WI+4OEKc3L8ba1bWvy+QCovx9rXXZE/3SWr0Y75h3BPxuRZvPj1VXGvl+PH2avwn7Wpo9xO0qk6fuE/hw5gNOtnO6VvvdltNH+9i0YWVcFmfn3curFkze/Cvi/Ho41l7+Vbs87eS8n8d+hX6DSGpNRrl4+F1j6lJq689qnGK5l7qUsexyxZlIcXmQ0/pzOXRqbgxBOSSO6Vzcrt2HRaVMZk+GuY7pwZ8KpxWLDxLv8qsMw1n05/NghLe+U0xLlTabAnuZ2VVDxxz8keLPnUbmQGeRb3X2+NyX5La45gGAbXvoa0Vye4503E9u271zxQ3wJZ49bPZgab/1LI1LZsSpuaN0cu+Fun60eC+fPjQiDRB3cwmCm/0VJyTzRjB3f7vPs9Nf1SUld0x/er36Lm44r1AodoTXMXsF7k+XfuVXCoE1ev/i9imzZ7SGKq83x00Tk29KvTs8+oNPt46UppGb6/bmpBVaQBbE/TTWn7TVTD4tKbfuiUacHezBh+DvWWEirs+mbu9s4cl/As5HOeftxuJ6c3/LyGlOY76VnEi0OdAqDXWZA32LI9yp99Ow5Phmcu/X4dXPX+BIGWYvUk7PiM3zMjt5a+fN0Sn1136g+FHPsRp8ElPK/fiSfM5GthvF5zJcncw+8WzzFhanTckFk2xaqv0E0427nw7oZobDLBqdybnJOu8lcfiVxlHfe6WC1KN4mBO7R76W1+L2dcrc2mLP1c8pj3du37TzvUfjTI9DrrkHtBZmFT0/Ayxuvix7Pc4MS/Yaz96QnNTJ+WPqDDpgL9lXA+d8FlXZY3Kymca9U7Wd7XU/TWUlHbpTLdzHnRJtNpVkpubFuRs/XiETcOvj3cyJ3ePh5j/wQm/uOig21MX9vidPvD31tQEvnjTrw/7sNlG/jMURAPVXWoXzkt1ij43/ed3PMoZrvthSEm+cFr6mt73cPOCoPKFU+JvJFq3PmxkcuR9jLi37zQk/ij/njSe2mrXMDaNxX93mzQzEYu1+ntbO+ybH7+ZH8TstfhM/ed7PWJ94o/0ZK2njd3OFiYRjninC8Z46F7cyfa2bLuTZrZ8nk4cjpfq6ecPghL076+YK5XitInScSEJeN4d8MGP4DDa84dHgvLtaNN0RHG3dsHdu78krmgOO1UifN59ycS/3yWmR26m3tphOYcRg3jkj6XqtUp0AQXdJkjtnPuVyuOk7PKUy7/wzLVN8UpzNKU1GXdh6Nx8QlhtzDOMM7sBNTjz9tbh3Ga9EEDge7nnehrQ/ad3IL8OnBzzThRM7v9c/OetznY//3XD0maTiSXqpu8Z73sNmhukq13qe341LZp6qd8bOqSJ5cYSeXsmY78Eo7+ZleLqZ3C4tWIcmvwfvW9d0v/2Xm1Gtu7HPXVfwmIZicGvy5jLr82PDdStsXY9rZlY6r9O1X+72MofWz7LuJrOznG8/82zHNJ2Tu8nVa9C8FebpCWssquJd1d0R1e9KM8Jwc0bL+p/erWZIz5F9z8+b5GUbvd8Gr+6A4wY+7GUPV+RNTnewIld+d9OrDw7Mm1r+Edd50lvRDww/WWWXa+Vv/soZXkxueS038Zl1tD/nmIcBfLnnj7xSqOu8a74fEjBLae9LnYcK6DrnYsFIZu1+lp58nj3X+/GdOYb5/L9DCEY+rzk0y6aYKNX5vmesv70BlzMO42xsVzZMw0e7LJ6Zn5hnIuNchu9wbjDPl/0doVQPJa/rrAQnyfvR6Nf82Gk/oWGutp8euZddgT/mEluL77PPGenCF3EuLXC0L+l1MFTZ5rgMj504wz91YftVuyepnC8xXnxNGxZ24sw0nouPkvw2r59f3b9B534QI8daDEHbe+NnexgN5XV3nFlqhA5ND82qRx97tFJmwDod82yvIqyaU1Vy9gbvZ755O56noQ/p8+iQe3bHfTXWlbuhqhz5MWhe1+gD3lb2GabFbY2+zvE6OoR7cM7k9gVc7zGHy8n3r/mcEaBt8XbOhFE5sqzENU7bMO4X1LJuQjC137CFep2IMuRPRzuPINnore9Od5OlMU9i7e9YIxGVOxKn3xSRE1fECGdZB7Fnd3viiRuytvY60K0zMeqaB8D58PG8ye0r4gayHAxzc2deJqveaK2+DoyRZGDbM7mLpPvimTzk9DqQdl1HZWgazpTvuk4mZYaP8PuB9/NDRLYxZ3jlIBz5SffAB47Nj7TueKFWGdPRfD9Or0zWzuFbDt/Lci2B2+o4z5f3w3q4vTv1PsS3vvTm9txzFMhWAg4zr8URlV3vYQA0PiW1FU9EHzB3n2iFCnqH16gBfPjwqHP8mW5uq1Su88+y8jfFIvDK/PL5mnBoy3bTMbZR8zKbGz96FqcMSrjCqhwrh8hai2O2Xqix7G3wuZYpKZhtNeqtY433bPMZiL1IKJlzGHncIw6Iw1qaYzP7mIfxVlYuDcdU4yz381jf6/m03JjxUcqJL4Zmx2u6xBVvI8+LZ8szC2Lj6+7T1zq8gqCu+6QMHNXpuspE33usIRtr99YPsbnI3ieKZTjGuK2CYw3T8IjjvhysFygpMnyDsJBZ3eacGci0MDcEannN8DTXRvhwvHO0Gotb21tWeJN9D6awHk6XfLxnhxqxyH6szU2i3tY91Oa2Cu5dJ6NJ8O4TA3DcNGfjgjSU+PQ5KXXU3Oe6AB9T4yqjTy49ba5S4a6SdYH3wzuiz/6arIJffpsbnklsmE9TvWzmObhFCMh6M9nhVBf674NbjTd8zjFhtTDq+qOw2PDtu46Foe3FpXNx7tXer9ppOuY812Co4Vwcd5/rFUnVkSCfeHX9Mb7GYtQW5t6Dv/f7VNuK6L7mdNyJqWddHI8Hn/Ngau75GfIXjmv86TCdBw8nT6TIM0+53E9DSnCaV/Mb1pvxtG5PC0fnOP+qPqXj82V/Q38eY2pr+D0MOM65wSKj0h5V5/PzG8g3ZzgzvYcNPfsw++Qw3D62eVPKg/NmOroMLXpA3ooV891NWo8nLe1q/g3HVWdVuJlO1s/58N+opKdnefxtZoqIW3ALW3N8zEnJ3yCmxythZDK5tfqzPHsEzzjXIGYba7vhSTiprIfPfbkHsUxtALfnrKGad9g9UaTOqaF9ftTTOkh/n7y1aTHYPb+h9XNOudobfT6Pt9c/15Trbz51+vy7IiRfPm08r9Gd7Gf+4D786lbwOH9MPjBxWjxzV2bO4lbW64f7/NufDt26czSdsXMr8FPX3d1j+TpXethvdtdthF1S49x+yXMr5lazM1xuHw0G27uT7hAybF8Wz3xZ50jy0eta59zT09rA8ho9xk3kutbcdOLIYSxsWy++NDLYDLaCMGYEmTUeeT2c2OnqE5XFrbeO+dvBIaWl9ey/eWqsONPwedaCkfbR10UygzezbmQuG27vTV7z2u0qN0a6N+bfenmk+c1J+yw6DI6nTJ1xG9yj5EbJWDyl6VcvM+Vw66OvGZRG4zEX1549QsVTrZhCKuveNdze77O/ZtnxysQyYs7KF+JSb25laL47+6x8d7HZzA47uSHWZteCBRCq1b5m7o9p3ud8TINEmcXHegg3o/n3cnd+/oCwKsp1jeL/Rv0xs5wj8e5f02cDi2UlXfdbMADHh2QJDKqfkcOxX0r5mI9Pz16vV9cylvYSKmDjxM5w6ibwYaz347mRUa+XDsJdorKndohuAlcpe9OO+fyXvUB7ePaJA9Vl4E6V5xd5U3H0eacsj5cYBI4CeHLCf+aahvdV8juAqjXBy5JUnvzSpuCtRcLmtTQu9fc83HZempWf9gWHLmsa0vXS0LjJ5Yze2xQ30+ertiXQ4R78fTWFXX97CXqwxLysdOaXAAgbsevwY0AREjmfhuxwHMvuq2EgMb+FStMr05soETbhdrbU+eijTnecX7x7H6q6KVzT+OKnl84KE028YfpLrwVnrnPG1B3214778faMXvNED4aJZvXjGZGPYfpmf2FbKXUIru+HI9dtRdVp3R1dPc9bxGzdE5jnyrtr4uD2V51TW2fdT5rtT+f+XHd3ItHc4WVnW9vaXxq93n0mYCn9+v0jdyuC+fvZBYAY6Nnnf6aXYBDDPRxup+DxJzzsrk70OHL4qOs2L8Z9J7dQ/1TYiE/n0ed3bRdCwq/L88pcUHmkhzOhX88/FVq6r+fI63UfXWafGjf/rHZ5J2aE+ONMfnLgfD8e68K3ehRLQ24/zof/1KbTAtGDn0W02j2w8Fgq1Ea60f3u2Odw5vn4n/QVi0WrQCsC7yeh7de0J5qcA/P74YyDt1fCHjzZL9RDvHZFb/c8Zr/pIspgN4g8XAgJZ1RuLF6W0Ykoj7ENtedcaupHqIwvJWEY59Q197paSXjxDEwRQWMmmufuXkTT3XOgViDfT3sNxpFqcdsmHPfT4FhX2kvaPfwNHPWlBAfjHbYU5fZ7mR+he4/Ow3hRmmPx6Vv3l2J94FfS/H6aCNzhiKzm8zCweNyPL+7m8RLQu+Vo86EnEeIvi9K8dPu53s9Scam7VM2Pheno3iOLKQBWpcwXXi9zAdxSkzVAk3d7meN+E4b1F+5YsZsUDLfNmtlqu9kBHqa2zOTrZZoAnzZS4FbXeR9mry3NzMPde8G9TacURDwc8Iy1K7gmJ6tgfl/hdRq3iUUEXqgEiLxiAOGVccpXDKDz2mZYIZaMNc/mdvC9Gy0nNb5wi1RbivrLJ8Otc6/kX2Rupx6/P3dwMNBePhx4pNoXbLmL/Pw8MEm16p/e/h9wTGYmty3HUk1j/Yu/5KX+InBbOar/WT+XEsfYp45pauICp4k5QK5ZvU6c24Ovl2MK3C74WI4vj/MKnPu21bH9wcuvAkxTUNXABd7Wtnk3goHbnqYfk+Nwdd4vS75C6Wo0092ddd6t341p4LReqai/TcedFb/caYaDyV66cXOdpHjnwM9lRrJZ7YCREfpC/XPsWbgc5cbrHr5buZ5+wLH7AXW3crXv++SPf5Bz+0bVydE6pPvxdZ1Y7P5EcObq3z5H8J7X73/zRXJu36hj+h/Z7jCn+/oH8qWX71J3E+/kP6Ddv8k5tkuXcxrRtTgWt+GsSX2g4Oc5Ffe7nxTc2h6XF++2VM6Tn7aCrWVbH1bhvfK7abezlTPiVLu6Y8Gxvm7zsXzP030phem+S9234JXxgEvduuCN5Dn1/AL7OjBNvK6Ls7qbo4y61FIMbn3csSzFHgsyODZA7m/IYCKZWDe3jmA9/rE4s9+ZfV/tp3+pVRr85ADqUms15/aNcjs65BPLXwluf2IvL+c2eOZcOYkBHJg7+20awFV28vXh9chNfeTgNMDHUDe67g61lV+HuNo5H+WaZnpHvbeq05Hfjzd2czz4SC6mEZM9+MVoQVOzvsmtx52P94jSeZncabQdc1fTv+6Gtj4TIN6BzgnzmNaEmGWvujcnHVbo4mNNCMcQ1V93szJ0fs3v5s8PEWq9oW/TwHgY9JvjVFbVbRGO71xWc0YwAih/E/g7jufa25jVZPd+hHdiNF5Bj/DRk4uCd89J57Y89Ok5yd2a+2kuWoIkjpZ9uIO1187dGBN+2hfKTRv555FXKfexfe+od4NNuL2SH83sRp3wzBFIUcNP5wO3GOeNeK77dfEAzi/fUHhlSqOq/ygcq5C8fEytLJX78dxozkX9Tbsb8vptTfFDhVtNcm3U7qvq3DZvYz6PV8b7eS5u8y9/1meTiSXvOR2KNpdXMPO8aVrXPl6xzs+5//FAao9gmZzcqfNPnGgdX9Nee3euhWfuvE8r2j5dgBa/PFRFnHHhhTmR/CcOu/A6vI0RR17n9p3yOD3CKT0Pd3KydM+hhr/wjqFjVuNgODFH00+4W1l6/loM2UpS/+HukTPLrXzzMe4eUXN6tNpmh+zYPlC3ijbMj7wuzuBXqmqqDLedc8nqzQzOqfvvtruva67309uOf2YKbtbP8EIyZFaraHjN7ti1G0477vMuCtwqU7sfbtfoe8/d0BreU/e9526ADR9n9hwlbpAeqDtunnyhFHtt+MXQcVaX7o7R8OmGY7upt2P7BMt4TMBnH4gBsbUEuYpnOJgtlRtab9bjzq1GpZdV+eT+lkxeZ0HBrpj03ZcTendb4uFxy7ujOpzxxDqd2XM9nqepY+4IdmN2eLNvlUeNbgbvcG6XeW7jZhTfV7LUMQ3bbanI/X7PlvhG/Oa7uxuX+fvZfOv7xW68t5WaacU8zyYZTh3p6osPJ9ChNbHRB9vW0u0udzd+5/aVOqYbPyFx97Mwr+fplZvZP5ycxJQ1HABu//QTqu4jfTN9z/nsKCR6AN7YojQNMIBbf9aOqoEHzus0QOoucFkmMBf7sRWVugUqwK9zfmG3XAbHl6fydj8HXK0/3snneb7SHcAn8V5NUyLgqDGPKmETjsvpSVLcciP0odz8aith84msAGf7VeVLoy/gZMGvx+NJ8jxN8W+OJmt0N2BOx4rQeHI4ulswe08rcR5wWxSmw/vwc85x/7X28Pnj/6WFgBHXlle4CPxqzN38SUiJc+sQ2gwpqQwmzj+XI5fux997CEp3z+bs2tM9NAVuK1o+ZxCMVde1/4FbV+B5Q1smCxwlWB0a7QK3H/FMM9uiYJzXNqOtPEMmzyUZk2cyhZMGzcAbvn+vwBrn1zzL5RaJFaZxX4+9mz5VtQffwG0r5HOWW34O+DqnL/4ew+PctoeeZMNwiHt3wtH5XF4+9zgf+GnvvmdebbFAzu1b5TlkicPAJeeDW1uQusYOwTFp6kNTiuDZW6A96ghaOFquk1/HfS2FzXjRICU4Fkr51OAlONmBaQY1nUf9/a32DfRU6D3YCc59hRXs9AREwQcGXOcvTApmTchM2eKTJJnu5owId82p6vhQV9f97WlX4LPOyOM9HWvytsK37Bf+w4n1pGv4VncX6tMtF/YML+fXcNdgzzc5ynM1Ba3f0CwweF0JmFukGLjxWkmTyZxz/pAnb/fiyoFZ8vVsDziDj9MFCntMmuNRZvIUe7ujPO8Nowwr9+xOYet4WR8+AbVntoFPbjN3zX5zbl+lvDLhrnpfO/9juHJzj5aDY7dyNo2ig2fWzjEj7U7ioG4+pjPuHnUHt0WsdU3MA1cCiasm7MEJ3PUwMKY/2B/fnHaga4AfnPmjdw4gfPneem6gB4fcfLUDe55gdxttdyvdUgk7Jtq2wble4YbO7fvk4WE4RtflM4i5drlcEbCHJMKJiV/hiU/WIjy7juFPMhsnP2fY2PCd4WqWOsO/PpK5Zz/CfaWdkZN3hKRj+0atRMvERP1Y3DahczHbEirh/JL8z9oSLeHjnBKZPRnTOf7/3TkC2nS/rjtwjz9J3uy4cVvhp5Xckzqdz22iB36edTUbnmnnmrE9B9Q5rqBJ80ThVp/YMkj+KHzeAaNHzGgYbmp1n1/nHm4KL8OH9yUkFc7Xy1/Vu7iS7qskUzNJ1CqUaeiWNLEV3pm2PGfA67ONhNs3yt8azBN8GZ980A7Mx1/P9hITcMQV9tbTTj3bSEzA7ZvDscTlk+5ltbvo77Jvpr1BureXF6LSqc2hsXm2l5fP8figGZ3Ks42E2ztCqwe/jjVhiWk4ruFwxmHv7SWm4Xla2tFhPPvIywd5ZgAusRD1/v1f7ldxtMXv/eWFpZAvffB27y/dTvzyOTlvAO59JNy+Uf4hUmeONTuBz7itiZR3Kv2zwbz8lq9v+qnQ90Zy4DNuPya+4VTdeyPp3PaF3E2D5zpFbM4v9wH1PIe1wRzTlnyspxn3RhJOV059o2DaspDvl8UVxtOHK6fJc4MJZ0KKWy6UwHsjCSc6Zj683PtIx+RYlMmtLnm7DmcKxMOQq89Q+QYTTnqOfwk9WeG6r7Lbn+6fLUMAGO7dvM1pHIrRvcGEj3a68o8qcm8w4fb9Pcd8fLl3ks7RlC9+YaXm3IfyvX56WsLaYcLPmZDAan7vJMH2Rs3IZoRFx1ysnRe/Nuf3DhOOTZq/O55ENXeY8EKUeHNe7p2kc6+C2TMO6pRFgZkxOR23e38JbuT1Defj3kfCO1ZKXA2CKoLdHt6rRzzDZzs93Ds9uWHezCyY+8vh3undezQWrHsj6bzO+zO+YNUy32LrTe3ncE7c7v2lc+7czacZ9z4Sflrf41nLrBxrHzn58H0hnEKTF8dlhhsurBD3/nK41XquvoxcDGbNfSTcPh1PmeMXPzzhd/Hu2Sfwdm8w4RWzmO583FtJeMOOs/8Vfnr3VtK5faXsLYef/hteHM9Bux54WltMMEJYq/Pgcu8l4ZdnuIBRXjx/rX1JaQqd31tM+wX6B1fm1Yx7KwlHGTp4PMe9ayvpvJOr5fzkXk1aPOFRNZyne4sJtx8T9bO4N//sdcDF/uP19M0qU324Pactgs7vLSbcvr5M48HHvcWENw4suByfNpxbSeeVmRDnTJk/j++nb0qKf/5riwm3lZitJ7zcW0nnlw/tw9n83k9/0RWkie8d5jjccgEzOvi4d5jO7YoHj2eife0k4UwW5u6cqNT28Au3K+fp3mHCkb/Npyn3RhJM5NSVnfe1kZyYGe6FGURavOAX05xf9wZzTAt5jLcLF3BvJOHNxTzglI6y3mMO83v1z4oju7W/HO4sjwGR83rvI+H2+fCc8H7vI50zXp4m9xmWxS9yWebjr3uHOXCWRzNouPqB45UXPk8PuoanepT10ZIWlfN6fL63mPCUPdMMXu+tJDxz+2ryfm8lnVfPcndulWl9Jp4P3f33yQHUYhis+I/TbSPmVtK5fZ3819bQgJR+/0nIq475+HzvMYdfAOPqzuu9x4S7m+R8nn5vJp0XrMsnR/G88DVbAvB17zGdW+n3H6dHT8+95MC3fiDeA+eT+YEbX34tpB2uHSbUvrhYEcHrvcMc/geS9+S831vJ4X8gga7ObV0u437RPHyXC7/uPSa8TGlIwUI9319WdmPcC3JM/sfzNMabfxzwtcmEM4fThvN6bzLhvbkPenHr87WZhI+TSEfnKICe10XHt/h1bzLhl5WoxOt6gzo3kwNT/LJ++gxord2k8+q7EudWlsZYnCXB3zbym9cuE25fi+4r5uUSuVxufo25VFwuARp58Yygtzq/7l0mvKDZsut0F/K1m4RXZsya81zvBZb5RQ/5KtNsvFz35bSzI3GG13ubCe/uMOC839tJ557xBUaRNO6rsf/j1+H83mXCbVty+eM9MWas/gotxEDdCM/3bnJgup886QdOCVk/coZGfE8Ar/1+eg7zhhfP83SX45oWx8ffvsBw2+uVcT+9K8n65PcuE26LJPdFCi7e9y4TXlj2kvN87ybh9kVGnwYvTKT0m1tP4NeTXGVS79dF4XDMx/d7Owm3nwRbKfjV6+/P5WzmmvjeZQ7/AnOL0zgWEWuXOfwLfDV/N9Hurv2kc3aXw3mxtWMtgezUyNdxXu995vAvPDmTzvt1/yRcrHzOZ7nu/aTjgiym4IR94NaxMEby3fF57zKHG/37WgvP927SOQrQ07l1GGXtW9iNHfPR9d5jQhtJw9l5v/eScLQ7/g5Ut0taq8g8LkuL55VNAbdfOkJIeLr3mPAL85fkvNx7Secd91vn9iz1uJ8f0ZK/k/g8rD3mIDDgQtzkfNx7SfhJUAmPZ5phLeCeF+CGp45pkm9M2aqO073FhOO9OOazlHsrCS+V0uy8Wl04Hm5vwjWfpz1bTP/Fdybr4OPZYpIjwF0a3n22M/deEn4N7wjgl6/mk2OhOXF6tpjEC3DHaD5NebaSHi/A1t8527XnXSCJaYzJny3m6ZZnSCng49ljsqJYi+9fb1forr0kfLiRO5xE5lnJiCOwjuAqztO9xzw9mgovseLmXfdekgUId7X59O3ZSzonBXJyW0PO+3LqSTvpfDx7TI8pYBdoHJuAey8J75zxO8dg/nk8cphr8vRsMskpIJCkOS/PZvL0kHf/sBjhvfeSLHD2TR6LM3N+/1nXRaqr8/HsMc/keXUUDtyMn90kC2KtvhNJU6F7PhzhS3Wenl0mcQeDaHXnd2LnOOctoTYf3p7dJPwiFwqM++bzqgyE9fmq49lkegiCFTt7k7GcenaTJ9O9XryKW0vVut40dmnecZZpNrx2mafLSzAmgpdnl0kOgn2rbb2Ft2c3CR9uQQJnzOn5ay/aguJ8PLtM8hHo4AwjVL83kyzbiUAS5/YNvz8sproac5nOn03myVAxrq7Oy7PJZJm3n5Nfpu9D524P3BCDOO7cMrwWZ36eX5a7M92bTFZ/ziu5TAId7t3kOb1y/buABLz8nt8jmsfi9Xk4g+m1Oi7PJtOTFsg8cN6ezeTpU8ttvSz+svfT2CbtmHTcW0yvOZlz4oKX7rOVpOgMv70PT89WEk4axOmc7cx6Ho7LUII4L88Wk1gGrJou5+3ZSlKlyul9bPIbZ/cXFk0OJ4KOnx0maQ1W+qmS7kB0byUpX/bxU7NxGnq2knBGC4rzjBz5frx9+l4Pk8cIrS0m5Y67U9V5e7aSJ9eGItU5p6L5fhvwaB/zesazxzxd9o0muqRpRjRx9Ri5OnF+9pJw+6DYsMNJkcqL8yXqk9dnj0k1zR7EXtxH9t5Mku6AJ9d8foRD+X5d1Jnr8dezyaT6MqTH45EP35tMT33Avsx5fjaTXpURuDm+7ptPFGVOA5Lz+mwyCYM4/IwG3p/NJJz41vn46zxquf8sIlD93Yffm0z45e70BQucZ5NJSMQ12213b3XWWBKyfwHd5mbdhICP9dsfP4NROM/n9LERhSaML+ejH19Q5/Z9Ohcvx91DtHnKwjtz/XxB4baczKu5fv6fwz1OGcV1XuoSLDu3nmBM/hh9wvkqno4fP09wtyXSP6frZ9Dp3JNcJ+cLcr8JjNbYT7hguPrsMvE+xZLwcv44bg7vS1Jf3F01rptbTzDm89yOm2MGU9Cr5uNnoTm8XRlM4sAfq0zniNftr8puhHcvXPiPZK+d+LA8m0zaG/uCsl7it/JsJuFkBCfnCCHr/fzVUwQcP3tMd0rlqK64e8q9xcQQ9XD9IPxxrHRuX6jE1SOeOWp7Hk9D0Jw/zpRwN36bj38cKOF2kfgOw4koqOPhlzfV8GeLebpU7JxPc5tKQvnm1okfk8jhrZa/IcVdSTiDv7kPoYAfj0gw+jgKbc4/00e4NQ/M0MAfd8fJLzwDnXfivBfnELZM/tg4Dk/DsIuYl3PbNQ43XE3+p1I/jhn26hhXt9P549YI53ST4oDbx7ORdMNVzwqCPzaLznlb5+Mbme2O6Qe9WoIfN8XhPqx4gjt/bBOd40/DZeJ4d9x/7OXv8Zj42V5iw2pln9UM141nH+k2rJ3Gk0SdZxvpXeXp9w3dXQPX8MXtPaj+26w/W0N4O7pXTuwynm2ku7MW762wv7CS9HAEjNQMt8W4fyQuiMfqEfz4EcKxrfBvSPv5C8Jtp3SNyVvDVfnmAw9e8GMvOGhm8UybV/NYBsJJ8WOT7aaq9pVINydM8pz82WLS5GKUmZw/FoBw24LML1r/Wf3B7c30G1hwsoTGzQn1Lc4fS7/hdq7XfPfHz7pveLfs8kH4Y8U3OdLpyU9GsRYnJL3Mx99WfMOjPNybEvxY7jnnXSjOO0r5+/FXntsB91u995h03bkym1YwVn32kslPEZIvsdfPE895cVmuc/uhjPvxjFjMp3ks8YYnf3hRgD8Wd85HIQIW3u8lKnl+cO/z4Y/FHZxRJu7uubHqvZWkp7cliHqNI8KzlXRj2OYfohuuHtP5Dd6JPp+PfyzonF/kpTm/DeeGbwG4a4uRAUZY98XYHo5EyuI5dfcGE7tYvmhc5PnzjxvsGGzFKJM/PnFw7JV5i4vPmdX1EXLLqnvtxILg2WCyk7A9Ir/Pcv583+D22yZiFm69yurR4LQEY/Jng+k7j8R8TSnp5+QG57dXJn+c2ZzbV4pFsLh6pl734xs66OH8sWaD24+SwTT447UGt2WESFr4KPX3PG5TvPBqqPGXtZ8nxxsl/yzVBhsbPC6a88cjzTnhacO5tVd1fcHZos3fv7sB3DtMNjyJu4TOH8+zMfNJ+D1grPpsJMHz1w/myPvGBacy3vvyczCD4wbmX8Dysypz3i6SbeGeVdcWt6+xdxa4ATwbzOSzi36HE1/VZyPp+yxXEMEfKzG4l4vJqXvH/TwDYxVetz5eYsPtaFG0OX48w4annNTiX0Hv3Ovsg33H5rUf/Owvsam12n9M/liAwfntzWd5HL0c2xfKP/GK/UM7bp6xBOdp2s/SC16aJ/zBb4uuMd1rMbMC25LQjvviGa+hpYY/O0y2g1b4zvn4x3ML3rEJvJw/5lrO7Rt1Tn7RZtyXw2mOX07/mWgNz1Bpfjn955U12D6mNiamJ15LFDu00zvqFe47N5j42tJfNeeP9xWc2l8cPx5XjhvKHudM9dzPQnYDbT9OAM/2kj3oyc0d549nFRzFPMUZ99R7GzlNcOdSxz3yo60lbZrg0nJgqvpsL30rSxyc88dUCk6iZOLxFyYP7bwv03Zw8yO8fq5ScAIs2JWX62cTBbdL9hXq+rlBOb5cguy8HG2tjP4tauvxjxsU3N6c7n/t9XN3guODxGYaJ4Ba1+7Hk1s8nQz+uDsN30IXSh38sWuC20PIJoY/xkxjmuZe8+k5DpvbFk90KcwtwHv6PPRB29X19PrLd3a/2Tu7P8id3V+dna0v6w/9fgY7u396O7t/1Tu715Ef+y1RO7uXxZ2tFXdH9xr/Y7+qsrO7Yu3srpI7uyvwj901fyd3M7Gzu3/Z2d0a/divHdvZ3ent7O4ud3Z3tA/bmuWd3f35zu7ef2f3buPHfhuZna29047uXdnO7o3gj/22nju7t7U7uzfSO7s36Tu7bwv82O+Ww87uuxw7u++g7Oy+Z/Njv3tEO1u3n3Z03/Ha2X037cd+N/B2dt8c3Nl9P3Jn973OH/vdXN3Zfd92Z/e94p3dt6d/7Hfne2f33fadrRv5O7qPDn7sdyyxs/skZGf3KcvO7oOdH/sdJu3sPqfa2X02trP72O1h20nfzu5TxJ3d55Y7WyeiP/Q7gt3Zfeq7s/tEeWf3KfbO7gPyH3vO5Hd0H/fv7J4w2Nk9vfBjv4mJnd1TGju7B0B2tiZOfug3y7Kze35mZ/dczs7uWaAf+40Z7WxNNu3oHpra2T2m9WO/ybCd3VNnO7sn3XZ2D9H92DO3t6N7InBnawpR2Jpw3NgzVClszXEKK6+19TeUurFn3lXYmrEVtsZ3ha2JYWFrGPlh2wC0sDVzLWzNcwtbM+Qbe+bTha2JeGE+ay9kDfdv7BEOCFtiBWFLByFsaS829qg9hC0libAlXhG2hDEbe6Q4wpbIR9jSFQmbkqUNPSIpYUuUJWzJvYQtgdnGHvGasKWXE7a0eMKW/m9jj7ZQ2JIzClsSSmFLnbmxWw4qaAlNhS1xq7ClmxW2pLobO24ZsLClPBa2RM3Clo76x37SbWFLFi5sKdGFLZH7xm5ZvaCl2Be2XAKELQOCjT2eB8KWz4Kw5eEgbPlGbOxxpBC2TDCELX8NYcvRY2OPW4iwaVAiaHmiCFt2Kxt7LF6ELfsYYcuxRtg0wtnQ470jbPn6CFteQsKWT5GwZYy0sceMSdj0eRK0nKWELdOqjT1GWcKWB5ew5fslbFqKbehxMRO2bNOELUs2YcsG7sd+DnPClqedsGWXJ2w59G3scf8TtgwHhS2PQ2HLP3Fjt2OjoGUGKWz5Twpb1pYbe+w0hS2rTmHLHlTYMiTd2GN2KmzZqwpb1q3Clv3rxh6rWGFdNkObW62w5XgrbLnjbuxx2BW2XHqFLUdfYcsVeGOPsbCw5UEsbPkYC1tWyBt7bJOFTeNlQcu7Wdjyed7YYxUtbNlNC1uW1cKWvfWP/RyyhS2XbWHLkVvYcvXe2GMKLmwZiAubFuSClon5xh7Dc2HLNF3YMl4XtkzaN/YYvQtbZvHClt+8sOVNL2zZ22/sscgXtuz0hU1HfkHL039jj/+/sBUhIGzFEAhbkQUbu1MPBK3gBGErZEHYymnY2JP1IGzlRQhb2RLCZjzFhp6AC2ErDEPYCtQQtjI5NvbkdwibESCCVoqIsJU48mO/1BJhK/lE2EpJEbaSVjZ2Z7UIWnEvwlY0jLAVL7OxJ6JG2IqzETYTcQStUB1hK4BnY0+Ij7AVBCRshQYJW8FDG3vCi4StnCNhKytJ2Ipb2tiT2CRspTsJmwFRglbG1MaePCphK9JK2ErFErYStDb2pHAJW0lewlbql7CVHLaxJ3xM2AoqE7bCzoTJ/3yC1oStUDZhK9hN2AqH+7FfkJywlUUnbOXZCVvZd8JWft7Gngw+YSuvT9jK/BN26J3LLWFQ2EopFLaCDoWtsMSNPcGKwlY4o7AV8ChshUFu7AmUFLZCKYWtAEthKwRzY3eMpqCVtylsZXYKW7mfG3syQoWtnFFhM6lU0Ao73dgTjCpshasKWwGtwlaY68aeQFhhM1NW0EqfFbYCbIWtENyNHXdgrrAVuits5vYKWhG/P/aLCRa2koaFrbBiYSvYeGNPNrKwGa8saCUxC1tpzht7EqGFrfRoYSt+WtgMsN7Qk3UtbOVlC1uZ28JWPvfGnohvYSsmXNiKFBe2Ysk39kSbC1vx6MJWlLqwFce+sTvQXdDKfhe24uOFrQj6jT1x9cJW4r0wW2+LVGEC8BiVuJThdypVmMlTuxapwgypJjJpldm6d0oVzi7UyVKFSUM89BeePbi8ybrHcO+JckCZrbeXVGGSJ+1SpAozjzxakirMTDOV5FRm622VKkzOZ/WxS2GNNNOmzNbbS6owE9/pOqUKE6hq1yLbD7Jai3xopL3alUghTu6l2qQQMxJvVyKFmGDcTgSkMpwFpBAnD8FIUog5/cdP9VKG7EYKMVMftjGQQszpP3JYeV2GU3EpVmbv9CmF2AUX7f0w+/0UKcSc/uPSI29Bdm2ZlBJO/89ySSF2PYqPjgojClIKMcNmAxtuZZVk067MFtwmhZjBPFoMeV0m6MolhZjpQ7K8T2VZjxpBtuAWKcQ+ppmrFGLO/61lkULM1Gkll0XZedZDCjFDtF3OtEENHcqlLI+pY9gZ3rVSiE/3S+9SiH2iGhdtZcUuRQoxA+Jde2+O/7H6GsoY1paF73Qf4CaFmON/Gjl5WcTbHlEgzBoleZPRPtiHKYWY0/80pfg/xvRQq/KhcfpvlyKFmNN//GizMtISpBBz/H/WU9+C4rplqcQuhMVXTRlKBanEHP9zBC2vi+Zqzr7tzPZzUhE5/bdLkUqMZs1+M1KJOf23S5FKfHrWaZNKzOk/7XJSxvSxvq7Hvx5SiV0gWU+pxIgy7VqkEnP8j4OhvAUH622TSszxv12LVOIpepdF02Xz45BKzOm/dfhSidEc47hblRWSKIoyUoekErsy25rFU5ktuJdUYoTmRCINZYmQ3f0tQDffk4xqwWzBlVEtWGFXkpSRj9cVoZWWSoyRgl2KVGKO/08fQxaWSBspymzBbVKJD5cMyKgWDNsqqcSc/9u1SCXGIgQnVHkLCiPLWVa+6Xgis1qwzEDFqezQppfjf7uS8mK4kUklxv+mYp+szNZbmdXq2MUQR5CUNbZ+pzJbcGVWC2YL7qWfEGZLp8xqwaxhSVKJDx+El1ktmC24VSoxAwDp0u8KsTRtSCXm/L8UmSeAJbuUvRI3zMvqkFmt5sZoVWa1YEWnVkC24MqoVsNabrRrL8QwqzcyqgWzBj+dRZn9rTKqBfM0n3NnGMknfTo8My4Z1YIlfIC7Mpy9DnkHmisDa1Zm662MasHyKXdxQLbeyqRWm+Zno3RlJAdcTZlr6ooy+y3L/Y6G51vV4aDm/nAyGwSy5VbGVmD2ZGPIyzIW3mVSC2adwzmysnKcMqnV3BZYZtAap/8MRl/KbOHqvSvDWzw1ZefQs8bG6X/h4E6Z/RJkUAtmy209L2WeBCvX54lK42zKbLmVSa3mhuTchleW7Fr0O4+n3ykfBq6Wdeinwen/qbcuYbbcDvkCcfpvTepeiBumnaPLEBqsliKTWjDCLsqlDHnOXojbcAPOvhdiWCU3oSrLDI1lZYddyyXX0txzoCiy9baMoSx7oLqyE6MbeVl0AunS50O8Rj+mDB+XfCojmKnLW4AI4pRZrea+vUNmtWAFI5KqzGVP8hZkgnvkKAJmb03qimy9LedQZuutzGo1zJUrH6+yTq5qUVYYzUvKrLmTWa2GofToMqsFswVXZrXaNLCWWa3meWBD7m7ADnzZ5C2wf3Ab8VRWs6yPOHzblcjywPF/KTKr1Tj+tyvZCzHM1luZ1YLZeiuzWrDj9cdy+m8Xkl8MGc/oyjIS3KbM1ts25GUJhR4yqgVrDECeynKXe2ggFHR7HW4estllVAtm662MajWPDLUvX1ZmXwsZ1Wqc/uutWhA2glKHOfwnu6krs/VWJrVadzOBJnWYw39ipbIy+z7JpBYsvb5RZOb2LJNaMPvIcn09jogyqcOc/tulSB3m9P84h/65SJZ16fJg4iaDWjAitqQOdxdZy6BWIxOE30BRhmBT6jCn/3YpsvSTYmKXMuR1bT9jP1EpxB3tR05SiDn9z4dMasEQF0khbm7xIpNaMFtvZbklV4YAuEvZaZcihbgRO5CzLHsc/udDBrWap+n0JoWY0/9SZFCrcfp/nJcUYk8AumRSC4ZoXwqxJw5lmdRqnP6z1GRlttzKpBbMFhb5RXL4b5ciyx5JTfWSSS1YJ/a6KiOwUwpxcyeMKoWYeKrRZVILZsvtkELM6f9xyqgWLNm1SCHm9N+uRb7NJHhxVJKVVWSYpzK02EURvmD6zXALZhnVglUCLqsy9ExSiBuxBLlIIeb4Px8yqgWzBVdGtWDkvkkhbp6WLqNareEO5HHgwhpj3lmZgSqFmPN/u5b9T6seWDGkEHP8X8r1fpz196cUYkID7VKkEHP8z4FUUmZLk4xqwWzFlVEt2EnIh7xux85ORrVgtnc8pRCT4lgvGdWCJSqnvC4xX1LVOP63K5FCTHAl0bldGbJqKcQc/9uVyMpXq3vZSSGubtQpX3miPbEjeTFSOqUQe8Rov/SSiyfdSiHm9P9IMqnVPBX1yvKz5/j/1LJR8ZHIMqkFIwZQdiAkwdqlSCH21Nh6SiHm9B8j7aQsv7oTDv/PJoNajazcbnuXrszWWxnUguUxZFALdmIXJpdy4Mcog1owZMKyA6nIy5pMasEQQUolLp5LKZNasOYGP8qsZZFJLVjSw9WGBtQuRSoxAwB2KVKJi/syyqAWzNZbGdRqKFztUmQDUrq7g0olZgLgSFkqMZrcesmkFuzAxFJel/y8PPTvaKy3l1RiVyIPmdSCHSoMaQwAHEkmtWC23sqkFgwdrFRilNo9y6RWYwAgn4dU4uLpmTKpBcvF42CF2X8po1rNRe5Xk0rMBABalqrM1lsZ1YKdGU3wzpIrd1+okQY3lNl6K6NaMFtvm1RiJgDOJqNaMFtvL6nEbpRwyqgWzLqiJMtSQV5WZVYL1jG6acoI65AtCCMAbA/2tyAjL8uXVGJmALLIvEC4AkkldvuMKrNaMFtwq1Ti7OahMqsFs5VAZrVgqReZ1YIZkFktq6MkGmbZg2T0ZVVmtWC24japxBl92SWzWo0hgNNTr4SR+dEV5YzlsrLb8+3HqltDSCXOLjeXWS1YZhOWlNmSK8tI9uhXGdWCWcOSpBBj+zOGjGrBTnfM2hnO3ElGtWC24g4pxMwAyDKPK1IvMqzVGACwC5E6nFGXqeYOVqZdhrDEAIn8/ajLdAOSPQxAZrVg1t6fUoezh8TLrFbDQwsr/qLMlls5+4XVQ4USMFtuL1n3GADAPX1/C3AZ6wzEKyMUXApxQl3GqLayA/Hb/hYwAHDI+AQIuw4pxJz/n26sIozEGinEnP9nHbyEEVYsGxBc6hjTOZXZcisS2pY8Mk+GtWC2LTulEOMs0IsMa8FOfNLlLXCjBL0DgAnD634CAwB2KVKIMZpoOsrRGAA4+ykbEGwzyBAuymy5FUUO7ERiKG+Bxwx3+UYyAWA7UynE2Kg0jjmVYTskhRhTmF5kWgvmRiRJWdFxqDb9OWWMGmbLrUxrNayA2iETvs3th7pMa8EMFCnEbqZ0yrRWw79pcNdUmS23r+s7iNeWcS0YpiZSiJkAOF+3mk6PWJLZLFhWJSfoIL5vf1l3PqsyrgVr2M9VZdm+ZlKImQDAd2x/CzClswVCCjEjAPm1P8B6b9BtK8NaQwoxIwCIT4sy62VlXKu5cTINijJbcmX5ZgQgn00KMaaSY8i4FsxW3EsKsTtLZxnXathvttd6wwjA2fXqUJcVmdaC2Yqr940xR7VLkTqMG2vhz1VWuZ+XlZGKK3WYEYBTdNkNp1x7PqnDTADYs7XX42zBlWkt2IHCV14WG+Ms01qw6UYoKJ9dhrVgtuA2qcOnO2rJsBbMFtxLP0jkZU2GtWAGZFir4Qwuow3NPce7DGs1t/ov2jkc07RPCjGO7fgoZWVk9Ugh5vz/yFL88LYni0tY99ReKcQ4+NsnJm8ex//5lFkt2ImKWi4FcVmTWS2Ylf/XtTQ3uZdCzPn/SUDIzhCXFRnWgtnqc0khJmuDkc+kzLYa6YUOuxQpxJ5KcsisFsxAk2WPiJNeZFYLZj+CSwoxiSrcmT6VVRzPLmW23MqwFgwHLynEDADgxlaVVTIWsjLPdUjKjtcviJQcuxTZf3D+TwJ7V+YWZq//1pZbGdZqMxxoSCFmAIDB2lMZfnFSiIkzwvdqu5bq6WVZprWqxycdMq0Fs+VWprVgttZc+wakMgGgJwCgZhecXszKl0xrwWy5rUletrPcyrQWzJbbsX/TYMTv9lNZsnVqL8SVrEa7ljaUdQzYmrLKoUVRZuutTGvBDtwm5XVRl0lBrDMU9KxDGZ5hR1dGSEmVt6Cw3sqSBsNDrSZltuBe+rqoy6pMa1VGAOxarq6s2rWUpiwzcl2U2YIr01rV04iPfp3Kmnov1BkpeIyh7MxJprUqEYZ2KaMqaxwNZWW24sq0FsyWXP2Ooi7rMqxVPTccL2llJScZ1oKduEXsfwahlFSwrIy0370Qw7Cw6/8/9HiEKX4sxRQ/DmQb3o3MFD++Z4of+zTFj9ma4sebbcebxZvixxFO8e0rp/RxoVP8mNbteLO+U/wY5Sl+fPUUP+58ih8vvx1vloCKHwdBxY/hoOLbtlDpY3K4480rUfHjrKj4MWJU/Ng5Kr7NH3e6WUgqfhwnFT8GlYofn0vFjy3mjjdzTcWPFafix7lT8WMAqvjxC93xz11U6WNRqvhxNFX8GKMqfnxUd7zZrip+3FsVP2avih/PWMWPxeyON0daxberrdLHA1fxY6Wr+HHe3fBu1Kv4sftV/LgDK348hhU/lsQ73hyMFT9GyIpv22Slj/my4serecebtbPixyFa8WMorfjxn97xZmOt+HG9Vvx4Zyt+rLYV38bcO93svRU/buCKH1NxxY8FueLHsXzHm++54scmXfFjtq748WZX/Fi57/jnB6/0cY9X/JjQK3486xU/Fvc73ozyFd+2+kofD37Fj5W/4sf5f8dbgIDiJ29A8ZNOoPjJOFD8RCLseEtWUPwEMSi+UxuUPtkPip+oiA3viROKn4AKxU+cheInFUPxE6Kx4y2LQ/ET3aH4yflQ/P5g9lSRHW8hJIp70Ort0SeKc9Dq7XkrO97iWRT3oNXbQ2EU56DV25Jodrrl1ihuQau3p+UoTkGrt2f07HiL9FHcglZvzxFSnIJWb08v2vEv60hpC1q9PV5JcQpavT3TacdbBJTi9m319tgpxSlo9fawqx1v0ViKW9Dq7YFcilPQ6u0xYDveUsMUt6DV25LKlKag1dvj0Ta8p6kpbkGrt0e4KU5Bq7cHx+14y5lT3IJWb0+3U5y+rd6eqLfjLYBPcQtavT32T3EKWr09a3DHWzSh4ha0ensgouIUtHpbCONOt8hGxS1o9fagSMUpaPX2eModb2mWimvQ6u0JmorPoNXbUzsV92+rtweCKs5Bq7fHkO54Sy1V3INWb49KVZyDVm8PaN3xluequAet3hYiqzQHrd6eXLvjLehWcQ9avT1dV3H+tnp7ou+G9wBgxT1o9fbYYcU5aPX2sOMdb9nIinvQ6u2JzIpz0OptMdA73UKjFfeg1dujqhXnoNXb07F3vIVpK+5Bq7cneCvOQau354bveEWMK+pBq7eHmivOQau3R6nveAteV9yDVm+Pe1ecg1Zvz5jf8RZJr7h/Wz3clYNW78DS79vqce4StHocvQStHvLLoNXDgTlo9Q6OMb+tnh/NfFs9jmeCVo8TmqDVQ6T5bfXwaQ5avYPDzm+rNw9wPm0aZzhBq3e4k9On1UPK+W31MHP+tnr54kT00+plP+X5tHrg8m31wOnb6oGPb6tniwKWc+9WD9y+rR64fFu97ILQT6sHPj6tXsYW+tvqgdu31QOXb6sHTt9WL7ts9NPqZZSj31YP3L6tHrh8Wz1w+rZ64OPb6uWpLr3eF1LdXfJ4/+0E+XxaPXD6tnrg49vq5cujU9+tXnYJ6qfVA5dvqwdO31YPfHxbvcwB1bfVA7dPq5ddqPpp9cDp2+qBj2+rly/XSLxbPXD7tnrg/G31wOe31ctuaP1p9cD92+qB67fVA+dPqwc9v61e5sjr2+rlZXvd3n87sxafVg+cv60e+Py2evYrsObt0+qB+7fVA9dvqwfO31YPfH5avTysr/m2euD+bfXA9dvqgfO31QOf31bPPiyGLdv7qjFv/LR64Ppt9cD52+qBz2+rZw27veKn1QP3b6sHrt9WD5y/rR74/LZ6GTfub6sH7p9WD1q/rR44f1s98Plt9TKK3W+rB+7fVg9cv60eOH9bPfD5bfUyot5vqwfu31YP/PlOembcu9UDn99WLyP6/bZ62XW/n1YPXL+tHjh/Wz3w+W31Mrrgb6sH7t9WL0918Pfj9ZDCz6d7EqLwbvUyNuHfVg/cvq0euHxbPXD6tnrg49vq5e5ar3erB27fVg9cvq0eOH1bPfDxafUyauNvqwdu31YPXL6tHjh9Wz3w8W31MoLkT6sHbUGrhyl50OoZTkGrZ/gIWr3uI8ufVg/ZctDqTd/yT6uHdXnQ6nX8Zb+tXsc189vqIW3+tnqIm4NWz83Nv61eZ6Tm2+p1N6H9tHodb81vq4f+OWj1kEAHrR4m6EGr1xm8+bZ6hlvQ6qGR/rZ63V0FP60eQumg1cMpPWj1On4231avY9LxbfVQUgetHmLqoNXrHkj6afX66Qb/71av43rzbfU6Vh6fNR65ddDqobgOWj0s14NWrx8+GP9u9bp743xavXbh1vxp9RqJx99Wz3ANWj202UGrhzw7aPWwZ/+2eg1XkG+r14Y7eb1bPVdvf1s9BNxBq4eGO2j1MHEPWr2Gd8i31Wv4IXxbPdd4f1s9ZN5Bq4fP+7fVayTXf1u9Rhbjt9UzfAatHkrwoNVDDB60es0Fe+9S0ap79r1bveapPZ9agVY8aPWQiwetnvvFf1s9LOODVq8hVPq2es3VF59WD0V50OohKg9aPWzlv61eQ/r3bfUagqZvq9eQaHxbPXTnQavXPGT40+q59/y31Wv4aX9bvYZN8LfVQ5oetHqo04NWD4H6GzFA+G31DPeg1WvTSfi9/CFeD1o99OtBq4eFfdDqVcYMv61eZbLv2+pVJvu+rR4a96DVq+4L+f50EboHrR5a96DVw+4+aPUqk33fVq8y2fdt9Srukd9WDzl80OqhiA9aPVzxg1avMtn3bfUqk32fny+S+aDVQzUftHoI54NWD+v8oNWrTPZ9Wz3D5dvqIawPWj209UGrh7l+0OpVJvu+rV71oOVPq1eLOwO9Wz2X339bveqBlZ9WDw/+oNWrTPZ9W72K/cv3S4KhxbfVc5H+t9VDpx+0ehj1B61eZbLv2+pVTGK+rR5C/qDVcy3/t9XDyz9o9aprLj+tXiWk7LsKkLv0bfUqg33fVq8y2fdt9SqTfd9WrzLZ9231ClKzb6tXXEDzafXwBAhaPWwBglbPswG+rV5hsu+zxhcEad9WD9uAoNVjpDho9RgpDlo9TxD4tnpYCAStHjkCQatXmOz7tnrEhgetHhYDQauHy8C31SNpIGj1ittBf1o98tSDVq8w2fdt9TAiCFo9DyP4tnrkEQStHjnzQatXmOz7tnrFrT0/rR52Bd9WD8OCoNUjtSBo9QqTfd9WrzDZ9231MDQIWj08Db6tHsEGQatHtkHQ6hUm+76tXmGy79vque3Bt9XD+SBo9Yg/CFq9wmTft9UrTPZ9W73iSdWfVg9zhG+rhz1C0OoRkhC0eoXJvm+rV5js+7Z62f1GPq0eDgpBq5c9dfTT6pGlELR6mcm+b6uXmez7tnq4LHxRIMsAB7IMcCDLyLlHsgxwIMsAB7KM7FYM31aPeeKg1cstkmWAA1kG+CvLgAayDHAgy8h4NgStHrYNQatHekPQ6uUayTLAR9Dq5RLJMrKnO3xbPQIeglaPjIdvq5dLJMuwziWSZYADWUb2DIhvq0cMRNDq5RzIMnJOkSwDHMgywIEsAxzIMsCBLCPnM5JlgANZBjiQZYADWQY4kGVkEiW+rV4+IlkGOJBlgANZBjiQZWRCJ4JWz3AgywAHsgxwIMsAB7KMjC1F0OoRTfFt9YwGsgxwIMsAB7KMjHNF0OoRXhG0eiRYBK1e6pEsAxzIMnJqkSwju7/Ft9Uj5OLb6qUWyTLAgSwjM1IctHqpRrKM7C4Y31Yv1UiWkfHCCFo98jCCVi+VSJYBDmQZ4K8sI6ccyTLAgSwDHMgywIEsAxzIMrIbanxbPTw1glaPYI2g1SNbI2j1UopkGTmdgSwju+3Gt9XDeSNo9UjfCFq9dEayjJyOSJYB/soyoIEsI3tAx7fVI6MjaPXOK5JlgANZBjiQZYADWUb2HI9vq3eOSJYBDmQZ4K8sAxrIMsCBLCOT9hG0emePZBngQJYBDmQZ4ECWkXEDCVo9MkGCVu9skSwD/PlgWiTLyGeNZBngQJYBDmQZ4ECWAQ5kGRlDkaDVY544aPWYJw5aPeaJg1aPeeJvq0fCSNDqnTmSZYADWQY4kGWAA1lGJoUkaPXOFMkywIEsI7tBybfVw6MkaPWwKfm2ekSVBK3eeUayDHAgy8huY/Jt9XAyCVo90ky+rR55JkGrdx6RLAMcyDKye518W73jimQZ4ECWAQ5kGeBAlpExRAlaPTxRglYPW5Rvq0cwStDqHSOSZdg+KJJlgANZBjiQZYADWQY4kGVYMY1kGeBAlgEOZBngrywje8LKt9U7aiTLAAeyDHAgywAHsgxwIMvInsPybfWOEskywIEsAxzIMsBfWUYmqyVo9Tyu5dvqMVIctHqMFAet3pEjWUY+UiTLAAeyDHAgywAHsoxMtEvQ6h1nIMuABrIMcCDLAAeyjEz4S9DqHUckywAHsgxwIMsAB7KMhD/Mt9UDB7IM8FeWAQ1kGeBAlpFwkPm2euBAlgEOZBngrywDGsgy0tUjWQY4kGWAA1kGOJBlgANZRsKH5tvqJbei+bR64ECWAQ5kGeCvLCNdNZJlgANZRnLDmk+rBw5kGeBAlpGuEskywIEsAxzIMsCBLCN5uM2n1UtXfssyQIEsAxzIMsCBLAMcyDKS5998Wj1wIMsAB7IMcCDLAAeyjHSdkSwjeUrO99M9I1kGOJBlgANZhn2CkSwDHMgykkfpfFo9cCDLAAeyjDSuSJYBDmQZ4K8sAxrIMsCBLMMKSiTLAAeyDHAgywB/ZRnQQJaRCOb5tnrgQJYBDmQZ4ECWAQ5kGYnsnm+rBw5kGeBAlgEOZBngrywjEe/zbfXAgSwDHMgywIEsAxzIMtIokSwDHMgywIEsAxzIMsCBLMN2JYEsAxrIMsCBLAMcyDLAgSwjjRTJMsCBLAMcyDLAgSwDHMgy7C+JZBngrywDGsgywIEsAxzIMhIjxd9WDxzIMsCBLAMcyDLsYZEsAxzIMsCBLAP8lWVAA1mGrUWRLAMcyDKSZxh9Wj1wIMsAB7KM1HskywAHsgxwIMtInnT0bfVIO/q2er1FsgxwIMsAB7IMcCDLAAeyjNRrIMuABrIMcCDLAAeyDHAgy0ikJgWtHsFJQavXSyTLAAeyDHAgy0gkKwWtnocrfXqBniNZBjiQZYADWYY1aJEsAxzIMsCBLAMcyDLAgSwj9TOSZYADWQb48508I1kGOJBl2KIayTLAgSwDHMgywIEsAxzIMhLzxEGr165IlgEOZBngrywDGsgyEoFPQatH5lPQ6rURyTLAgSwDHMgyUuuRLAMcyDLAgSwDHMgywF9ZRmotkmWAA1kGOJBlgANZBjiQZaRWA1kGNJBlgANZBjiQZYADWYY9MpJlgANZBjiQZSQPofq2euRQBa1ey5EsA/yVZUADWQY4kGWkGVX1afVIqwpavZYiWQY4kGWAA1kGOJBlJA+0+rZ67YxkGeCvLAMayDLAgSwjEXkVtHqkXgWtXjsiWQY4kGWAA1lGIhYraPVIxgpaPcKxglavXoEsAxrIMlIdkSwDHMgywIEsAxzIMhIhWkGrR45W0OrVHskywIEsAxzIMhI5W99Wj6ytoNUzHMgywIEsAxzIMuxnGskywIEsAxzIMsCBLAMcyDKsJEeyDPBXlgENZBngQJYBDmQZqeZIlgEOZBngrywDGsgywIEsw/64SJYBDmQZ4ECWAQ5kGeBAlmG75UiWAQ5kGeBAlgH+yjKggSwj1SOSZYADWQY4kGWAA1kGOJBlJOyIg1YPO+Kg1cOOOGj1sCMOWj3siEH/459//vs///Xv//zd/z+rwM2+resBCWvXG9r/xMXj7z///e+//f3vv3/9L+nvP/7v3/nP4a0nt9DslyX/4z//4+/8+59/x9+//b3+P6+H/bOnFq7X/l97uuFzwVsKorCVlihspSpu7ElfFLZSGoWtNEdhK/VxY086pLAZIiloZU0KW5mUG3uyK4WtjEthKwtT2MrMFLayNTf2ZHAKW1mdwlamp7CV/bmxJyNU2IwSFbQSR4WtZNKNPQmmwlbSqbCViCpsJadu7ElYFbaSWIWtxFZhK9l1Y08CrLCVFCtsBsoKWrmzP/bLpxW2cmyFrbxbYSsXd2NPfq6wlbMrbOXxClu5vRt78n2FrRxgYSsvWNiMFd7Qkz4sbKUUC1tpxsJW6rGwlY68sTtEWdDKWha2MpmFrezmjT0Zz8JWFrSwlRktbEZLb+hJoBa2kqqFrURrYSv5emNPQrawGaQtaOVtC1u53Bt78ruFrZxvYSsPXNjKDd/YHS8uaKWQC1tp5cJWqvmP/dLPha2UdGGepS5kJa5v7ElmF7YS3IWtpHdhKxFe2EqO39iTMC9sJdELW4n1wlay/cY4q7cmrCuzSynnUGbrbXo97OJV5VLc9pmNp7BilyLL3vAtcZNCjMuIXYoUYgxJrKZJIca7xC5FCjGnFZk9jjJ72CWFGEsVzpersmzXIoWY85aDU2FlTLnI03k+gW1GlNlye0ghxmqmJ127OFyyS5FCzDmUbQWkEOOAY5cihRizHLsUKcT46vDhyrUw+XwcUogHh25pSCE2Vu1apBAPBiP9js2PcRZo13IqsuU2SSH2A0bb3Wdl9mFcUoixQbJLkULMwefJfKky+2VUKcR+mnpmKcQcvBL/JteSWG8PKcRX8jsEqSmzCtOlEPvZcW1SiDlmZsZXka23WQoxVlj8hLIyW28PKcR+SH4NKcScp9ulSCF2N6/Xh1FYb4t+Gkww2hNmZb6jKMrsK39JHZ7OZUPqMCZnPTWpw8w02KVURbbeFlkh8V4js08uBZu2ckodxtGNDUFXVu1SpA4z69GT1E185uxKpA67Jd3IUoeZQGGhKspswT3ez3fZpUgdxlXPFjSpwxjw9ddXnkyXWvqL2Xqb0/ay/XAXi3OvwzBbbo99cYXZgjP2Ogy7dG3tTCHZ5m2vwzBEn/n1uEbQYlFm6+251+HOHFWxPWxXlgcKHmX2s2jXqWywkUw7Yyij5qsos/U2laqMA8OrKxt2LUXeAgy+24tkJiVOZbbc1iMrs+U2V7mSynKbjqbM1tWjDmX2fl7HpaxTwOR1mRy0DWhSZsttaUUZ92zPqsyW27PJO9B9Yu4cylLJ4/WwYpeSkjJbbqt+WThr5Jh+Z4PlNvWmrKBBHcrs+3f1S9lF8Ke8BZdrYEdSZsttzUWZXXEeVZktt2kvxN1tem0huJSV45DvFBO8tAlJma2rbS/EHZ/hdJW9EMNsuc17IYbZcnvuhRhm6+1R5FKYAPI7v8KyXUtNyrjdeBRltt6WKq+LnXzKR1dmX5WzXspswdWXZXTTfhzysvZzQSiVldl6W1tVZuttOZsy5gflx4aztl3KeSlLtV/9VFbpxrKyXnLrRZktuDXJ6/pQbu5dmS2tKV3K7L8/hiL7yl9Z3gL7vRxHH1mZdU8tV2XcKh1NmS24OctrcI6f9B0gzKYe5VTWCNnNyi67lCLvwMWCW6+mzBbcUrqyxjT/pcwWXFlF0L7YpeyFuLtMxlreoqzZpRyv/9bW27oX4o7zv12KvMsIfZI0TyBbcM+9EMPGWa69EHeyC+xSzqLMWtTWmjJbcOvZldmCm/dC3ElfsEtJpzK/yZmUVaKRi7Jee5dKTH6EXYtUYqImrOuXSuypFE0qLBq0hA2NMltwD32c/VzYWBRltjXvUomN2YJbx1CGnkgqcXLTgSSVGBmfEanEKP7sGyOrJnkjdi1SiYkmqdbudGW24FapxIgWZTMEsfU2SSUmW8WuRCoxESzkWVdlza5EKjH6zOrnJRu7WG+rVGJSZKzbkUpM4Ixdi1RiJKbpOqQSo0a1a5HfEEE4J1oTZfbDaFKJEcl6VveGTtbbLJUY5e1op1RiQn/sUqQSkw9kS4RUYhTBdilSiREP116lEpNbxJbzVGbrbZJKTBiSXYt8bNn96i5Z+FwpfQ6pxIQ0naVJJSbOqcrNjY5++ziyVGKk3sWPkITZentIJSaQyi5FKjHZVbYQSyVGrX4SfKnMFtwqJZFMrYMD5Z25qWqSSkxQFwf3TVlLBOgqs21tl0qM4P8s8uXDGoCNfVJmC67cRIPZgntKJSbrbJAvrsw+R217MUKwS0mKbGWtUogJa7NLkUKcfTglSSHGxsEuRRZ1HB9GvaQQe96cn6oJS1Z6hyI8tqQQ41lh/agUYgLz7FKkEJOtV7IcKsHKQMurzH4Y8jPAn8OuRAox6YDcPcnK7H3KUojxDTk4PlJm663+xDEjsTZQCjFRiIxOK7LlVu7Vwmy5LfJzwU6lciNRmS23pxRich8Ld7iUjVHlh4sfTOLWizJbb6sUYoIrTz9mFGbrreywe5mpUbLu4X5T2Pwpq3YpUohJ6UzsS3bWWW+rFGL8e04aZmUVT5quzNbbQwoxBkIl6Yc73HBMCjE5p+lVsIlEtQVNdiAFByRqiTJbb+XoBWbr7SGF2P5hX5ghhdj+cQ1+fxtzvyf7Mhdltt4WKcScBFsJl0LMoXHlondmvxf9n8Uuo74Yc11ShTnx5i6gvCTq8LNIFcaayy5DqjAuXhWvFGX2o7hkIeR8H9eEpMx2fU2qcPUx7CpVGMsy27hIFWZCwZ5Qmm+GGfTOJagyfJKUjZK6VGH82exSpAozjZFGkSrsgxtnliqMbdxZTll+cJjjXT6VWdM+pAoze2LXIlXYx1Sq/pjxyLNrkSqMnZ7tHKUKMz1z6m+ZOZvaLqnCcyRnSBVmeqcgiFBmv4oqVbhixTOyVGEMCe1S5D9l/KicUoSZVLJLkSLMUJNdihRhLBXtUqQI475olyKfrg9bjSxFmLmsLicR3U0h7au8vwMc/9ulSBHm+P+6uhRhBsvsUmT7wfG/7aGkzLn95ZAqx+l/9zlMYbbYHlKEOf2vbUgR5vTfLkWKMFaf9uuTIszxv12KFGHmAK3Xk6vDM+c89fJIILePsSirdilShJtnZTUpwgw92qVIEeb0f1RZBzFmtSuRIszhP+uFvAPkguVLijCH/7V1KcIc/tulSBHGhbbY/7yU2VqbZfvBiKpdi1RhTv/tWqQKY6Rr1yJVuLnksEsV5vTfrkWqMAO5di1Nka23WaowpsEcdchbcLHeHvLLbQz2IThVZr+LLlWY03/kEftbwEizXYr8Djj9H1h0KUP2IlWY0/9+XFKFfSo7D6nCnP7b8i1VmNP/S3/hmExb2ynrXveAnyRV2MfPxyFVmMN/uxSpwvhkn7lLFeb03y5Fvn2c/tsmV6oww/bFp3WFdU6U5C0orLeHVGFO//sxpAojF7Brke0Hx/9VPjQO/y+GynbmMqkshZjDf2pfVWbL7SGFmMN/uxIpxFi425VIIZ5u71UKMaf/di1SiNGBlJSkEHP6b9ciuw8M65P9JLuyZtcihRgly6tec/q/Br12ZuttlkKMOT/HdlWZrbcyqtWR7aQuo1owewNkVAvGzKwUYo7/ayuy/eD4365FCjEaJfsFSSHm+H9UGdWC2Q9jSCFmAECPGkG24FYpxJz/1yajWjBU8FKIhyeYy6gWzFoCGdWC1SRn2iD7RcukVkenZpciP1OO/+1SpBBz/G+XIoWY3A27FCnEnP/bpUghRpSXtPfm+L8fMqkF84H9osyWM5nU6mPaQEkhdgVikkktWLNLSYoujnPlUhqCqCaFeHiYZdEPDbVly1KIOf2/LhnU6mTC2KVIIeb4f5ShbwEGX10mtWC23lapxKTa2LVIJeb433pUqcQc/9u1SCVGHVtOqYic/tulSCUejG92GdSC2Xorg1owW29lUKtz+m+XIrsPjv+vSwa1YNUuRSrxijaSSoyY2a5FKjHH/3YtUolJXLJrkUrM8b9di1Riz3G6ZNG8cBA+ZVILVujws7JulyI7EE7/+yGTWp3QKrsUqcQc/9tyK5WY43+G0U9ltgTLqFbn+N+uRSoxCV2py6gWzBZcGdWC2XdARrX65Ub30uBy/H+NSyoxcWQMJ7we53Py8rIkK3YZ1YLZgpulEhOoZpcilfhyJfMhlZjzf7sWqcS4MrCRKsrsl9Fk5SM+DqsfeQsIZDmyVGJ8JbTp5fjfrqS+mP2fzGp1kvLsSqQSc/xvV6JfKvc8lVmt7m4bh8xqDcL+ziyzWjBbWY/9E4IVRkCKsm7Xslfi4d4iRWa1BsmGdi3npWyOuAuyBffcKzHsqlXmCYb7qAyZ1YKVcsqsFswWXJnVgl06tTI4/rcryaeyghVFVtbsUnJRZt/aPuRli5vk5q7MFtwyLmVNN9iggdeqvAMkeWYZ1YJZjZRRLVi1Syldma2sMqo1OP8fchdneGRpl0ktmK23Z83KbL2VSa3B8X91ZYiwdA253wGz9VaGg2BdZ4MG5k1Jx1ZgttyeZ1FWzySTWjD7XYyzK7uQS8s7cLHe1qSocBPjVIa/SMrKbLmV7mngtXXqWSOsVNsQD2XtGjKoBbPlVqbGx+mmPTKpBbN19RxFmS23MqkFu2y3vxfiwfF/rfqd5/jfNqKXIhcRnspsuZVbl4Oo54SNnbLcLpnUgjW7lDKUjVplUmtw/H9h/K/MllsZ1YJVNH1FmS23Mqo1OP63V6hdma0rMqoFq1V2QyBbb+17tTP8KE4Z1YLZHyaH2sM9A/uhz4dc3XogeVksUJOMasGSXUo6lRXm3JIyW0VlVgtmD5NZreFJ7q/FlfN/+/r1SxkS5azI1ts65GUv1luZ1RoeW29vaVVm663MasHsl3HthXhw/k8eyKXMnk5mtWC24MqsFgzTwb0Qj+Su5HJ3A2YLrsxqwZq9RLmUjSbrI+6jdiWyPHD8b1eyF2KYLax5L8QwewNkVmtw/G9XUoey/P5jcZu/ZFQL5so9eVkktlVGtWCYbksdxle2nDKqBbP19pA6nMhrlXtoILs4GdWC2e9CRrVgnY+nKrP1NnV5vsZ6K6NasKK3akG28MukFuxqV5M67N7CSSa1YLbeZqnDHP7bpUgdNmbrrUxqjeRxVvqNwki5yaQWrNmllNfjbLmVSa3B6b9ditRhTv+vceqfe7HeHq//FLsiqcMZ0VjrUoc5/LdLkTqM77VditRhDv/tUqQOZ49dlEEtWOaG+KmsjiyTWjD7RLoUYvcDv2RS68UeJd6LP8K9F390fi/+yAJ3vqsIX/wRHb74o1F88UfS+OKPAlL4Jph88Vte+cKPGPPFH+3miz9ST+GbMvTFHyHpiz+60xd/ZKov/qhahW8i2Bd/NLMvfitsX/jR4774I98Vvql9X/wRB7/4oyV+8Vt5/MKPTln4Jmt+8UcF/eKPaPrFH431iz+SbOGbgvvFH8H3iz/68Bd/5OQvfovPBW9S9Rd/lO0v/gjhX/zRzb/4I7MXvqnyX/wR8b/4o/l/8cciQPjmKPDit//ACz9uBS/+mBu8+OOFsPPdOuHFH6eFF3+MGV788XF48cf2QfjmEvHij6nEi98WFC/8GFa8+ONvIXyzw3jxxz3jxR+zjRd/vDle/LHyEL45f7z4YxTy4o+vyIvfLiQv/HiWCN8sTl78cUR58cdA5cUfv5UXf+xZhG9uLi/+mL+8+OMV8+KPtcyL30Y0gjfbmhd/XG5e/DHFefHHQ+fFH8sd4T+Dnhd+7Hxe/HH/efHHLOjFH28h4ZsV0Ys/zkUv/hgdvfjji/Tij42S8M116cVvj6YXfhydXvwxgHrxxy9q57u91Is/blQv/phXvfjjdfXijzWW8M1J68Uf460X/xTp3c7rxa+os9zNwl48R53lbkX24j3qLHejM+GbL9qL56iz3F3XXrwHneXu6CZ8M4B78Rx1lru93Iv3qLPczeuEb153L56jznJ30nvxHnWWm02f4M3U78Vz1FnuloEv3qPOcjckFP6zL3zhHHWWuzfii/eos9ydF4VvRo0vnqPOcreBfPEedZa7yaTw6+dJ+eI56Cx3v8sX71Fnubtp7nw333zxHHWWu7Xni4+os9yNQ188RZ3lbkv64i3oLHfLU+Hp55D64inqLHf/1RdvUWe5u7sK38xgXzxFneVuNfviLeosNx9bwZvr7YunqLPcPXVfvEWd5e7YK3wz+H3xFHWWu33wi7eos9zNiYX/rIxfOEWd5e6T/OIt6ix3F2bhm2nzi6eos9wtoV+8RZ3lbjgtfPOnfvHbzfqFS9RZ7lbZLz6iznJsRtwvnqLOEsunoLMcmyf4i4+os9wdx188RZ3l7mf+4i3qLHe3dOGbufqLp6iz3K3bX7wHneVuCy98c5F/8Rx1lrtH/Yv3qLPcHfCFb4b5L56jznK343/xHnWWt9G/sC0T4MVz1FnuiQMv3qPOcs8zEL7FH7x4jjrLPVzhxXvUWe7RDcJ/QQ8vnKPOck+RePEedZZ7RoXwLdLixXPUWe6BGS/eo85yj+MQvqV3vHgOOss9GeTFe9RZ7rkjwq9fTMmL56iz3DJQXrhHneUesLJxyWN58Rx0lpL28uI96CwlS0b4Fj3z4jnoLCXY5sX7t7OU0BzhW8bOiz+RPC9eg85SAn+Eb/lAL56CzlLSh168BZ2lZBsJ/yUhvXAKOkuJWXrxFnSWEuIkfMt8evEUdJaSKPXiLegsJa9K+BZv9eLp21lKdNaLt6CzlGAu4VuO14unoLOUlLAXb0FnKRlkwrfIshdPQWe556G9cAs6SwlbE75ls714CjpLSX578RZ0lpIrt/M9hu7FU9BZSsjdi9+ReC88gs5S8vZePAWdpaT5vXgLOss9KlBw+gULvngKOkuJLXzxFnSWEooofMtQfPEUdJaS0PjiLegsJf9R+C8t8oVz0FlKFOWL96CzlKBL4Vsu5ovnoLOU1M0X70FnKZmewrcI0Bf//BD3YNEX70FnKbGlwreU0xfPQWcpGaov3oPOUhJahW+Bri+eg85yT4t94R50lhJFK/z6Jde+eA46S8nFffEedJaSurvzPaT3xXPQWUoE8Iv3b2cp8cLCtzTiF89BZylZxy/eg85yD1IWvMUuv3iOOss91PnFe9RZ7pHRwreE6RfPUWe551e/eI86yz0dW/gvS/uFc9RZ7kHdL/7ker/4FXWWe2r4i5eos9wzyV98RJ3lnnj+4inqLLc49RduUWe5Z7UL36LdXzxFneUeHP/iLeos91h64VuK/YunqLP00a6gs2S8K+gs8XeJOsuEaWXQWRpPUWdpvESdJVNgUWfJKFjUWeIFE3WW2R0uv51lxrYv6CwZF4s6S0bGgs6SqbGos8Q3JuosM2aYQWeZsfgLOsvstmXfztL/GXSW9s8UdZb2zxJ1lvbPFnWW9s8RdZY5+z8/l49tU9BZuhVN0FlmDDaCzjLjGxB0lhk1dNBZ4lcTdJZY1kSdpdvWBJ1ldi+Ob2eZqxtyf1bIjHA66Cyxtok6S+xtos7S+Ig6y2xLVdRZ5ubzrJ/O0ngNOkvDPeosjV9RZ4kbTtRZYokTdZbGa9RZZgTZQWeZEZkGnWVGORd0lljnRJ0l9jlRZ5nxOfiyK+osMzOZQWeJv07UWWaXDX07S3x2os7S+BV1lsVap6izLMxlBp0lZjxRZ4khT9RZFuYyvx958VHwb2dZmHANOsvCXGbQWeLbE3WWmPdEnWVBYxF0loXB8aCzLMxlBp0lBj9RZ4nJT9RZYvQTdJYFPUbQWRaGzIPOsjCXGXSWmAFFnSWGQFFnWTAFDp7GrU6/nWVhLDPoLAtzmUFniXFQ1Fm6eVDQWRYMhIPOsmCLGnSWhbnMoLMsbl/37SwxGYo6S4yGgs7ScI86y8JYZtBZFuYyg84SL6Kos8SPKOos3ZMo6CzxJYo6S8yJos6yMJcZdJaFucygsyx4fX2XjIJ/UdBZFsYyg86yXG4V/Fk2C3OZQWdZmMsMOsuKLVjQWbrXUdBZ4ncUdZaVucygs6zMZQadZWUu81slsESKOku8kaLOEn+kqLOszGUGnWW1f0adZUVtHHSWeChFnSU+SlFniZdS1FlW5jKDzrIyl/ntDSrC5KCzxG4p6iyrS8i+nWVlLjPoLGvxbINPZ2m8RJ2l8RZ1lngzRZ0l/kxRZ1mZyww6y8pc5rcjrCRpBJ0lFk5RZ4mNU9RZYuUUdZaVucygs6xE1HzrTSV1I+gscXuKOkscn6LOsnbPNPmskJW5zKCzND6izrLaUhV1loyQR50lI+RRZ8kIedRZVne9/XQZ9cKp/ttmVMYyg86yMpcZdJaVucygs8ROKuossZSKOsuG62fQWbZpZfhZIhtzmUFn6b5TQWeJ99T7b8V7KuosiZ+KOst2hgoeeKTgye5PFXSWmFRFnSUxVVFn2VKo4IFHCp7ccqjggQcKHnCk4IFHCh54pODJrYQKHnik4MlufBV0lphfRZ0l8VdRZ9lqqOCBRwoeeKDgAUcKHnik4MmthQoeeKTggUcKHnig4AFHCp7siVpBZ9l6qOCBRwoeeKTggUcKntxGqODJnr4VdJZthAoeeKTggQcKnoxHV9RZMj4edZbMj0edJfPjUWfJ/HjUWfYjVPDAIwUPPFLwwCMFTybZK+os+xkpeMCRggceKXjgkYIn4wEWdZaEgEWdZU+hggceKXjgkYIn4xUWdZY9hwoeeKDgAUcKHnik4MlYikWdJbZiUWdJsljUWfYSKnjgkYLHfoihgie7AVnQWWJCFnWWpJAFnWWv/4+0t+nZpVeu8+bvr3iGCZB9Dr/JHnhgw4kBAxk4OYAHhhEYkizZsJTYBpK/n7pWsbvJ3pQQIAYk+L3Uu5+++4MsFmutOip4cm9HBQ/8pODJ7lX2e2SJX9kpsqRj2Smy7BY7nSLL3o8KHvhJwQM/KXjgBwWPRSlHBQ/8pOCBnxQ88JOCB35S8GS6oB0iy34dFTzwk4IHflLwwE8Knoxd2imypGPaKbIc4ajggZ8UPPCTgiePeFTwwA8Knuzt1X4PM7BYO0WWtFk7RZYjHRU88JOCB35S8GS1YjtElrRjO0WWIx8VPPCTggf+2ySNX9spssSz7RRZ0rftFFmOclTwwE8KHvhJwQM/KXgyBm+nyJIeb6fIctSjggd+UPCATwqePNpRwQM/KXjgJwUP/KTggZ8UPBnDuFNkiWncKbKkb9wpshz9qOCBHxQ8GV+5U2SJt9wpssRf7hRZ0mLuFFmOcVTw2ER2UvCATwqeLB+6Q2RJJ7pTZDmuo4InX+Go4IGfFDzwk4InT8+63yJL2tadIssrHhU88IOCB3xS8MBPCp4se7tDZEn9+CmypH78FFnS6e4UWV7pqOCxKPeo4IGfFDxZ7fAOkSWeeIfIkq54p8jyKkcFD/yk4IGfFDxZnfMOkSXt806R5VWPCh74ScEDPyl44CcFT/Y2e7/NEnTaO0WWxk8KHvhJwQM/KXjgJwVPVku+Q2RJW75TZHn1o4IHflLwwE8Knox13yGyVPu+Q2R5jaOCB35S8MBPCp6Mx98pssTn7xRZ0urvFFle11HBAz8peApegIfIEn5Q8IBPCh74ScEDPyl4SohHBQ/8pOCBHxQ84JOCB35S8NgC9ajggZ8UPPCTggd+UvDATwqeQgn5IbKEnxQ88JOCB35Q8IBPCp6CLeEhsoSfFDzwk4IHflLwwE8KniL/wt8jS/hJwQM/KXjgJwUP/Dssl9COCp4io8PfI0v4ScEDPyl44CcFjw1RRwUP/KTggZ8UPPCTggd+UvDYTHZS8IBPCh74ScEDPyl4inoo/h5ZFvooHiJL+EnBAz8peOAnBQ/8OkSWRf0Wf48s4QcFD/ik4IGfFDzwk4KnYMx4iCzhJwUP/KDgAZ8UPPCTgqfg33iILOEnBQ/8pOCBnxQ88JOCp2D0eIgs4ScFD/yk4IEfFDzgk4KnUD5+iCzhJwUP/KTggZ8UPAV/yENkCT8peOAnBQ/8pOCBnxQ8BSPJ3yNL8EnBAz8peOAnBQ/8pOAp8pv8PbKEnxQ88JOCB35S8MBPCp4Sx1HBU+RN+fssgT3lIbKEnxQ88JOCp8TrqOCBnxQ8RT6Wv0eW8JOCB35S8JQUjgoe+EnBAz8oeIosL3+PLOEnBU+h9eUhsoSfFDzwk4IHflLwFNlj/h5ZFnpkHiJL+EnBAz8peOAHBQ/4pOApeGmeIku10zxElikfFTzwk4IHflDwFDw3T5ElvpunyFKdNw+RZSpHBQ/8pOApeHOeIksMOk+RJSXkp8iSEvJTZEkJ+SmyTO2k4AGfFDzwk4IHflLwwE8KnkJXz1NkmfpRwQM/KXjgJwUP/KTgKRiAniJLeoD+9lvHUcEDPyl44CcFT8El9BRZ4hR6iizpFXqKLI2fFDzwk4KnYCd6iiyxFD1FlvQUPUSWORwVPPCTgseG9qOCp8h59BBZ4j56iizpP3qKLHM8KngMHBU88JOCB35S8MAPCh7wScFTcj4qeOAnBQ/8pOCBnxQ88IOCx278UcEDPyl44CcFD/yk4IGfFDyF9qenyNL4ScEDPyl44CcFD/yk4Cm0ST1ElnRKPUWWlI+fIkvqx0+RJfXjp8iS+vFTZJn7UcFT1Fb1EFnSWvUUWdJe9RRZ5nFU8MAPCh7wScFT1IL1EFnShvUUWebrqOCBnxQ88JOCB35S8BS1az1ElrRsPUWWJRwVPPCDggd8UvAU2rqeIktau54iS9q7niLLEo8KHvhJwVNKOip44CcFD/yk4IGfFDzwg4LHznxU8MBPCh74ScEDPyl44CcFTykWO50iS+MnBQ/8pOCBnxQ88JOCpxS1AfgtIjR8UvDATwoe+EnBAz8peOxJHRU88IOCB3xS8MBPCh74ScFTaFl7iixLPyp44CcFD/yk4IGfFDyFEvJTZEkJ+SmypMftIbKkze0psizjqOApOI2fIkvcxk+RJW7jp8gSt/FTZInb+CmyxG38FFniNn6KLHEbP0WWuI1/HNU3Np3XNzYd2jc2ndwX9ji+b2w6w29sOshvbDrNv+x1pN+YG9dvaPrbb2z64C/s8cvf2PTV39j039+Y2/Qv6HHz39h0/d/Y7A6wsdlFYGFPt4GNza4EG6vVhoAP84YGeug0cHtwpZrh8zKwlmqFyXN/eVDptnG19nnZ3h4KcHv3Z8jPUq1nhr/9pU0ah3RXt5f87c+gj6KE5hMXfOR5+PutsEK0MJw7vH1btH64Mt0l9m/xbQkBD8ku8/6zjdAxf77pKW7O3zHgbTehISPaZd7H025RP3cZSlj4RvIsn5EnscfQM3dzG6neDheMbGxY31eZUuJj3MY7FNu0U2mf8ZHleabP+mc8fVpqCI/QPIRBEJ5b659RmcV/ibWlzyj+Nutg1LdLb+E+vpeW8/WZDUgu2D2L/TN7JHXODb/NNm+DEHFbVXnEliSM0PCzTlrI4u321f6Z497eI8yJF6uqfnP69X2mSkT33V67/plalWIhlN9n4rfbiXgKdX4+aPoptf/M6ErgXHT12wKAt5EK8cIV6lyoYxlgj7nkTxyR1BmvXv0Td8BDoSnPHqe8zVvg9Oi97uPtW7IB7xPvkJeiGXb+xEdPXxiFU/YleXCdVFR1faMssl420OlFW6MyDBXoaR8/UdzbiaZIIBjqdV99QJTZPtEghg22fmOI3KJHdbnxJ77Emm/vG8e0Spvc1lBXH5+QldQf/e7HJ8R9++rAcw7veWxp7iPaGiortWjxdPmE1thWNPv2xycUf3v5iMdn6LKT2iHt+oT0ssWw8bx8lgBvnyB4DqFe992xJeAo5bOUwHVj+FS/LT1IsV7Rh7p1qXJ3JoKq63qetF8t6+tc1jvgwID5WR69LY+0nKKX53Vze+1K/yyzsBKxuYK4YFuWkTeOVMh/lnFvmyV4p3PUjROT1Gc1SFo61fJdPL4NnLTY5BW9/2rMgXzGvggl653tw/ouWpNEwZeucl3kvk2jirTT9h5dN7evmdFiWyzj11Js+Iz72vrtR6WluM16/eW8wJ8luuxgLnpk7Ut6cv928l4+KYC3B5ZSBheZqMntNdZD3FIJ7C3YhJzTJ/WAbU33739LVbx9t8SHXf/9c4PN/bpta8oDWxz7U/2TIXlbesFtcKwPt0ktlvHJtOC6c9nYnj6ZGbj9lt73RM7bRUzYXkCfD+E29fN9bvkgzH4i/YE/+aO3Qxm82Tf/XI7d+/xNQ+ElxOSfPmkrNo5orv3Jcr090cTtZX9OE22s5vvcsmXal9IkuGfX3n5rcBuSfZqUE5INTd8kHdte9u6E9Enq4ahkd2HETxLw6fAGDkx8eWLiCV3NkkrErsmiDL1oa+bx7R2nTKV95q0+vNKkds9gYgfVNW7vGU/2/mzyH58E6duursh3g/69k5NpJ4bYEq1sLQ5Gzy0tq0Z416XfumZx3wZ54uUeo6KHeKN8ssF4Yl1X09ewZo/f5nvwYPPSfBOMW0zAsmnLQrNhGq6cP0lrrLhssBufHPfb7k+cR59vbsOSrmbNlcvpy76w+Mmtv60E4cFmpXqfP9lkq3u55uhxErOpKH1S+uwa2zcwyr4D8DYvBBebleYLgsVrjpO/GwlsShMAl8/Gw9sYURsVXVPF5BYT1PHZwGDTu9Ime9/vwE7Npn7Wddv+yNuLEc4Tn+9lYxeSXo77PgtWbXwy7bMv8/Z51D5OYav15oQE3/0drODoN7/vBrHxP9hu/OwevZ0li9a7xLniLNHUKfXdgaKogDVy/+xWqdiA7sef3a23k6VzNc6ePKjf8b5LRjGDzfsjfXbVniaZ2oSzkarch9sr2vWc1s25qBjdYqfPZh4efHaXWFhvm39vX074sBkp3z8rZdaFn01EPP4sbmLK2DYd356f2qS0Kanclx8sIKjjs3mJh6CtCNPY9zppJ2rzPjPbtjX6thkVtylpDgloMAkgPluskaXYlfW+rluybwtTuH12M+yHW0DQ4mdrN7LGuEIcn61gSmHsFl6fneO3a6q4zUn5/rWJefH67EBTaWOBtl7Adcf67cgKpzgwP9ziAVaM2863Knly0lNcd8rdIDJc+7762wO2aPkV5kCXVditb2rdnad6KHT6Xe+7+W97Wd/9r89pGnFw+xQFUJxks/78q28RAaaXNu3rka9FB29HW3inMfd9OZmhJe+1C3hq5ngR2W6lDtRQ5fntr6URbxNdcRui0n05oSilt1VYUKJl0z7D8VaR8fbnhXd7VL62gttH3PKnsiPKXkax1VYJgrVo00e8V468PYHFbVCK9/EWAnQNF2sFCtaldnNY620VK0+7YXC3ScmXeqpgs1Gvfgpf5IwaMgmXtU6GQjj7WVf9lNW8DY7hkTf3Pn0YvhzYynMotLuK5s6tnOdtnqzyHxt25mTICu1q/VMVBLbAhnXwVkVEfZ9N/FzmVnX09muGM8P7whAeaaP+qV6ifNCiYkLJrdrp7QWt6iibe2J7uA2s41M1RXmihdkszLcqK2xv7aCr7EVZb/tpcEQSeZ8mWkjQxqe2C1ddu4PEP1stmFpb29A+PrVjb8trcRtV5yTMC5MGS8mtBo0qTRtXr0/J2ttNWyVu9h2+XbYtJmj9U/qmItBeSLlspXJ4C9vcr6e1lta9Hbzh1aamOZvLN105561ED+9iZuX6Kel7u4OrArDdIQQvalMktRYG4ozMLJ4/dYRUwtpoy/C11R2+/ciLpmq7ynhziwv4QLf6RRyZQ4v6VWu949vrXPWRNjN5BBQ8d9zzp24Sx+doq5b8qbOkwpfgaa/KfLuri6dQrvtoZsPeP9Wd1A/jr/EpBn36toOJbD2OCrJcZJLcSkpVnGxXXPYKVDyvberXnVwLVt9G8UVGyHaND7eYQHdgLXyVp3ZhDbAXyqoJ/cUae6urfXvTi/f7NcOyu5HX/NTnUqJtUz/zz1bP+/a9h5eGPGXyQlSVPnXBlID3oRTHVkeMs7gNKfra1rpjeA9Rd009aMu4/26UiuJTv4xzuc39zBxruTPY3ieNXSTNwv1zybbb/86fqml4SFeJnyprDNNDJ2Deq7IpkB+al8D20c7PgZg2VX2ca3E3fuzRpuT6KQan/r54qM33Huwy083xhGp7TTl27+Sa46cE3cv7Aw9xK1nHNt6WzXwPfHhDEfDkRAX5U/qOfMCGg94/pfLY0lc9OZXW200e998NhAXpU3KPPMGmZBaBW4l+UMegRHZvK+kP8nQNk7Oq8zAZ+YOFBYy9mzQgKO2j1O0mJUBGYfMML8MmPXBOxOU8lHFfpwXPWqWsCgZUGjaz8tA3wYPUGxbkRPHBguI+ja0ZtSrYhBNBWaXA092EFjQXUJJjk2VA7ZWqjmMoHrMjL7EYgnTxpu6A28vIB7SpQehoQAQ3XD1yVQ8Ewfah9P4RlUjVUrRDsIlQaJgQbd3WPqIV1DH2ShU/j0VJpd+XUwk12kf8ooYMo+uR3EIZlDf2OjHl8edbvYdp1iS56nGvYhuaPWQbv6+POAdljwUK4fqIeaT4sU8+i6ca7iEWv4cxD381QQiHLLomntk0RPSkYEcwueYo22Xexw8m5vLRIvEfLSki2LRL9LywVUO4PlonuL1OfpqE492NMStkrNgkU7TU6D0yJmwSK845mFGmIsvi2f7weBGbr0ot/pZ9Oemj6+JPXdGHilUHBrfvKDu317nMaYY12vz0Vz0ZHEVq++jPdMn26aePXi1ojdaHH9/6zEEE6V1Vb7DJ3vgl9nJrpFhlcrQzYcPHecTkpdw8hTbiR24XsAOoJDt3eR73xN4cPatVzgfn28vOCzPv5GSvQt5VgdxCG831Ea4iQm6hDXoM4EF7C+U5vU0JY57+FSNya8vlX9sqXgxqk679xE3sCE9aiIBtWnrwICZoH80kTWZs8tfHuUgseRCjsJQDW2h4z/1acIbRP0pNetjYQs7ekV3ZyZPrw5btHyUonGmmiVfCmPtyMjFB/ChK9aQHc9euQFWvHZtbpmKVuT8/PBNS70pW3gBck/pH+QoPNqznj1KWHj/24LrzeiefwKGz7bkLbnmRKGApH4EuHYQs8All1/MK52gzlONQ5l1jy8xekfGRBdOgiA3Cj4qY107zKJjxu9xH20rLAsqPGJn2Rwp7PuJlXtOildkudoanbgtD5zYtlZtHGwriRzMd5NPNHLJrrNWlqbAqkib7Imt1cwuHRv9otXnbWZp9td10gbL3K/aPFjwoedxjk3TcIryS7/PbmpfZc5OUq8lUZZLcFeh8HfZG6e6of3Up95/l274+QnZ6WNmasXyF73xMNkDH6yOUh1twphdN7WtLvo+Ptla9+kdwz1d2Ef7s+nywvTktup7fJqb8cA8JNp1/v+Tyx9/afAHg9nH6m7b4CHS1+ArMq1nt6ewyH85F5N2PAG7fKtPRal8AtjHE4prd7cC5BXNj8upRJrzgZ/JxTYBnu82x7S4L8GSrJ52fqSYUfYfiRUuCza0BzrK/p93doWuMsM//4wYhzr7N5ITJfj1DXsh6BxdXCfiwCT3G3YUCbv9z6R0keWbXGW9OAUrc3Szgjex92t0v4JWFz+aVIcpW2sQ2M6X7aJudgx7iYrkBt0XkFT4WHeIWsovaqrGka1K7kbwXm9EHPFqMUNNuDCJuS96UdyMROF9huZyzq3VjooK8+5F0WudhQDl2/xL4IKfaxe2FL6nePFYW1ZsPCpxA1/7Y5psCJ0fDZa4+K/DK/mYTtxisxPvv2huS5/lvuxawfVVUp23uLnBbfHTuGm4wdnh8Oe/d7hLTNRIX9uo2V5muDoX2XcXdhQZu9+bSz2Kmscu8z2M/kNqfzc2m0wHRJuWxed9A7YIz7/FqlSNetUcjbhNTTJP3RvnkbrkDt9c4zPM8Fj3i9kYxatL6NWFfObn9rX59rH7gRdn9zRkIbL+m6s8uTkLi9kqN4TwyZ02e7FYyXKyORHBCZma41cFIPHW2GOR4ZFNTvC8/4pvcdyckeKC0cTdO6kw77Nz1zWcJrE/PfZYay8py80haZHNrAtvLqPlzdXeCW/g09IZUHC3ng2Xy6kTVm0lUV2fOFD6eUuBig3wauwcV3K5XAzi9javWvpPbqxU+XlbwhDVc372v4FGFobLKynMt6TgSVG8WWnC22svuuNWZGltUmLY6dInb+9SHOGmEECcn5gzxdfmC2WenGG11BIM3diCu3UHMuY0mfrwFHvk5vg4N2JsTGbyMmnXti3OZuL1MfTqdXc8vyn59i/sZNF3l0u9Z3NLgUTWyu7uaODv0/jeDvbLX/VsjC4m8u7TB7XmRmNxc3Tpzur1LzIO4wNlnPH9r5gdmXefiDtc119skMDYzObBdS8hx956DNzxCJ7f4eP4sNese+i4XDzu4hdCKPFfPOzjpzXaJa/h9eGYPdPfOg2eMy8futQdPNhPq01m8+cRjVvQDt2h93NcTCQfi7vEHp+CKMH71BOx0Du5avMOrrSTm46VkJOl3rd6C8NFUhbJ5EcJtdmcsXK0LhVNv0Z0Or6Eycue2AOPD2xwQ4ZUI8uOYCLfJ++KxrA6Lzgs1NM5DHvdl2g9h5bQ5NcLT1ebhj7GjsM1yumvMMfU9TQq+IFj8IbvaOdvr0HY7SbjdeUaQ1X2yK566gh9dSrhfNTbMKPPZPCzBgyq4untewjvpxyGPzCvZNeabE5fX3TsTbpE+dWmb1ya82kol192bU5xilu6c1M19PXbNkQ909fjsHq9RYb15gsKplNT1UAZQ8/1rk0UDuvzFWhRu8VTTC/g6kYKDjVasylfjUvFE0k3c3v08vxPy2x4OrAaocL03cTdM7TMeZO7pGoFzv4+nqQar/tV4Fd76IDDbjFq7x49d17kYu4rbG8UUaTxTbDGxhQBVr8jiDwu35UEJefeThdskzsrJ/Wfrc5pk45ueyWJLKx7Iy+w2tnAbiS8989f1FqwpbAjblHsPLkGFSnH3zu0Es7H7G7t47cLtWvzbX7x5xe2NIqCD2yviYfbw7bI8do9fuAWJbBBsnsBdwa9qcOQhfFEKePNMvnyzFgZbJMH+wGZFDM/2ounPLtbF4lRlZXEbv3O9z5MqVeabAzI40gam7o7J8GBvVIlusEx8eZ8+WECgkfQ1Xu4KuT09s/o0w0e3E6Xd11ncXqhL2Nafud64d18LrPbQcAvXNH2udtLwak8/O082L/n4DbfRWd/PYksNL/YYGDFXG2t4JgWQdttrcbscQhe4feW+ZiHSt7CA61nts8WVhd/ctsE2jmrRbzyx738fbhGIwunVtRtu3yx/azX57iwY7CCeyeoJDh9Uc/vhdsuyTw9wiwqYrlZvcXi3hVKIuxc5vNnsn8vuXS6eeueLgPva0bkNh2TiNg90uI1MZH02z3Q4f2xEcVuxZg8Q4WhRyu69Drd5QYuf1au9a6XSrxJ3b3dx+85sSSJu40+5eSC733eP+M7SprExuFnKg231yhYS2Nam+cEWExAzrcb08G6Tv37VYmQPJ2dd2m58L84XN7nNTGVie0J8tqt9PrhYMMr3udrti9srRYITd/5L4jrnNkSRr1hM+0XtjdKLuXj8wynRK33vCQCPyNb8aoh/8v1bIx9/3XsLwO2r0rJz7UXQWZXZm6O/S11bnbO/uA0Sbe9pALef2lrceyB0reLYTdl7JnQt49inBdssnfOD7RsgvlpbL8BtvaOgY23VAC82zLPsXFs7OGfLwrnHGc7tExhkXJYOEWAqGBhj14YScArvdXeYaewy283tyRFzrI0p4DZQKsOxNrLorB9t9mfmWBtfiNsb1apzSv2uyQcpg7I30IB3G8jztTfcEI+afNWg4wr3z1ULQdYoa98OcLXZn4zL2ucDXijXvfa+IOIU4vp5is1M6T4+u0pz6y8iHjwPdvcigdkEq2+NECnk/GCLCPS+Lu1M4Cxeydqu7U/g9rI2PcClXUpn7WvvU/XjKeSeLwhr4qSl59p2BW5rQ82ea5sWeC82OXZv62I/w+M9eKYEaG/3Am9ocK+9PQyctBfXubaTgRd7o4jfqjpi5fnCZsRTLbW9LQ3cnqvStmsbGzhqCdZR3vUmp/jyzLy6dMMBR5v82947B2yPNfDA11474vY+2WQEz2PGyEOLtJHK3rIHbgu8rpu2tPiBd5v8GaTWlkDi7CdE5zYtzc8k+RwY99ZC3ZMA2iFYWxGJsy0ozOXG+3B7E4Iuc+loBLdPUxsEawckcQoF8t4xCZ7snSJ/CtcqfWKb+0ve+i6Bo43xfJtrmya4hSeaTSo1AApuJreYILW93VMn+2BzP5HL2h4KjoRXb87STgpO5RZLVbjNSuE+T8++IljbUsEt9tTcuXSxAtdKizBvemXTUrxPT2kIH9DaDAtO7XXve/MsuFYNfW+2JW6XwIhf0cSGO2inUtU+yrQ37YLbY6A2bWvyBbc3h9mTnmCtvr82EBFce68w+zuEDWzmb73F4MMCI7Yl1l5k4vZKMTQa7xWFyOR9zO9/6WkGb9Q3lL0HGrzaGFGurWWa8NAiTPgO98jAUIuz910TD5Tr7n3a4HaXIuv+SmLDLvI+D5Efmcm13xvcVp7KZK794eA2JoTa9n5ycBsPkYyKUzV93wTm4Lq3pbNBmjRA1xu+tLGDW9ynHWfa3tms5NMDPIea9254YHsgWS/y0j0Pjlaq7c32hNFdRHFbD6br5hbYau5cevaBbWLT1Lm2+INnStOd22CYrodTq1L2VoHwZHOObsLSWhAem+SDWytC8aQHCkfic9+zYBFBHntHw052CoFS3Dsgwm3GDmRR6Jhod9LnMc9aKaJeOynCbRRnfN46L8LbGK3tjRqFqaD3w2PUdoxz6kFy3Rs+wql6YRtt6Q8pbKMkL+zaThJuI29mkSmORODmNvvrcpa2lPCE6K/vbSzhFurW+WcDlcb3+e2do+B2a4cJD/ajWPOu7TM7yTWb/YkW1nab4lGbJ2B0jZPaT9WQtjbthHcUcmlv8glvNk1GP7tN/fev7b79UPZmoXDKjcgBrc1F4QworWy9SIXtenWVTWHxcznIQOre0bQrqSdZ7tYBFU4dfnSOPnfes07lpoaotZMqPFAxnfbOq50kYNcUu3VqFbdXSldPvVlIHix0lwiVsnd8hducWfgi1g6x8HZdRc+wsCF8Pyt4YLG1dZqF2/dJkdHWmRZekIK0vZNt9+QjJcBwUnH9/l0WXjHRLP1wobaupTxta58Ltzme0pmt3a5z+9fX5BSfTB4j7+DethceWKrmvc2vfcgKvZgi5AYQ7vOwHrNAaeztguHDosC0NReGdoqf096LWDyNQGoYbsO7R0zKhGaK1baexnCqYPX9LD2Q4YWUqh9fqA6pkxvQjvDaS7krRUryR9xmmTinAh40q7/Zk7nN2gk41XB579UM77X52W150Mt9tH0OzCdrw2ewzfadqRnrAGrKx+QWb6gSYm0cLc6L3ye/16okSCnd9PPbGrp5ANdZcpAX3xtTwzvClyJe7B2aj1ZiXFXjrA2uxYvCIXG7Uc/xNqmp4oFG2ZJh3Tyhit8baMNtildohGUBY6n/3qSUNGHy0odb2G4PO8JgG8c8buzUp4WLpTZeBu0q91nsgQ+9UkuXb3hGE1jFbcLq87OisNBvztIsHMxwnp0XGwPnKILpQ/IXmRrunOeIj2zH79nSixxso/k8O0H3c3TBe6HsLc3hNmSidIKHXmeYZjzGrM1DtUbv92wb2c0mT712TO8kSO3WMNlmyeTbnPvlQBBz3zuvw6mW4s5jrFCv4YvGTvadYHjv4C4+NHI4t5GjTU7VMdkSOsGPVOPNbclRyt4g3h4Z6THeliyDBp7V5LbWiqHsjebFbU6L/nNjYAyf3CIUBRE0rEf5MCZn30Z/d2lkD7egTTEyhg42XfllkiEd+CGJ+3gGs1vD+IeZw5hh0cyOzkPx/fDwHp5UhgN+sgeGLcotfoHY4+T75Gwr89bk8do1waPNDGSXsH7oM5IkNVq1LANH+xJ9TIenlG/+5CBImcbsVyM/ovocjwpEj6m/7k7wgh61iNv0NfL9d5ONRMQDuauCuz488rpOfucsSI3OZXPuUpm0myMyTH7+xw4K3ilWv8SRvPncQ3LUxrkh/LhEgQuypT45LgmTo9BiWwUjChLQ92ki4nU/z+MqBQ92e4pfjn1GPsc0auqTCs3wrXgyHyRN+Y1Z3ILfa/4qauSHcukYWpSe5mWS8sO6wvmTKTFukSSjHz4XFC/XiZGb6de2x4NKuLCnKYxfgg+uTfoo7KDg2d5Ej7PhJSkFltvrWdWVHG1YYmXZYqRyn8YGMG1/5/ZaWYmjnJi85t7v44Mtp1gdY5cR8dC6OcLjIv6YXFkIzNJGt57b1+4vP5PRVvoUF40nQUNu1GIuohm5a1CZNLm97Vwb3J5+iA9PKGAmvxM6JEcvW2c3cRs/5ossjZTC71xfsyw4b3v306QU7wFHu3Cx+Z99TLTEUUTnye1lqZNrsckjlxY8+aK8IdIdg+2TXF5zra6c6dDNLOwD1vnMtQFemAVyeT234PzWNnlr84WidN1mkC5s72L0zAcp05ZUr5rLa9EFl52NX42tmmeFpXF7IqqByuWx6ALbR36xNQu2NZ+HIUqPFoSkcC3n2+RoffSVl9fSC25jtwYdzEHy3Poha8py0/lj6QUvyUM6uAV9+eaEGOT2MjUp9fLlALyQhXL+pKnIjtrdIaeAm4jF2X4zyY5evrrP+fUGgzfEZMW5/S2/TrKjdhuYyjMS8Gv4qwYvtiKMk99prcpyFnNFcfv/Rf8QK9uho13+u24vsU5ytGs7BMpglCYmB6EXPL1WYuJJxoDO7fssk8s/o4n3hE/Y5Jm60ST+WI/Bbb5uuguUmHCiyVkTN+ePJZk9GwLhwSIHjnD+mryjvvfz24okhPt4vB+DX89jVQbHr8R/FuKJ68a2sNXmr3wt7yQbaVO7O2TB5JIS5xBO2jQN7Q/ieXndH2JtqtvU9BxfbzO4TK+aOLW/HtBUaXRVhGb88TyD2zFKusDJWrTJ2bUlCsxsQLThiS04Ais/z+ORBg+1q6oKvxUqaP33IvcamHDBH4+0rsQptabiFgsUTw4Zt3BBCTV8WFro9+G2sEk3fpJ+FYOMoVIX7FlswJ0/C5FuHMP57bUGDij5qrCtxWYOn7xp8UE2vFZrjtnNnRz7wMkrG+JJvFKucp+mULh2iT/WbPDsyXr5h/Y075k0StqxyOF1ZhO3KDP6aZBU+ZqRtGn3ZElWRdjwfABp02G/0S/zcXKDNwR+9mtxhbmXemRNs/Y3cCl9UpAVla7FOsW5xcrlPjxijJbEW38+RFzx7AEO509ukrwpq/4oXlFXtsk7de/+dx8/OLjNyZH1uuxQcZya3D6fVP38WFN4tqSqph1TEfEnmVn5zBiuxcmbeeaJxGnSDnW6Xvs4OwNhL6vljBeNBUSepCFBOqqUF0mFF+78Jo6/lh//2M3BbXTUQ8S9JrBhMLldGK8v/DacA/uRGJf4U2VzLqoAV3Y2d5oUbveFpY/b3JQ5ggQpHy8/Hk2cL3HImQYSkM6f9GmVcoqHCY8ICcvkibDez/9Y1onb72HRDMeRQTcGm1S7MSyOk7aQun/hRZJ5pmzwk4XFPdV+DLMejjk5zZWY3FOHttGxnH3SsLJPDdKq4KRz2atcJrdnH4efv9T7GyRperGx7PxJ2yppih5D3B7B5R9V0cNszG6ysL3Tttincpf9PPaepHgfTxYx+/GB2o04ufIafhseDz046VO2W5OKIoYPyEXrGCx2xJ/8L1lTOZCAe1OhAJikKXXa4habuS4KbufGalT8SQuTNSWz5qe3G9s994aDKrkVP/624gNnuzusm5OKyUO+T8++F9MVjrlPGlk8quomef2Dj3Q4qGKVmcTZB/K4kWxq8gQq/Ekvkza1WYDYKHn+zBdY5E2Jk6v4Y+knbneHhbMsc3HEnRzXIaYfnIPIg9zXY099tMmfdDQeqgRETbzK3nPyZpMd0x5OQ0+aGh6V2oDnrrygcxuwsPyB26BTrvt4chK6D/W1DITb35KmRg5EEq3DVQnCogNX2yevXRQzM1uB65jpaDxUSw4sIjAmivPNwe8uYtoLffwF4fg26E0jqA7Nl+Y4qJYRNQCU118Qjn1mmLzgyyeueupS/SJJvnkIgYcqxm9+NY8fIdzC3kbkhb1RKzPVU7QhX4off/sUglFW+1+V6cCN7SNXNCmT2juZLu4SGfGefGFE1hTJaxdn9p6nT4TSUihgk/Qk38mm2t1h7QxHUHmfh5uj6S2/vobds6lURYnbo4w3J+2sD5eJNJX5nWulI+UftrNPsp5EqN2d4teTyGy1yTtLaeePQaI4wnPHeHWkiQta2CFOWV69MXtKRtPrmgi269KOttyZeiv3yUOTXTD8cVMUt9CZtTM8a1EPl4cM5cZwdpHm+TUHqXQXe9lnJ6B4gQjrPdk5xfrwbG/F5I/9Ype3qs8dJC8JdCfmC2aRjFss4/Z9GhsalfWTu+y9oUCqz25O958V7NX1lYtSfUUbNLjI3jsKZPRKJjYTttGr3jxj/tLFHxtH53bTys39e8BClfkwC9sMn33syrKI0L4ntrDPxoSsVe2diuKFvztx5bn54Y/po3j3kYWcKXq9iUkI6J5RVJrn7ilpNLxg/fjHJBIeBqlycRJP/pWT/yITz3nCaxIpjiVhdZ7rGDe350+JAtweQvIZJcshQhUn8Hvfg7wVG9RJuNV5a7redA2v4fWaFI/ayQXHywdRklAokC9hW1JEj5jgFKH4pTwOlPBGraZfCtl7/2RJK9nvjn6ex5kSnodvxsNt6eChSJZsCruPjGerPZF0n8eunRyD+LOnQp6IOtUsjpNTntgWj6qnwLL12Toh72OfDCOdPFu7e7TDbbjknYNjIOO7J861L+Z8PNyCUAXg8mYNqdznoeyY1xtz1mdXhYSN3Z7iPDGtj8nZjh/OH0vMrsxMkyJD7qxpzN9V/qSlCr+LilsMjie3eVGpLdmw3rsq5FQI7JI4a/dyc4yRdP7xemh2kieVMEY4tvneZw05w89ub07w+YFUiM2i2Q+/HTe7Mh4RE94s8y5e5MnTVdCJwR/HTfE0pDuHE7n4TcaMyIYuP320pa/P2PCiBD742VQhJWH3ZvjpbUSdW5tKPWB9aby/Bp3iwXVamIANt2cAJzzjL2G+2XEfntiumvzZVSFlEMnLituiOXr4RmrA59TYX59PsMW8o/vVFAaoPDliOaIx+aRe/TmNza4qNXU+o0lW9HZzWOPgh4r0NU0e7TbEyZ9dlSzLM9Uw4DGG8YrzIPG4ztNeX1DxoCkeTOicJsY7mSAQ41M+pfvwYrFQ9OMfI1G4Bb29OW+55fmdq1GEP6z2GozC7Q6SaIEXm298acEi2gIIguHteJbLdk/a5MzweXK26aKfvxHS3MdX7m37XCfLX1YuUZykqN8elrkkV67P7WGZG2QDJ64SSXF9fc9jeW4/69aqKR+eqKwvkx8eLqvWOJQB2l4e8TLmq4yyw58Ki1QCnfZ5N/FitbtZ/aWakpzJ0/Muv58Ei1T8Yurn04KnKwYfdhKbIvd1UkHU++eLZjVqd59AUANDGf3lFqXmfcDQIrVqNt9GIxapZX7+ZCfnrUdwPZTr3ca6pN0d/Cz3sRRuj6r4WI3lVb2Pt7hBoqZtrE4q228s8hnzc57CF3jRHsM+F+AOq9zkNtNA7VHNq1EVgtNBkqp8pjE5xpIq+EyTrDc7GTrnF146k+MNntNnGma9aQ+qOK90+ni4jUXt+kz+at2SPKpbIoik0hntUuGJ2aibvDl7ct/AhXWljWTjGwDBKaf0+MrG75lNY72Z9AS3sIvlpj2e4fEV8k2P3lhWYhZTP1Edy0q6/3xiRlaV1aYlD7uGPZDrvkoKcEreQ1ItKlMq/RPZwvEhK84viuUmD6NcM8B/A2qWj1QnesBOsdaDcV/Mn3hd68fgy/t1PQBPlIb7+qFRdTO5fQzKTG7rDdaJdm3xu5iRPa7nUDBhKnP7J0mvoP2Zba3E8tEeVfdFjk05M1kM1/z2WaOpy8lMha1rPTj+DHNtaBfmMWySmdM114DvGpN/zPIh7ytV4d7vpepFVDA5XrklfRbCXFssV/KFc7Wl7XOe0qoCpm0B7u1JJJnYFvIy4NVJteyvyG4nx+lq8jd7wIIwXWkmV+xFK77bLZ7vJMebnNCSkDfyk/zgFRjU1nuyhHHh4fjC1E9yhVdp0Fvqk7yBk2HuzqtWeM7t6db6yQ3xAtt/aTHJN39dz+XYWixd7ZOT4kPApKruqS1WfuTfPPXEXsGcN5Bn2HLh+tkzZ3yWRV139sQc3O5g88wctT7zXY4q40+euHwTf4wGJCU80YlhSb+Pr2rA9LMnHFn7hTz8NG/eUq0/ruRpy4oW8r7KRK2cpyHfdClDGb545WdPu7LGszEozHQsLo3OGSqTZ83XbK9aeWSVMKlRWLvafbzdBe1rb9lkFnP2ms5s8puthtvafJ7f1lpzkcxIz3jk53nS4EwYnf33nz2bromkaydG0Yrmaec2JA4lItYsPhNSrNr1IxpCYHf/LPZlL98MeDcJmPCy2gjsmxBMjyQuhStyvjRxHyVG3xN59zhYt+Uma5xtDwWODbnvZVDrme/zFDUn2zdomPKH3Onh6tJ2n56AYh7/bgypeUaN2kle95cUamT9WmJjWzJd96+yCX3M4999rSidipcNaXfMAwPH2gFaN83UIyPfW5Dv3puaYaCN8i28kea6Dm6v/Tz+3fJjHVbH1dJn6xBuz7D41qGdPvk7QjQXoyb6bcuSqLD77hif8IjhwY1K+8+OKOuwqKz+vuNK0Inhim8wR7lMTs7mdbg+G7oEtSlJ2bltGLPgGhrLtMEc72oagmNc7utnQzpK8amkVJbEwHteidvnNO4N73sjnFB9hO9uugL4IKkzm+/9LnHwvhRt3Jv492Y9C4TRvqUA0CkFoXQgplnY7MsPqcy3UgOWK/aohlcs2BjiIzirG/syZuXAW+HAaogd9PoplGBVZfcyed2GRfv3e9lU613HXp+BL3QNSuJvZR7wJG9QlYXYe9Du06DJCfFTXUKDCLsHyc/DsOcrAjibKPFTvOJO0l7ItBbH0AzCnuAspolYEebJba5QReVWfKOuD+44stXwwJF/+/EUMtT7/PS769/aIZyn7Wl1P89ga/8+T5IP26c0CedpCwJi/pQ+wWP1shnEq2WuG+nuYDc6XJ/KqqjGO7KFWgu3hG1muOu5SGdP3nAL9UKstyxMFtaXRMFZ4q65/KRbg82r1f/sW46GtXVuqmfdqtqinEBrm7zn4gtNtWWY1T1rNR2m14z0+ceL8tqsWRKPfp1rsZ7aL8jIfS/6U6cFNfhT8aC61U1O6XL+Fhtik33RD+JnL1qE1xG8sDLiTNcntuVinXWYb6kk7tn2tHR7aN1Y7rkm48kqv6itEhNXbQvLgh/vkSntEexNCF4/ySahLxfgNoGHb/1oVMWN10ms9alwe4QqNXI/sUmRi5ZZFPvkJ6Lqbdqscq0IJuPNmzLPW80tvtx2BWPW9D6JCHy52bL0WtyRpZ50jh1f/9YG49edWKp9So/hQfGTeBszEMSve/ie4lbZHDWLSKrJvoZNIh56wSk6aZ+C6qjKgdY+ZdlqU0BAJD7Ild+nx8hlVk4/xeDYe9sIUa9PTTncHmHxWnmb4qcJTNRWDwbGey07duDYNHmtPB/tdXMbCWR2tdXKq73ApUzHVotPewF7iMWPH/jLXzcPSIY+tf5RTd0kL94EA3B7itcUGMiVZnJEVj1/hAruK67SfcSlY+bCsBVvQTtSmw5C7QKybIU23YT8xgdtB7J2BmN9jkdBGepHl4EPuUXBKqJfZBzCVUWnYPslvijAhpx2JPEjBsHnH58TP41FUvE+e0sKyXetCYb+ZHvGR5sio/9LKzh2X9mFuia3ABN74F37gmv5UNWka2XU5+XmqZT20dBg6p+9rGqV3MjkPI88BToqyZ6cPSNp1lZBj0zOg+s7VgEQPMgHHT6okrmPR+NWr4+QKChC9HcKt7g4xf/w4gZIm1ApyFqEQrxd2ASn2M0FUvZWe5CPV3qlk99HN4XpflBuYtdZYaLekyJK6gjw96+TU1SQ20evhYm6PS29ylRkX8PDc7iKdT96MMzVmyvuN/0YdvnUVvjx9i215/zICud5HnUarviNm/sRs8GLFpqq1pitKcAxuTZg08Rhim+Tge4C2ccxVdO4tPcsQ61Nc4f5faJj1Eejh0273dsp6SPauQ+nMXXpHwEg7u1Y/sWPYBAetWwTT+jIJ8+YC7vg8RUe4uqO7LiIx3qXRcEzKdGfXdgoM3t5DexCSLh9WtEFj6zaPPQNSiOqInoTWuL4flWlHVZdZlBLxd78MjFJ8vELf/oypAjZ5J0YxJesVUfxBuDh4Wod97PLR+VF78W3m9oUbvdQqjUWnSPe2L05NskqxvIWlMyTv9JX8ZHC5ElCGzhOhj4HbRJanOXd70eK25q7hy5ylq/awNkUujjIxy4nv03R6xbytJgVZ9opk9t8pOL4TRmMVTyW764Apj7GFwbiOef+UR5jCt+bDM1WoTLe79pQR9VcU3opvn/XRwWNxbu93mT/NtE03J5g8fMgypszCj4WblC0ia+xeGf7s7uGO/brxhY0xSmmfqXdQe5d8rvbpOA4udfhTg1JPTTrzdHQjfJRmmPZbk/ock4+zpel8KAym02wjjN76e5jsQrcsWbvngOlsNNCkzl1JEnuWv0I6PFgp54ruuAebXJ6eJbj2CbEDyofyVff1fyyWm9KOVYpJmZ0gdX6dSmTspkCYKluD2U4b+U2rIDn7nYbq7kAHukdic3HpEDe6VGFNjWrP9Oc0KOke+n6mB1ghm5PZUzThBrmvpF4lEhlM02QCb8XzW7eC0H9g1nbw+16pw1rUG+qED8WDrib21MZzqcb7uRtupGsFhHYnqNbSx9LCezNteoE21TQ52nICiXVPm7OFLiVE6CNaXARS3+5bDo34wtczKM7424+GbiVszXvBhfULM0ZRbtLtZePD0eQXZl2Cik/b7KHd85Q0K+Pnwc+49y1j/9Hw2fcpjtdD/WIl3d7hWPIVuvuL9LkJ+7zMGX13SNoYfuC9AxflxIwZr7TXeTxOoEXdfoBX93Hbyie4fnjmAJPfP6XO6xYCJT7w70YY3VegQc51+0GLg0T8NEk40ShMKa/EnxQynHtRjDwbs+EVQ3GMUMz4OSsycpuNNNk9q21+epLIxy88KeSZiZ8mrz4j13cbZraEIzc3AyH7a/44OjPb/HOgTNyydBk8doRx8sjinc5c4vLi0C2wYtjD7h7qSgKlmtOYsK2iCUvt/oBwZtsZn42/6CmdgZud1lVz34/WfJ+rs5f/YngCX9R9z9Sd9f08JC/PkfwiM1J/dl8kZraHxRl+Bt1cnHM85Dja+48t/guwWmBWt0HKodS5xMnhvQWCat/U1NfBAzKdh8ouP0UVdQggLJ5Zr5pfDJBit7VTwqePeuCvipc/nEKY3L7saWC42FWr9fZCsafuZwlusn7OYjGq3zKV3es5i0URnHXLCaH+ULBc5omXo/7Frx5zc9q1gXGdo6lNkI1O/tzmulzsnp+NblQa6R167DQ07g5Yvi2W4rBI4aOabcgE7cHJbs7UiS5pPv89D7oabc4a5f2DIss/9i5azGWh0d/gItVGty+dykkV2s1cfX4cic2NURxjCFE/Ti3wW0ipImLG71Fb6knTifNazOAA6MpY9Wy+sjB7bdKuYOG0ic2aED0WXc3uobHM25Wzu3ax/xIvHFq+bjawekA2fpujge32CaSVmi4s173x0murtVp1veY7DU1gPCCVnSndF28rycThabdrA9OlCOft8X0r8m0mUU6eNwdO8FYLl1j9w5seDPb0kaujTSRugf7hMjKn+BiTQhXZnJ3MmyyYJ5fMmUKIc95LckqaWx+iFBsY+U/WNkJ8vIP51mWSKvbIpw3MabdnREeh/tIoUuusi9yjvVRS7v3Y8MkmQHTuY3U9y2L1DL4I1w8JOG0u73K7jkpbo+qu+ckUdBzHiZIORC+jpbgUocbDaKxoxfVw6M/wcUYE07dYK+7wab4LFNBRd5anZ9JdHeiuht1tku2WbIZd/V6moMOG7dNz3Dx+wQz/NSPbyjcotGr+ekH2eX7NNgNhb77jzbZEnc5V8uvtNQrPTz4U1z8TZu6YKin2eaHCk/2tJofbxN5uu7zIwdh9lx9VeH0mJz2rP26fMrGaJif4raqj20rnK13P/tt8grl/mloQXSa2nMWuue4E+1jFQum+3Zwjseev+HwMPwRLla0bXhFVnCn28e5Fm6XorhQRg5q1O48YvD+ccaFsx0V3LrWrr4r3hVPbty2Ouw2DH/Vo3l35IXbohlrAnEyaBM3vMPybvgLp9SWRULHG01bspPbB5Sv3TgYzpKIV2f1HxYPUR6VcBubn/OQj4h19zGGB3sql7st2+X7UtK5CtoXN+SG8e7wuXk1VRaPbnGGxYhG/8k71Rx9N2eG1y7xnTyeg+vqhVvTM1ytn+FqEDJ2q2h4pqOjW0hbsNTu0+D60cfuOA0PfGRugG3nSx7kiKsR+2Zo3bDRje4Uvfhfg2mn7DbXPWL+MLEFBKXt7tpgBEDDzbsx5xz3WVAStLq7dMNt7Gy6yMXVG54liH5MwH1qxum2e/eZxTO8ydC2yvwRi/FkZ79uTqKh79bjTW1GmvtcL1blcMp69GuzfOzmeUiZVWXYVif0JodaXi93Trfvoj7cPh89wsVRHU7agc9zNWaH0+g1uzE71ibPeewnSge1GrzDcZdkGYkhfM6j3L8LM6O4+8S3oUz27Vv/+M2LB9XawyPFnmnyEbNEX6tvfVMnk6Euc5g7sQ0/Hh79KS6++PAy3F97sdEXptOwm/HTCe05nF4k7ePGD9dH4Gb/NHWbd5/9gvrwO1MCD6rZWFsDNMxf0dA4z1QalMntTsVP5wGwfSqpz0YFIcyvBBz8CS4NDOAkT/QmLA0Pmqxci6p68ECrqT/nocY5x72hApxhiRACr7Y6W2jAKVLMfW/MAKerevu0d2i4s1ZGZHE2ded5kvSxsx3E0yWiqeVKVZs2NZUIfU40aNOGP8K32QS42gfEym3tWQEvtHNN4uy8zkdOcszGjrq3voDbx6q+a9gFWgh0X33yr2HpqwENLUpQuvbhaJik2nMI3lejY2k48WDiaj9bOw94t0dSvVsIGtJyH89mwvAuJXe3EDDWZeHTXKR5Qxc5hMk2UhZDzgt2uX7806Skydt0SDyCWyXe/vnh0Z/g0gQFjs/Y9bP1TBGmXacfbv/3Nk9DXox1/taSBdwRUkZv4WJryvhwXpa6t3aBN7Uq3FvBNO8X45RI/DmLRVb6ptZGM01/ypZx3ghmuLzk5kE2t2vDmibvUd9wXhvfwO1z9+ZkUa1SfZrpasmszhRL/xywLflUAchTsM/dJ2zMRK+iR7i24YHj4J7r3s4HXsksFufUId3HY3096t4WCI6aW83D1BDTk4ziQYLJtesQOBZPdK1dipreRr3GfEZhmpY09agpKtFbmx3BlfPy4+ky4/EunIKKuDdSgrPEuMbeeAnOMDYbO4Wg+hXnuFOXsTd2gmfMDZs3gqI26L4eLIb1EJcGUfDozXnuXlJCCPO9TxUX9ZwCq+m8t6lqjDxUWDq3K58ZRnEGmb3dFdwiWO1wrd2xxNn7dG4xU37Og/9IjHvzLbhKQWevLpxhbkzHzLb38ILTQavkvRcYPNqD6t4jjILY5zyB+CvvPcWaTDF7mX3PuPz44ODPb+lMBkdOxnS6NjiDt1K8cZZaRsf7NBZJ54mfPmlNFpexq+eVfPq9UhOOT5fe4rcLGzhlN0hcm7bBbR7xVli0E83lOU3oQVZAa++3hmelK7SJ+SxmHw8Owx/h0lquKWCwEX7srejg9OxVayuygWM856n4j4y91V1T/BK8Ux/epHGmGOEp+zNcWubByVb1vcEeONqj0rfZfZl5nya4C8vav691GVMhqlS/P7Yd2s3tTfv2AYTbiKoajrWfoDjBdRZncHjOY++Q9JtLW0Iw5a16v9mAvoMNcZ/C1uaGTeaXuETtTRLFn8Mt1A3PaXDnH37402uxdVlNpbs3I502x80b78jP1rMRTjM/Ypa19yPcXsesV4e9g1Ce8zT6OpSftYUkmE0FdTO7uHqXxzt3kc/aoRJug5WK+deOlnDqUjQa0Wu5juc82C3MjpZPZ0w4E5FeZbS5Y2YZbYHE/p8e4tJ5E85Xy7CwduqEd7VyB+O89Jym0cxj7H1Amzw3m6pw6e/UefVvbl/Q7D/69BOF27Wri/HSfhRMBTFLJRI4XOR9GlL64dqbm8JxGueukTeyGdIDRjghXdmbpDaWuKR749ZrFdwJivzwMqaWHE6AF8resRVuB6vBCtmzcf8oUmAe030PR/Zbxm9/tWA2Mn6/SNoZpd9+LMKI4S2bt5vGOdt9c5Z7HJXDuX57VlTKZdUR7o8cmZdKuPY3BHV9kIHP/qZhY+W9TbcXNmr9dL/47wuO309TILx9J1GdDkr8fm5wzwTAebT3aWxp7C0wt8+WNGNUmdz++avnmsw99lFEgbAS0fuoQ7lgjyF9Bi8qHNw2bB8DaaM9I9VtzNS2S23foVf5HpVM7iM4z/9SJfU+4PNSj5C/84a2q2uK3/knyhEj/jZfRekfvpMeneqj9v73yZMMbND27TbXRhVAsHTYp2xi5V5mC9Nl5mfpUFXGukcKcllQ2mAPOPDeSBJj7oELmgpbwPvxDVPP5zy2rA7jGwBFyid6b984ioqW4ZHkFo+xlrERo37jN3J21d+0LQ4MFIW1sYWSfKcWypVv1EnSOkg7vEeveFddcqXfo2CKTGVG8omaKYBtMt3co2/WW76dsgfx7BBmdVbbg/4gL6rZCnRZO7AOCqoC3dcgQUvWXr5rFgSnXc4Q29JHxo91LmXeFRScTonxs+KC5yRJ6rZy665312eyrv/gVD36is4GQy8gFA9uyL6tI7uMOHzts65H4UNWTfuytqvFobZkt1UwvMnmZ19Nw2ucq+N3US6TZZnLb2t4cBp3R843FQCnKiV9Mgrw4IZiWwai61ZJRrGlMeBDYf2eDunTdrPs2RNwvbT7tSVh4EVlXVsuB4zqon1yP3KOxmfqk0OC0wxjfHJRSqknSca23JVS8EFdLLYUGFwa3E8mTTx7p9EmNXZ/zmN3cKbS3nwcHHPd9MnrwYu7Oa3pQXDWnvKWTAQnb3m8JSXhtO5On+QmGw6Xm85tydCu8j0JjracKrx7peCWm4XbvSzlk8uF41FePzlheJmtUtfcMtx+VayfXDQ8+qy9prS1X9LSb5lx2YIXKXC2TLpswbNc1baMPLxreNzS+l3F6mpmtu0CwLk912c3AS6bsc+mhHjQDNeVb+v5OU/yrtDb5kaX4YWUM9seCTy4X/2216LdpBjyZ2sG3C/Vz2wbPPDWZQiwbRTBa9MidttY6tobVG5l26BSG0oXBG/7XPwHgqb62ReDW3Ch1nPr/hqm7Lyb/bNPB7d1Y+yffT14r2rLu+0PwuklV/ZdRrDanuxbkrKCjypS2nY24ckNZLcd0u7pt3h9dlThoUkYse3MYil/Say2bfCCbUAfviHcKFvPD8/KLGwbxXAm9+uz3wxvquvatq1lZH9FFVSs29zwLKeibbccnGxd1D6b7vBY6rfRozh9qMZns1/POerN3IoG4NMCZisyaL72y32vVQB7E5m94gFeZD69F0jAc5HB3lZnAbe4Vz9rLdeAW3AyvuUd7vOvrh1bmUjT7Otv8lpuAkc2mD7lKXD7mq5vmQvcRvqWP8UycBu8s5/Hljvt+V22tPCekUvNTVMbKA13W+kOHDug9KkAgqMb+1YM6etD1v+pPGoul1bZylrBBKcsLH8qnuCe79kKp8BkW8an/gqehxxRt3ItePJ2G1vZl7ehVWnDXTkGCl5rshaZsY1/JWnmtlo1be8HbWVvNW9wFGzlZ6+RU/+Gro2lrdYOXuxqx6dmD84ypn5q/OApeR+8tVYQjlFa/9QcwkO8SxSzqhUd41OcP5WLYBuCr7rXP4K7z9lbGSW8SYO0VV2CbZXEN7UVb8Jlo7MVgEJzuDsHvvWicLryfBoQigctcrbyVRphXNIlbtWu4CGHtK1oFmwfR46f0ls4Koi0V+qCa1DH8K3eF57d0HyrG4bblY+21xmLU/pz7fXK4kEOwmvZc9PclJRzWqqkhe37CZ82gOKzXHQp2RZGEuSV6Og+yoOphNsrv8Xxmrv2CnLxbLd47IXo4nZMyXvhujhtleJeAC9u4zZ5hrWQHm5Tqcr71sJ78d7Vr2wt4Bdv3uxm0QEIy2Nklw2IlzSmLOGRH4jnqBqZVcYgzmeRd9mDuL1HMe/qiaZ4oXnh/aLCEKc3Wt9VG+I4Zqdd/CFuX/jsyPeISMTdNHrVnAjjM1M24Yowr2PZdS7ito589TLXlRY+W+A9Ohpxi9bCR48DD5dvcq36HXFesPqz6YDEqZfKu55InP3MsuuPxGn4MXYRkzitAOsuehJPWdYsq3hKPCZvBfZqsISRkH4kW01dcKbUdZF+ifcpb1ykYuKtlSnxeiRn4nbJ6qW1SNfE7ZGOT6878RzVhGNVzInjxlZ3hZ148B25VakHZ+Mg9F3wJz6q6joXfaBwd5HHKjN0nrWlBe/T8F28JXkVrnJF8epyi1X2KM6I+5FPiuMbX3e5pTj97tqu2hR3N7tV5Am22VXir1UsKo5Gre6iU/EeXJe4iFTF7Z6UumldhbUk3aWx4ize2i6xFU9F9vmrVFc8ZteiLtJecQuFr49CuKm/Ek1KNqGxsE3qte+6ZHF7oXPb9c3itaoZ5SKHFi5ZH9YiqhZmGK+7ONv5bL1HU90+rvvHIrsN1y7yFg+XNltXsTgcH60ad3F58wVSmmLx/Ma1qEVKDx+xuzgGVWnTxgvjbjN2ib14CbF9FPnisorYlf3i9ApwHt/4FZVKbbnvjgJwRMRp7M4E4mP2pVmcDMRtBghtN0QQtwhydhuLbwCLvnnI9H21YRDP3thlOjkIJXftX10fxAkoPu4R4iF6m6PFhAJuywUVda6mFeKsBKbJRZtNbMRxEsq7KYZ483qe1URD3KLWmnczDvGiZPrq6SGctXm+eYCI0wO47F4i4kF6+cWRBJoQXY/dwER8zLZiixFK8+5k3l1uMU4Rb1lShtWARbxO35rFyEW8YBm6G7+I22prNoEKbxRL5Wz3njSL4Yx4kK/p6lvT1CyttNmHqLxhrNII2u1b7HKEbQkT2+66I96ChGirS484LXU+Zj/O7ZbMfkM2Ez1vJf01Y9vNhMSTm9uv1kPiFr3M/kShLaenmWje/Y7ggRVS3n2TxHHVbrv/krgNCSPtfk3i81tebJ+EC1bqu02UeNbbvrlNidsHWXbTKuFo/yDuJleNFA5tc+JuliU+y+cWby1hfH777tAl3tyadnX6EsfYoOzOYOK4fzsPbxwrkyu9matRmXgcE7c3jO0YJLbad3s05/Gax7PfV+8/O646W8OkN7qVUrCOT88V8S7f1s31TdweUK6bSZxwmb6Di9ecOAKqjzedeKoa61aPO3He5Lh75YkH9xdcrPXA/XJPj9Whr3kaTo2fV0M/8TbcB3UxBhRHx5F2g0HxUtWEcTUkFCdqvDZfQ+GU8vi05hC3G9L6bqcIRw5Q2u7KKD4sYkq7i6N4bxpiVzdI8abOSqt5pDC5U++0ga3Fc/NtNSfLsNWcUry46evicSlMTWraPTHFLeTMnyYT4kGv42rRCa4aWVY/T9Hh+e/VF1S8Jxl0rD6i4i2q0dvqRyrOaJh2W1NxCz5K3m1QxRNr2t1OVdyCrWmzWt8QlhnTJ+3VxRVerrRbwQra3xxtc44VtkCyXbsBrTidQT9dCMQR+dTd91Ycl9y+2+eKW+DWym63Kx4VaMmet2iL7ObRbTJfN18wLfmuj/O/ONucdTcRFveV7epFLOzdyFfrYuGa1c97NUAWx1Oq73bJ4jnItXe1XRa3Ya6V3b5ZPPQ2PemvN37FvtnNGlbTaPHhjScWj2lhmy5T3a2qxVtUcn21vBavQcUaq0W2eB7yKF6ttsVRbnz83pu3Ma31Y/EtTo5m7Ebh8Kg3ZLUbF7WlQBu7bbm4DVzNj2dseP6qfffubb/YpYtXV/Bg+Pcwu1/z3PENa6nqLNpMiaphvMNaLnc6yVcUM/UZc+kSIV9+9fu5w1qCzaD2erjrveEr6cKhPGNEZvuEr/Q96notccV7w1e2gKlUF+9v/NrlRCzz88JHfcevqj6VDTR2dm/8Skspr7LHti68L4IdosS6XOieALZr+00/i5aQTwBLWkCJRtzj3vhV7WndAJ5+B0/8Kisff43pH/rEr03msByeUGPd4auX6gTn7Q1fG0syf83onvOEr/BQ53nw7mvPn01dGWQ82964FjFUEwxvUEv475M1RmtPUNvU/FBW5lStPUEted2oXpxRfQrvoLa5i2cTT29Qi6WvXYGfPrzBKwost7DA2ewNXnHCrOq5h4NZW07DJ+i4vMErE31SdzMcyd7gtck7MPvpwxu80q7xkgtRuNQ7uNx3waYPJdfxDHujV3qFKd6Blzd6RSlWtIkYSI0+0WtTPwoGOry+3vDVeEZtbnxobynft8EGAdVehKH+Wvm5Hls5BD/+0SkjqL3cqx/PrTd8beprwoSKuRYNzevDq2Z3+BvWYqNR5O2PudYb1iLYTarPCcQRT1hLZUXUfkrwfsrpvj02QmjTNGiMvONadYbRPh82V29cS/zV1Mwp+IN+rzMowMS26o1fm3zLmvPyxq90N4tXdZ6e+LXRv11TsFylnvhVjgkyDAhV/WLCfRfsGTLW4RL1hq84ZFUF34HC6Sd8ZVDlt4unN35tanTGVIuR0xu/slLGntY42rMnfm0SkFXn7Y1ftQeiTnoYML3xK12aZa8FT2/8SlmLtxjFO+mJXxviLBIEOCSldj2DSCnq6A1+o9qmVoeEkTJIeqJaCudRMYqXN6ptqsjIfp70RrXsOjPpiYc3qqVuMCrVglXRG9YyEwXpRI3XN3xVHkHqd7yH3viVjaAu0SNeQm/86i26SVEHGY/f8SuV/FVmDSGqod1z+tkTynB9I1gi/flGxT+V9lxk9Mge/583rMXE1bujY/TzhrXUDUU5jmDo84a1DamE6roClWJPWNs0A4rWN6htf9LSP4vnN6iV5Y6qfoMKKu6gFvUga7+Er84b0/IFYEYt3t+wlrWLQjd4fcJaMswJd3ZwfsNaqgPsI4XGN6itqjecR8eSrweXwGCf8L15Y11CCcyfxfsb65IEGpREwusb67KL1/ENg+cnpq2yWCp+eHxj2orNJyF5utTQ/p7D6HlLbzXx/ga1WMjR1Fq8vlGt+rFT6wPPb1RbFeL64fENaqvsBzN/FrXFE9QSIDXUlHB6JD+/ysZ0yvzh/Q12K4M3+wLw+ga7uKJg1iWe32C3qgyldPH4BLsaw2hylvBleYNdLT6vS7i/sa62CC49Wspvn1jX/qNp5kwyTnliXQ4idyIe31iXsG/or2Jn/IS6VY18ehXvb6hbCRqKnpV6NtzBLlxuW3B7mDHev6pQAerH5zcIRupCj3Lx+Aa7NO/KqN7tdfvTdTMWtpdQf2Nd9ZhE1gmvb6yLjwwlueL5jXWrd4ITjm+oiwMgsYPxpHKV674x9Lu+hnh/Q102l6t/aagZnlCX+r9SJ89vqEurksCiGI6z+rj/rq3++fLE3xAY68HkH5tc1N73w3561IsQ1ZvxvgsU8OpjiF5c+HALOrPz9IbAlf2KS+8BNblPDKy2m6QFE1KLNwbGFLsOfeMUmj4xMJ6HherSJO+LJwiuJLDII8LTGwQztcoADx7eIJjkBy1WfxKmFW+wW0gAIkwWL+NOobGnFVgvw9sbB6Niusg1w8sTB6uJG40TkmwonjhYq5RQ/TThjYOVX0bhmob2Ae8AVsUA7F3C2xsHyxh96HK0i3HHwa6pK36e1JbTsPFShcMbBxdkI/rc0E69cTDVVFeZvL1xcEEuPHT67q1H7vNjdNz8+PLGx0U1xXxuSMLe+LiwOsJ8FB7e+LjQpZ0YIOG18MbHiOrpmire3vgYD/NEKxd4eePjooSdrpOZ/omPyWGpNQs8PPFxwckFK4qE68EbH+MZRMpTvL1xsLyVqh9e3jCYJaW6PsHTGwYX1azzScNDuEcMdgmqjYvi4Q2Pi/LmdlBCI/mGx+rop+kTCcIbHhfCzaC7QLXuEx4X92b286Q3PmZfFcEFOLzhMY0BpfRN+AA84TH+7p3FLri94XFh/wrFNby84bH9KXvtivP0xseF9V2ZPLzxMXUq6FiNq+NNaf3heqDib9xc1IOJ+dB4e+NmBbnYgcHLGzcrD8kiBJ7euFnbyIS58PDGzaoAHHoZqNZ94mbmizZ0H6jWvWcs8gK160uXMuqOkHErpW5dPL0RsvFmQWASD2+ELOssxNJpyLP7jpDxN41U3CTp0Z8Imdi9+ctDpi7V51MhPm5+fH4jZwSIypnB4xs5Z+9kbBwl+Rs5y6eLdyBJMv5EzoiOK/s+8Fdd1mTHj+cM/FGXgTsVqcKvugxeVWuYpOl+gmTKxLnHuBe8IXKmXIQPTgLtJ0Ima3yRooe/0jJ4VxUUnLRouO8BJizBj38lZyri7Prgel80Z3A7JUFv74vmDB4wPBB/RWc4oQ01H0uSSz/Bc2Z9zNIN/ojOwJS7c5ltEZ3BEwJh8Vdc1tSpoCXnr7gMrmY84FdbBia17Ie/2jJ4Vh+A1OurLRMO9Zo4PKuZrGYv2fmrOWtKZSEGgr+as6bNRuSw8Fd01lQvdukm1EV0Bs9UQiaUv2/0zPLxIkUIf0VnFMoiqfbjX9EZvNHDBPxqzsD2FTY//FWdwW1q53NDgvtGyaj4JQtLktreUVAmptBHwo5E6PWhWPY4fmPnzAanvjUEtW/wTGlcDPP4V4sGZ37gRUiLFo3qX1vV6v1LixYNbqGjXoS0aM6a1LjM2ghb3+CZv1URJcJfyRmcMBUeF8kZPoL2EjPPIEl9g2S1p+Ca4c+rTSoxCr2KM7AFCnqqao010n3lgfTqJf4q0eBBI3mSaOwJnunrOvh5SfqkJ3pO1PpcugNhUaLBaZ3cxV8lGjxpkzypkP+JnrHko07zJ1E0/kbPSd0nbX5NXot8R8lqs8cWaFLp6xMlU8UY9K15SeV8ERLldeQZk4r0nig5McIHBktVm6V7jiHXMdLkr0KtaZtK3xo1PW/0PGuM/PhXoeZl4PpVYxGigSO/HPzq0Ay3S3c2aUv4iZ1RWdO7WPzVocF9YavNrid0lnd0ZajXxsoTItOSfCiYVB7/HieSW21weFt0aHD7X3yZyjc+ITKFUxdOlOJY+N6/FVcAYkmlwp7QmS/DF7bKAj2hM6snPHrFX31aU4d5LfvJALT3NMX+GC+9VtZP6Iwr90XxCfwVqMEpxvPTvAI1Ku1VFSf+CtTglKfxaMsiUINTMZbFX4GaKvYLER78FajBI3VA4jbZhPz8XTpuNOdv6IwVd4qirzwNaotbRl3N0E/gTHUtnrfijzwNnGQ0B371aXCVhScNeU/cnLzvhZ/9lac1dRqxu2w8LfI0uK1tk/NXniZ1go2eSfyVp8FDojgE/srTGjsXMenrTIs8jf/AmYfzRBJWMTy8Yb4i/srW9I+vMPkrW2tSgV2liD+yNc7JrC76qtaazMu18m9xUa3Bmc84e1hUa3CJSsCvag2MfVoSf1VrXPGlNE8Li2gNjC9OFH9Fa3AbOJh76rWI0/TDNRnDWWz0+yopF2UqhL9hM25+XZ9bvRbRGtIQVrZJ/BGtgfGbrMKvaA1esqb9OhbRmhQmCQ8y+Ctaa7INxQYZ/orWeD5zZYvs4Q2bKRpSv51U+yJa0/NE5w9+NWtgUntd/NWsIWxhL66Iv5o1+KAJl3P78MpzvC0YWcfXvmjZ4CxsuTvt1bKBM+O28Ctmky1y1LK/tkXMxlt3qbML/BWzwW1h2/30r5gNTnEV56mLmE1vb8dVFf6q2eChKVti/FWtNfd2YG1V66Jag7MNFMVf2Rq88LYZJ9FCnfXDM72Ixd/AGZ1Q0gdXyytnaxJ7szMDfuVsfGY2f1Y/zStna243xuxfyypno3i/8wIn2gW8kTPqykaFH3yRs+G7VZVMqnmRs6mPOk0twIucDR8E1s7ii5wNx4OU9O6nVc5GRMTjFV/kbFge2BvTxFur+flWAg0io/gic8PCYOjhplXlFtVmUu9mWlVuGoS6Pom4qtzkPKCFf42ryo1NitJ09+OqcqPuRM3K4a+aDTOBxGcMXtRsmAZEpW5rWNVsmAMErQFrWNVs7PdeSe9mWNVsqP2RAYrbsuZ+Z+FDn1BYRW6I/XvQlxhWkRuifpJDPzbRrSo3xPsSosMXlZvM5DT/l2tVuVFNk/BagC8qN35L1PxP5xjY3/3xx3/849/8/NefSurQpj8skHh5/YBUFDg5tP+kKcXPf/ubn3/78w8/f/7n+edv//tP+Al/sN09/1//+W9/+xN//rP9z//zo15oVwudsox/xaE/n0P/+K9/RPH4o4aUiXkxTsk9oac9LJaJf/X3P3/+X8vPv/w/n8OpP6C/F84/dmUS3tqNZwb8/eBfGuS0w0qaISrIoR2X3fjfj9ZaOTN6sDX6Sx0jWBmg7DocTtuuSC9qZEk/UeUBTJYYeBwuZaiVq0078kAmj8NGrU1K9kWdrlwtG+nmTO70V5cKze6RMri/H08Xa7aUQiPhUHymZMvF3rbfj87EwvTuZXz7FVXeS9cxShEPt5wynYZsg72/X6lpXRvJoRx/KU2d6qC9s43+9G60D5Zsk623fj+aJgZUhhW1p1KBhs1pF+HN6a6ws4ztxuCb+pXJvNKonkXB6Xi6ZuJDi1tEt3+uelF7aJH2c6fjydNXmwxxVVEmvUYszMPpaoq6gpA85dtCxEbGOdIQ7HRuavWopaJ7hy698uoi1D6enPUb68OMIBx1UsLJg6Ltw8GDKoVEoSsP9GJLmp1/RuLTr8RLjv6bCdcHhaJYQtn/Pn1EiYGfJgzMer9Q2AaktETkh3dFIZ2N72Tkf6nIFodkVnjnW1Ls/tLQglJ33AHsteyUCp5+ZZMSlN0yTh7ZKNC+Vz0+ezRCkWXphZIoSmFm6yPUc6df2RQKZndd+YXEEGEIkvbz90mnK4rGE9VVsp6ULO74HmI8j3hdVdG/clAVJlmKdhy1aH9pUzYmbMn+q6lLxEV15PFjZiNAWVULhmitaqsAVtjj9DMJ9bD8vuhsbudW/v6KFnDU48/MMpq3543Xki6FHgQ2UofT4ByUALaxhR/2i7L3SJuHiEjq+DtVwIvwh9lMdcBUDMTjz0Qba28s7tg2lEfyCXxN8fhF/IoSMFCOiIqXJo+9kMy2ieY0ChU1q+oE9z/0ErOPrTGILcf+m/9/E2b8Ax14Zhonrbb9h+ZOmzdtsow//9Rhy7wpn+bA7KPyTKJC1S9EbqWuuq6/0PdVbOyxgNWeTcGtoY2IXq8eDv9F3EUHNpSzXa8ke+9IXu9nuR+vlp2UVHf7fJml7RXJkYVwPxxObtzejFDVLVdNYyk6bQjMDicnK8yk7B0qf1GXh8ZhoE48HK9KZXRdDWG+J3s4fz9eefY6ZZxp+dzQESTE1nGc7qP8SfDdydInkumhqg2R/unktBmxIc6W3JhPc1fZS7S4n12h34+3u4gihPe62Q9lB9k+Hm/F8fvRqnawACVFqhv/hMN6pvfL+YGyuLQwHfl6+6FT0vDJ7XR0RH0WEZgof8M8Gul3ZGFdOT6hSHc4m3yKNvXsH2Q1DoxkGq/TbSQNGaiuojhAI54knPKYOr1epNdsgUUW4RdGSVfBdTAe3xYU4exEoxJjREwoSshany6dtXgtg8p2iwn4pY1aEZuGruN9zOxOEWgpYuH7tMnT4pVyuhaUcIXaBvvUsp7n4GekenoT1RjXrrxFOVugPSKpgEjycDS6ArbzbKyyWIXxrjVFi+U6fRO/1IWeVqtJcja2SqPm6uProj0FCxC0OJNKGstv9qNPp2YDzr50eyA1K560uIL8Kg1nDleOxoueu27qi28uY3674j/2fV60zLnU1/oX+f9IF2V7V05vFlP3hQegLetsFsK/wt5ZdMDHcdFbr9P/hQTCL4L6ioqCL/D8IqqhfB4ksYhvbJaRfePptU1qqJQK1chpXpkNG7KrOZw7sZllUTYOupnw0tY5BQVwPr0A2HbZGp+2ofS5j2x2UuN5fEJKJWNsgiaFlxzjcwoA2vlzdhddpE2DCdHCJtZjLNuPL7mNlYHOBrb+5eRXZL+hkEk/zERIKzpmYUizsWm0AdQG6rZdus+2c+5MP//afu6YU+Sf/+Xf/N//6a/+5n/7V//i56/++x/3hNzvufjvF1RYx7Pg/eN//2NI5ccM/R65sPXQwzl//9efI+e//0fPGfgNP8si+eeezX9pzsLGBYkZ4bA9fNl5Dn2bf/yLv/zx5/+Fpe/PX/7jH9zEv/z1H//u53/4h//j7/7TX//13/zDP/t3MfxPNnr8+//x59///OVf//E//8Xu3npqtQwZJFF0avJ66Z8473/4L//X3/2Hf8ZeVQjrKf/8z6MCGfsRwX5EeCKWv/1jUAhgJyelct8xC77zn9J7t+Z/P/dk+TcPe/IS7/8xa6f0/0uYlf6pvET4RxIRugwMpFJak1Z/7zxj0+Kcuoyuy1bSSnuda+5LvPcQPPlVUYXlyQ3gZrvl1uCYj1bnI6JinpzuxUqLLzk6OM2glVZSu7Wu7ZQhv8rqGdIl1wfno5y5Qcwvyn2dlyy6t5ThoBKlDG2xsvhp0XeV4LH6DsOSeQTbBIL+BSy5RZo8u8PTlsCEcwHRrxJNaL3/bLNlcU17IhTeu0rBlTi1f/j83ZGbtirWhOqgsEdbosq/Ju9AJMrO4LWnZeFMtDMtW5ErtJuPC6HLlt6F47GUnHdmr3hzGlf0LUsMZkb45JQdMzBOjqXW5Fcj87/nrMUvpl3nNgFefm+oKyJ7tOe+h0qtCqXrcER21zV5SYEK+y2HLt6bv5nV9Q91ckqhlPtecvHwHq8+zzMQHcfJ6dczrj2nD6dmJPseABHE/ILclr189gaGStSkD0/Vq+fTzamYoEhm3WMYKoFjj0ycHGAak9cae923KsBUcw7fwsB+YX5Y/Mahncd1ywOO9xt51iqB0nwDm1ri1rFtnIDps+TbL7HMPiRgimFj3Ldf4Fq0O8eQqz68ejXJur0DR+hy+TZOZZU1bk5d0bVvE8GvgBf33FYq4bl6Vgx6N5ftpoEbcybg23enxIts2dnNClqfT54xELr2XS5xu8nal6EAqqdeJ69otfK+WwZvFshdfp6CJcl9HlRb47PrJm63ee66NSzT/PpRC2kHe9u9gxOea5uL8tYe5jdEjWpTyeG6CzjkkZ0wh0ne5LXNb2iok4l+17uZCGbfPPhmoq2u8vyEMHu5ckj7niRclb2+V2m3+4oTYz+ouWbZ2hxU6tKV1v9qx8+qTR6pC993TsE558vPcjVbz6YbX/Jo3zZgx3A/t+j7uPb29vn9YC5XtPW4buTCLaZv8zxYn+f7Kulq1+O+Hzwoe5Y1ru8fh8t/FNj+LNsm67YyPIes4WvdhXZeWRA7b94pCG7zas5p380WxwNjOKdi4b6cXqvXQSy74uKX10Zpu+7yso8h7/lIK/F1b31QRG43OfkmOvlqH70oOscJJ+9b9OJ2a7tfJsOtf0EUr2N00/atfni1u5x8S9/uffUviHaULXwKCaDdju3OGXnHfZX2ras0by1IGDTTtJvJ3EF9BjF6m9zmizgLIZ7CBritF5ECJS+Dyf4iU/Gf1ZRzK5CAl0u7zaocqtc1JraYTbqctc4CjqXB8NPQRDSUm1sMpGey1GvAbaom7aP6DnIfwsz+Q/qbtewDnij8q14lQuPzh9O5re3VI/DCq99msUkq/gXBu39Abw0KlAhlfEpW4BagMKA4v8Jz9guTub6XvogXL9mH99omp2zwkjppLaARv1R3Jm4r+nxNnmkH+CnQgeM2Vrygh06W5T4PppDEamuhj3hv2pymjD6p9YlzbSt9Cobg9rbU4oU+FpmE+QFJMVH0zi6FR/Bo/8ECWmarqllyTvP1ttcvgT3zK05PcZ+fUQHRxbHsdVDwpmAHpc8V5wQqLVH2Yq2lmgo++MiSF1+R+Zn4opdU3GqyhvRLeej9Rq9GAvPmwwsg19IueGYHz3kqas/nvER13NtKxOAWedfgJWI2x6f5/aibjjbo11IzOJrgepeslWt+P/DiL/JSyjboAY43x7WXvsFjqGlWxF33iEkhCQr9rX5OuCj7liSbH3GORbhh2Jqm72V44m7YA2e5n+7Td3Wv26r5wDYa9lnlRyFauq/9wry37EWBgy7uXT3rkhxV+jU/nyGXaN2bpbgQnlnd+GVaBFTnay+TrRTTXqQ4pPRTx7YkoyUqVydvFF+0vdYRPuhj6pWRoff7aFVMXHvB5LiwOKQbmziDjwfzyBSTmmNuhZdw9ncmHyVc8yZju5O1KFgLOOFUgiSvG6Uuad6FSxJOfSdLgeiQ9lL/OMlys8T5/WD1W7uq/N46U/tJrLukEZT1augPZnXr+KlWhdsgnIr/1ae6VVz2b4571mcFLmw4fYpk4XUW/8qJObt/JbxHr0Zai23FlT52XsgHT35lNfDdinbF7SbzY+G1J4UoV3Djk/op/oWnnFVw57b8I1yTZ9a6ew0x2Gbsmr1WuF/yfHVuU6Te/LUWGU40Obx22d6ikO4/a1NpiH2vaYbbW6G7rP4sNk37zyUzNVL/1EzDE8aKSbyQ/Ew3v+Q+/JRdw5gvi5diU9+e73NUKi+vvXQb3uytuPwctCMsZXK1Hv+UgMOpOVQddVKVUb2xdzvYKskv9h3shjGHUXmON1W7+XVJmbAUpIPZSq2zfD2nlm6cqlYDa1k7vFVawexl8OJ2gyXnSKrVb2Py0afMYymnh9vLazO+czzwnSPhKVptrGX54oX3wrnawE1OPVEYe3m/OF2jm3O0RXVy6l+I0laZAJxalXmeRo4kTo6gP7ZNgwBGHVVdPTBSGvPzqdTO16kqeKQMcJvcstQx6LxsQsuTM1cRpq2SCLh+ShKnYUEYkxf0KH2XVsAbKhhXaLBbO28bwmSuf1dowGkGOSUaeEjfl8k3Nuou9LjwYsC9xP+sHXalNjlNE/JHMAK3SM6VHnQKTHWeH01M989q0Z3A+cinTIWk7LixvfpSzSzyFfhwB2yXu6CseXmVcmGRwVwYWBQ5K26yGXG7y2lyDAEmtpdS2r5FlAPOyBSrY1vk1ftwNLcfaQ8YTctUCCUSjzfvSb32NomQ+IUtn7iF2bH1yS+CqrErja4g971KrqorFurzC0JNRXOXXbEEN6CiY7qvsDlxTV4C+w+78glOcUl2wRXz9Lj/rn0cTX/3FVCBO8anRZhduvss9qeG5plFhnVhrWI3c8qzmLrmQK2m9FoRrHIuOJqR4XwZTNXKNF+7KgzMjmR2lZdNFGV+P8z9pZWyq8vgXU6GEqNVfUkTo24Yu0gNziaUXlhcPmO7L+ait/FHA3fha0NtRt01c85toZAnH8k/K/xxbOKqfjmP9E7c7nHx81Cw5p+PbHYssPfLeQR8cHs8Q1o6fKClsXZOTrc5f4SAcKIqUjpsGbtfG5ypdOjXvnJCUYaCS7jUMl+cqMJilzgtqkR4oXeJyw/pP+TfT6Qemwzcz6ZuvGRa1JQx8pZMY95NzEA817OqJOEXbghTVYkCyK9Tnf9oBbOpLeH23EJwnvng0+T0sSC2WFWbcIoUpBen6LU3j+zgXV12N1Uo3GY1nHrheFd4ZBexEkguKV7UpXBbd1XHVw/j/quXWqBtElUbIVl20d8KzpLOvx94VZHjJnWF2wW7FDXKU9+/H/gI8gJYJbPwRgYjbgpbYeJ9vxwpI+/DBwN12YW64o0MmfM8m5vbJEM1RI8fwe8lZy+kP85tHRKvydNULqzCYXgurMydk2S4ebVphzhtFSCLX76sg2NaFSe3ELX0axcyw+13ueJXvYx7vs9zEbJ8BNH29rHyUgE0XdwsSJ5fUFWCQjrvRXB9yVntUjk53eC4DdfkXDTx6irchtO8KPl5bHlTfXiMrPBzmXrxRwAOt49YMSg7M7KgndhWUtJhLzryKyLE781l4fa9+XpS+GpaFCxqdLDFhZLsqLU9i6rJEYXXtova4crwZNfAWzTa779a7bvSh7Jo4+E2GPnlLFp6503qM3Ebw/34Ltei2HZNvjjFV5PXPN+p/qepYlmV/cJ2chZq8EYr88ltXVz1aBeHAHiVD7iwzZ7hxuxgEamtBgRwzNOnvwHp3XBf5IVx3MfIQBx3tyzONOkBtFwPXbiw+iHAcfm7/HpkFnNNngmBrt1XAV7YlGziV6UIanK0m8xNiz0D2L7aS6Uezc0KJ6bxhs6ymDzA7YJv8wdbw86IjOJT/6oWqwioLy3YwwmplXTTphd9M5yA27pLoqvhAWEZN7cpm1B+Na6ANzq1Zze64G6UyTvdg+NugAEnl17dSMOeX7kvneLpWHcfjQvTTZzart13Q9xucOiTU5E+eaaAL+2+HvBC58/hfMgBy3ljjmq7P4i4ctzgi6FlTDzmALW4jICRk+vHshE0+1FbNID8jvrO1awEbMsu/AnBlLP5rJTwk7kkNlw9T+CI8jQP4DxvA+N9nkrTK/+zj3cK3JZdSZ8sAeTo4T5Pr3Ld3zxY4JQXNf+7FpFm/3pk7zpU3Lh6uVyUmEd92fJ+wZA5Tc7+r96dxRMGrk084UIx6Ji4ZLnTr84yYPbhkp+F7pH+zcJrz370408DpuOOhgo2iKJ/UuBBK8+fzf7moirM7mVy253Q5CvnnIZare82OnD7jnTxst0p13wBtS7WgmC144GTxesf+x7xjtmxeMWd+T6+j9Emf2yA4MPHS/aN4myjY18j/cx+cxMSb9Oii2QTg+HkiR36ursSwXNQ5TGc5lTt5gSZ49rdjeCyBHTXo8wgHCenGUTJu0vSJY/loDwKG000krjPQ9XW1TezpSvJ3EgLFHaU6KiSJ7dBNNbdsgmcqOW6ZPEUsAq4Jqd9iMyyFusneCUgdysqwtbr4fbM69itpeA2uJBDh5f5FWKRWLQeWP2pLpX0049anM6dHiXAa0RDsPlcwW3RRdcruF1Vml+PahFoO735ZcEpy5atGS9pGPOeYaOYtSJYfbfgFpjJOWC16RLPlORPTiuWydG0j93tS7hXXSUpneKhVaIIL/l7sHiGXTIiH/QjEq+zARy8sMzur+2YGMWnfuGIN+dYzx49jhu7dRmc9XBwyzR7M+baGw/1FuNVdws0uL3n5LdlmcbD8WtXGSU2mJvFGhwfb6Y2tqTQPl2T80rKEXCxaoPbkitM6zUGkHafxyKBa/7dx/IN3ohNohziQg1pfjvqq53ibhwHvrwJHjw1DExvThPishvQ2d8hP6LUB1tYQ3Jv51Rrxr4b2cFl5OAGd/YJepM2cSqU4m6IBycon+exOHGuKpIvN1PdffXgg+bHY9rw5fzQriK7xZzvyigUc/96+f2/dL1Lsiy7rl1Zv604Lbjpzq+zqJLKKqkFSqXJJJlJ6r+ZMEA4wycXs/DsnTsYe4XHD4CTwJzOs9+lOnYB3Yn5Hx5WPpKAzrvVGPPx1T6Q+/0zFnVTSBEuaUG4feO7CynSi2Np6AluX7oyskoXOmfLfEoRDqvU4nnd67r7b/MjgQjnVtl/g/wy0PAKbqWPy3x9lRThmf3Fx3nBELcGLzgXbYqMcLvjopMP3iyRl/fv9At9MVV2hD/2R5/5vI9VKvMnlH3yfn7XPgqRg97SOTKGoqTdv/a5wZSTW3dQWXyVJuH5flz3gOMwhqUWf5rrx3wEK8E1REY49bo/3FJqDX3LpXsJZ9fEowh2SGnWIWB26AKvTb/sTmzzU6fjZczJfufMWm0ynPD5Y51invaq0sJ38hf1EfmE0/blSpAfSVDn3CNMBdGMLvMT3H3Y73++yqKO/RRx4vHMvhX46NdU8/wIlA48VOw9Dv7cc08uc0jfpozlR+YUbgHCnUP9kIzhhODF/mLNqpYKr3TBThVVK/ojGmEAY//jaqq6CndFqandatGk3O9VPnwBu6q3wgeHLFPVtT133KYy8nG5ZItowMJ9Vic5Rxa4BM6M5HSVkoUXVDXLlJ5lGOz9MxXZ+02SFo5h4hUStq7z9vLH6xaRtoWjrx/StvT9RCBxx4saj1+6uXArhd1m5XIhiNn/4nyKZX7ld8FIjU9qP9Nc3r9SaC1oKuILp+fmaSr66xwbzRS8zwoCJyO8tKpqBzvnrCs751Yp/nz3KfZ4/NIgdm5v8j05Qz4RXWjSs59nVS3j4SNPzFA4Zwh1ViLZD+rbs2kiw4lMLjaeXZy8vs/7WDUWj1/aynC77SK6OH/82BtOk15O8fil0Qy3uEfN7nzMPjQwt2bx8CX1DM/uce2cWfFZ+mfO1esTj1+S0XALQTScwenim/WIe2ZN656PHjWYu4Y+Za1vBpffq7Q72BIPX7LWw2el7OaqO8/MSvaXk1iLymPDuf/pUx67ojo+gru5SlGZbbgVUC6vTPEeRQ2UscmiYt1w+0AvjIFc3DtHFZvdIbg9m+j3YBKwuwKYiIQ7tzc5v3z0+VXGJ+1qKR6/xMad5zS/y+zotLh/c7+1VJ9NtNx5n/ZL8PaeKeLbVv0+XbTP4Q9h4pl8xS/s3x73uBYNdatWufHCUuCa+3lz/6owlGr1QBYldrC9jbdrWzf8eutMNYVdfBqRVdB9uHldd4MXju0sHc3tjEKTXrni8UsYHm63QlNy3eudHq8KyZwrx+OXvvxgENDeTVfydu+FNMOdm+9ZwkuqUw+3UoCuBvjd33qneI/fiMcvvXt4ZZB2OM+IQt8vt9urePzSzYd3ylpX2ae0Ty8dtcajl/r+KASPQqOYq/XbDz7ehexWWfH4peIPt9sot0Z01f96zTjo/LldGv7jBgAvPSTjP64CzslI4TZgxXd+OYMZ8fjXnMBxxg5lYluPnwQ3RP2Khy+PA+feQTr5YCfReXG1lXj88kqAE10mHnjevNh+/G06NyzHBbC/wNs5M6PzHrnQpecO01/jBrB9/27/THCoKWVukBXufFL4RSz/BzAzdC71PtzMKH4m1Z1XNxsJMI2B97SRsEquzt2SQove/BF+3CjASO9jgsGpIOKM75+p6MqoqQXYbrwQ+3ETDHpvc/Ce2boTbwww8zDu+EF/cZ/KyM5bDkeOZbExip9LJ7d+udzlct4vwYdbPHyMOqCF7e0yfT2QtHv/it30eJT++n3A7YvenH/8QSZv0xQHHsG+0Ij3jHj4shlx/viGuXNED+efp0Gvpnj8siuBY0PpTjw0CF9RX+ETm6j31fbEea9lYszPZ1lU5jF9PPw1TwHbbZeb1XGuWLhnCM7Ohz/848EC5w7/mUYudx3vW4/7LVI/auQCR/siDF7svia+Hm7O1uPhyycGjonGM61fqv26+/v44ibh6jcDr48r4rk/DY6+Obh9UDkev3xr4A85adriXKmOmWkLPXrV7UO/9jcDL2F7M/klY5djcW7W5kylZS+YxUYHntG0SNN2hy2G5+UWLePxy44HXrFtD/ee9bLGu0Enpj5w++C45mkClFL8Crn7YAJfzYEGFswM4quXkOPi904T820Iblm3xMOXJZFzfMSeyVONrcnq26nTIuljbTSmVlI4IdXi53gTcwARD18OSc47Lq2TY742grt8S1OnpYHPtb3J3DDdbvs76wqUntrTdsMmeJoye87RvEjB8/D5LzF+gtdrmlJyPGnZYH62uHQnTLXVQGq4UFV7PLx4nTPH8+AU2PH4ZUQFH493PcARCZj1T3VlwCcevwyt4HaDwiARBlgXsrtPcJox/fEfYyw4rsU47HBy2cv8jjCamKZr3+utBbN7ruTuYr6n+X7gPq7Ye1V/LvjADW/y7j+Nl3fa0NT/azB+iMlGD7+wcsdHBWdqWH3E4IVO7aquY84tzLubFZs6V9wDuk+8z8+Je5nzZ7RpjkYTZ3oxm7vx8GWCBh/enDx5z3GX5vOHV43HLzM15/YOU5jf3s2UZ1XEpKEV2vH4ZcoGR3+mT3O3a7auT46Xcd/M3eCtuXYKPGEa9XK0p+PxyyQOTinp0YUqB9cU55T7TIyJ1xzY7m06XrU3VU6rs/qpfn579c2yDk4vK1XO7cbgcZX06PlQozjfwX3fZzru2a1EX3+mDe+XEQc9uMVzNnXccY9bjBIcK4x4/HLiG3V+2d04jUkq7PRezo7dfPxy9IPb93GE059VReV6/062n2o8fjkDwhleCb6cBOFWI9CDNXmd4zxwl+1NakjovLgDmx+NonTmmLPX+WX72ho6fxj6nZzRhBzc8kaPxy97RLjddmUMqjgatew1a6PqbWZXPP51WXTMCPJ0U3xSer9rfLFRmlETR/jjnn5u+si3q79Pa//nbkVfM8jBjKC9y9QdybdU8yw/qzsRj3j8MpWEZyRCpgkl+1azDGIW0JVP1JwSXgu7yM6ZvWnv8zb7q/1Wk0u4/VZoP3VPzMs9NifnbC8e/3plDkb+7N2s04fzTvebm/wbfPvDP5abcHZgXQmGgajnnnWQzwLWEo9fvp1wu+263D7X3dh7RCq+qXePxy//T3h3DbrwC73jhML5c8Xjl48o3Irv3NV2dDD1d3kGBdOhnAPb/b77w37MSx1zZj5NTdktmxmruc/w6OqB6hgJtumZyvTfvHZm+/q0+fxYqQ5XI/SGArgV2HHozGgf4x3qyAq21O7O7Zy81uhsRJgyTf/gj6/rcPlMj4eYwCIKO7/GyHZa/gqT2dccdrhIqW+Jchz7vF3+Lpn6lHj0spgdrviauSN2S1re0RqctqN4/LKqhSNN16fjLX993r76AJ8PHIrl7XCR4uFWhRzHWg6Z+1cM8HHAPtQ5d/igXkqvA2/N80vsctJ5hpyPMe9wUW0KFueMPcy81/wQdMTjl78v3L7yfuvCeezjryR49rMD8QkeiLpjxBS2wjnuax2jw652w2PK6T/OP/bEw+X3s29xwO/RZmHE5N1d73j8sjl2XsJTl03clurLkTOIx79uyY5RR6sT0wHkuHjbSDx6eS7DaTzK00TZ3tS8Hp9GucJceXk3D3c4YcRu8qdGy5Abt1xuE/n1gB7uFzNdbxmlSlHFut2N/wbESnrMuTsKEzjNdO3lFlxHPH5ZUg/m6y5vA4BXyzNzp6TNL0Y8fllbD7eScokwuIW2+/0zftPT1SB7uCdXWEljSP7EcRQTdtNkS4y2hxufpXtMfj813+/fsah0x+OXYffwWTrLFdMP3L6az7xhciM673gV42+4FVK8FvcJv59oAYbjz9vEP3y4z2K/Ai+7cef2Lrut8+NWbfFu+pFk9sd/bMuHm3d6teu8xhGQm7La4nz4cj93bm8yd0ZwJrBT8MRR3OTLXN25vctXmK4T7Epw2nHi8cukfbj7NLnLeb/u6OXyqbmnxuOX1/tw3/Lqb9rgJ/9c79NahUrYFsv44c723p6c/TS4xF01w3HF+yrEeh6OTx87VRwH16hoGpP2vcTDl4M9HM/rcLCvzDSmlw8PufC2Nv0aRSoO4s4tbkeuZQouXVc8/nk3/XA9wK7R3hwOiRG2mh8Kc3jNTYrha9OPITh7M9mrckFDv48Ozr7KfHxam35MwXU/rYcXumnHy7nhK5OvbT/m3e7pup6Zp8Kk4uWppnh8W/t+zLvxBZv8WRt8zSf+3RAbbhXT3Kph3s2KNn+8i8vHDp9x5K3Zr4IjD1SC0y9NOjee1hZf988ISWnnww/7J7dfa4nHl7XHB2dr4nFucTv6qjriyNP/MrukdGzyMfCW6fUAM6k7wzXzbrPUgD9rk6+78vVgxyrjvDHarIyYa0O1gcdn12GqgamvnolvXApzcIJiPDytXb4+h+3x587kqdRneGe0jQ7v+fiydv8YYbuyH/xl98qZU5zOsfOYj29r+48ZNo5IHufIP8+fek9u9xmPf9b2H0Nsj29lZI6buU0dwQt9PHnytf3XOQZM+DjCE2PB98ubD3A4f/f/kOOzN3ZMjGvNjO/w4UrLztf+H0Np9nayYcU59OOOMy8fPR7f1v5fdy+cK/izNvrgbG7Xya00TS+v7B9w+S6aFztiPqxmN9Td+X3XqAEYVmMQZD4+rY0+ptXs6tmy4oA637P0YCiNoYf58LL2+eAMPztGiOZ+MVKJ8fC2tvmYScMTNjnvry7A8Jm0XuPxz9rmYybN3mV2rLLr5NT8cvwR/PF+VhX7fN3P9dA6gt/D78Mmt2xwx+PT2ufr1X/fbFlxQG1fsPpyAkY8vr77f90bsov/5DiriiwEtu97PLqv7T9mzAoSNM6f4g6Sk3OLMp90rN0/RszsvWS/KjN4VmI2oNfpl+34Xrt/vfnAsH9DSHf2F+vLm5f/HGavzb/uW1p4o8DtjS/t/TNWx4/58Lo2/xglu+n6Afe1x+e4zxgOL1OoAc4tm79UkuC7x+cTZj7a7TxHP5oPkrXHH/5MY6N57d3HBFpwux2c1RGDZBa54vF5bfExSeb9tY7p6M+B7afpt/J+wj2iUGZijLmAyeva+et+L4+apXMGKEpwv3Wozl3mYr4LD2mt+btj3GJs/B3fhfeS2E/Kg5U2N/hhlprjK/zwFaaZCv5YFbAeb/HdT/D8WL28Yd13ztszr3GsrUUf0BpMBTvPofUC51CC3SG4JdL4ltHrVrp/nQbflPL+mXH7hhb4XjuRzrvfN04em6hMSiGNGI9/3N1ucrsXSROngo5sYH5ObNJwmG9f8hluGHxCpL1MvjY0GXx6OEyf3C53VljMMtmrYjeGw/+pzjh57i6Y7nxMTQowktFxOXXti/rI0jzsgdN4/j7+8aLUewUs5syL8QZcHDKcWyye9ZVPFN05LqavXVQU3ezFXvPiOx02L69Mhc6//6AM1YI/SKbPi2efcOYSJoHq/JYxavDuuoKpAnvwGvXJ462wjMk4Hz36khjs8c2yTIdCe0fnmdS5vNcBfjMqkl6O7Nx8/L02bxnVISPlye3RM1IwkvPMHFAuH8KcGcm4le+dOw46HZi7ef9Om63+ztdmL1ppnW/+5PZXZlnH1AxdIY6LFcNzG4+hmcb1T87vtAa3q2doJnsjxbs3zHAMo0bz8pGsn3cuDMHYy2ILobi2Up77YI+P8D7xNrTnbXtiqmW47j+8r71kly27GRdyXnqaMeRx8ZHKngANGdzd3MGtii3zcthIGe+fofPimX/eKonIePDHJ6knjxTDhAn7BvPq2ZLoLy8WVLlnp63DSsb4avoNDXMZcBqTZ7R4EBapnUQLX1vYjIwQdZ7Jn3dGkdmQjhY+GLnWeV/ErIe9xf7Zell5R7R4XPaRuF7cPia2vB8XJEtlPq2F78gDzG5cmBA4L7Rsz8vx/W/qX+fDXaYn58f6zMfXtUXuFhIPetzOK0khuGVvdjzhjeHbEhwx/WteP5v0M2OPi+qN0wq4fV/S/NDhVjOOEfzdakeAy17XNa8HdfcZSZiLQPBsfiwPeTUFt5g2rnmdY45tT44m3T0fP9bWPAMQyLPMj2Uwgt6D0wDI5SdX759BnLkFdFcmR5N8RgwEsmbqAK+NfOYW7ik1DH9yjAyNabVF8qd7pnj/3OTMqXE/SffM9UTWHn6glkrwdSAw3AXO97HgVq7NSMJsgb0qbhxL8sb0eDcxIrx9qxqOblIOTpCIl1XXAQKc07sUvMdWjQ8FdD/GQhbVfjgzlNDmj/TbfF3IfcxQMhhapI3LOS3XM2TA6bgJvk4iBvcN9UnzdT1XbHbSuf+8r/bp1xRAAvvN0LxKu5OLzQLXjEJOcPJ1bkEjPnZb81MZw6txePXdLm686BbC3vYJbnGNJ4PfCAzX4HTTUsTC33MOb6BH735idqxS8GGfNPdR3lz0bsC7ftPDbjE8Y4XRgueBL+Lk61xkeDNY8ZcFHzGUOVyEid8f3L4h0XZGc7rdZIz5spCqnKGE5vSpBw230v2ZIQPOQNu8/rrOV2hCt3g65vVbaZfjS0j7FW3wju37PiMJPeX2sq55mXyL5r4aPeX0E8zL7Os4ht5xBlPmy0WLa0YSesTtZV3z7z/2M4tIwiZbZ7sLTk0bkeShx722eZljHd8gjdSuKz4t+6rG7TBt3FfyCrowK91yRBJO/Cqat3Dm9yJiIGxgAaROvo574Oxwpck50ujBrSYhNcPtveweSlA4pvpI3F/QlkUBeb8Lruze5wJl0rMWUpl/KMe5kVOScJsvAKvsey08kQALCpLFgwk9GPzq/ACtINJCKfUuWBzN97yi+h41+QI6E/5VLN6u4/HEF9hH7fPN4FiolXfBahBUFljofBvvd+Hxqc658B5P2YIPbXmDDX1kfBDPu0CXTJqv72nhQ+sLzM08809xS3Snd8FuJO4y38DxHmn5Qi8ucecLY5bazjnI8axHU1qdt3q2kKlFspd83PS7kH8slFZ8V4GF9xRsLtitBmW+N7Jd82TLF6xMuajzix9zt7H+xfC5NTgvIsdFFdqae5lPkdmOSWuBrpdnLrxHbb5gP26EWrN3xV3ve178uJLyGj6IPe+CfdxpzIutnFjHy/PZuyf+Un3P53zBypW7zOdmujCthXLPv8Mg4PtusBlPj6wvYIPyvuPVRxmv+Xf6e6LnCxyRXfOZObLJ8ao5XK+1zs/owXDg5VaZoPQH5yO92rtAR12a/2C8p4BzgTbbebWWpEcp70LcJtpdB/qB+YkX12l95Z6IRr67zWk757kiOjwXcFeoa8GCX55/6X6PFH2BeWu2RMtHlM8XHnZmqy/QEJziQ2XW5vHTGxYQmWrvApVUjX/xHkT6gtUuyet/9G1wwHoX0HmZf6mMSCjO6aX3OwCOJbyRIxaG+wo7j6NLTrNcU8LvADiwavmNOHRPpJbmq2s9zmR8oWLMMN/B7qK070JHIDIW3vPOufB4nGGBzcJ48tvl3e4+39qHrdLyLtiv5crzVQzMYO93gbO7Z35Kw23V1kJyyay5EIenvtDtBfrNQHe1zAg5tFdeyccC6IpEizu9Czha+e2AN0GnMt4FDDHvWHgPXH2BKtRvCNh8uVrEHJom7QXO58442ZSX4yjltwQMV4TMkS2gVfbcXv/QUB1ntL6QcMbJvlBSHxFy6HikeWQ+Bzu0EXOmYkr1QtNny574OLyHMc9igUmNONj1hYGK4XwZDHDFRVH6+LvgvKMv8S74hPd8GZ2DtfIuoIrc5tU+71nwXGA2NsUCLuPvwrDXd82XgWVWhB16CjnMmh/T8NbXd6Fw0DlfBuNVEV1Y4NXyMmiQioNlX2jcOsZCTbm/3Mob/8n4vtsT4YgGPw7YY8Hu4SO43AwvdT9upff0PYv2BQ5q/CYBSQkMW94F+235qRNdqbjnPO+C1SvN8zS7dYTFudCm4snwhfKea/uCFTl+IM2C5Z6R3wXujO/4F888MnZuZYF3ndDhyoHq+ktk+TQvqr1H4XMBi580F+6SI+ogCtL9p+ULvfUIO7dLfPb4U7wFEXZogbP7V78tQH3pbhFfWKBXb/I4VnfMhGaaLwJhkBqvwjv603zVI7USUYeetid+MY8LjL3BhWKTEsEWBg5IT4Rn7167fFSl+DFrfqPOgyPm4zcNDOOwjTEX+Pcchc0FJk6fdwEJWn9rGceN43tfsEKneuHtolDtjTrIWDJA4QsWr+436gy/mSrzTzH+80YdpDN68ioEeYW6fgDDreX95mFwsD4i6qTr325WWOYCXYrlXSj0I87XURFIu9+Fbi+wzOdod04RXZK32aQrxUI0EPgCwrZjvg4Kmgg79GtdKd5D3Hsi6tCXZa8v/tJz0d/1LtS3RHZl8Nlz4AsNQ5j5OT3NQ1YsWIU4rvkcfIki7HhTFdrFc8HdVt+FjF29/Snald8+BV+wvI2CoS9wYvy8C5wpciuByyp79/VdGO4XNxcQ3IgXiOtj8541Wpzf5gZfuPF3n09OC3J/eWakvjinwrvWgr1YfqW+YD/QiDvJzSH9EJZu6bcfIhbcJC0WRsQd2pRwJp8vA1PEiDt0JLn8Fty+Uk+EHQQfLr/NZYH5h/jVsGAJr8+/1N7eCl+wagc9QF/oU5OSHhRO3FD+y26D2+/3dVdXn0zz5VkiaxFdklsQtjH/xfO2Y/gCjUt9vrVPS1eEHTqBXGkA7rVw/ANKvuGjNCzYxxJRh9Ye97bN9H1HA4dj+34k/35wRzVyRB1EGOxd5m6iurlxpErEFuzFcTNR/Qg5RdTxrhxMTX0hvb0gc4GZgx4LrUXUoTHHXhz1ZXWBmPv9bnZqnTJ5Jh0/L3fLyuQL2PFEbEnuzebzBdV7BmZfCbfEpEEk83yBDYr8LvAl4m7CnZCfyGN0w1gCHfNim33939DCiMTNqbQvvL0ovoC8qH/7GSDxYj0WRo/3yf7//UYcwmVDesMXhsvQxIK9N/ML6OJns3vFF+znmK/5Ih6OEtq7gDRcnZ/RoME5vwtjemn6Agrq89Oj36S6hUemT/7teJkLqFnHAmIL/V2wJOjZGOvp++oRcrK3J/ohbfXokyLkZJR3G1PT2Xvu63tXmd0r2g9CWHjbZwwg1DK8VYOF95zWFwoVQ/UFTroj5NDRUYq3a9Gnn97gnF051/sX4W/LjS8gCfgu0AcZ/yKhUBF/iNGeiDgM+Hd37WSBNvIILDRj8BObF9veLh1f4C6iz5fXEFV93oWwuWbB/ugdIYdOiukO7guokqR3AY3qMt/0523t8YVwYfeFdkWkpWdimtfDea4IOTRBZN/J9YUn9M0ZcKagQVED60tLMDkiiy9UL9jmwmwT8gWOWv2Fu6ZQ72uhMsw9/wXNvfHToCWB5NN9IeF6nNaC3fJM280Ux/6GEUorNG06H/391tKS4P337rg0aoQcmgw4Q759gfvyiCx0GbCH0ObC24vkCx0F5TwX7MOOkEPfwO2nlu4EWkKV2ResvmA3k4WG8GR9F8o0pvGFt3/JF9DrHvNVNMtN91pg6NI/VSYny73+0sBYZf4lC2Q1Yg4H+TTCz+d+6tpVYYFzgxQL43q/g506h31+FjBpj6jjx/PNh4lYQL/ueResnCEBW93lHVzvc/go2gy2vqU44qYhu10NimMs+LxUfhfKHCr1yY77/XVzJo4ejPM0taljAV+/Op86vZ1YvuAbYXkuWJp8Yw41aPYeM4ZE7Bb2fY7hHqTcTNQye6ifdwEZwz7/VHm7t3yh+az+XHhyfmPOcD0mbibc2qo+8blyzGl5ts/Xx01Df3mus2PVJ06i4WsuIHczXzh7Pdf6F17TFV+gVyuCjp/9ISI3FxgNnldbXJ3cJ9AqnohxzDgXyuWTvyy83WO+kPlezJcxkIFt7wKmFfNqx0Ovz8vt58ABfWbgBZm9lw/Uocbkb7+ZLSRvLOJuglGYq7/lHac42e/GfaH7yVcs1KlBzgLi4fFhFO+gfuJfpLdJzReszEHf2RdGvaIM8bONxzccmaupfRr7+EK+5tCwe3iNETFnHhv0+RQl+tocV7ry56uweJjXE7Dzw60Enl8YG8Sro33symO+CFRPI+iwMd5pLJsLbfSILb7gsgO+8PbI+YJdNlU/C+xCvk/u83tj/gO2RiPmsK97easHCw/f7LwW8Fuer/p52+p8Ac/fOl8eu4TrL5XHR/7ytBx7Iub4CPE165z2M47xBTTiRiy8nXi+gLK830lwh956xBz2Bm9XIqmu/XhHyCluzDE8cvoxeYuQw3YbDQBpLrzNe77Aj9hvJJr3jUfIKW7H3fxOojEF9L6z3UVu23xuBBIj5hRv7vYdORbefr+5wD5VLDyIYrwLCBD6jYQrMz1pPYfVOde8WHrzIuSwY1Kfp8dCw/vkXbBfgh9vs/C8ZZzvcnBm55xts/en91Bf+KkUCxj8vtz+fokX8WB1vhbG46fsvvC2G9oC7UKXD87iuYZyQXkX8jzbrbOl4A043POyK2wLdFvT+vcucN7hsYtRq/zmXO5UUe7OvnC7UYYvcLOIatb8F+w7R8ThFs9enpfIntDa4vX9bdPKFs2Oc+HxDjZfGPmKiMO9kb28PP8F28kRcapPmF+TF+YE7pfTP+bJrbtCY9Qy1fsR/A7bF6Jx0hfsonznixkwWubbu8DmTpn/AkP7+Ol5HY1Wwlxo80jRud1VPPOp29tq6RxPSr+RoAPtuiPiUJjmaz7evY/Liy3zuvAQU2ZTfSsWxk3xOhfe7kxbwOXJksL8iAb9JuNdIP3W+eKG3ZTE/i610BW/YbahUo6AQ2WDwOA9F96WTl+wIqf4V9CH1iN0edURH4Vxi4IRcLwmmMf2bnjnzl2xUPxdmAuWwiKuzHzt6ju+EO2hvtCZOCu+kLGlHO+CFQSu7+ODcW1ExCGp2Fvi5T8KFiO/L4M09MzymJ7BaCn1BaQi7vn6arnjB0Nkf7zfZ9rtpbIeT69pmi8P29SIKwRRpvviX7xNqL7gu03ZFzpKXfe7YCXjk+ar6PY7r+tfoNTU5xvyuFbfu2CV3vx5u33Ovf6B1Ti+pwi3b29EnGm96KINLPQ3K/CrQlWOV0Gf/52vtWAFj3epV86go9l1LuTLhVx8IfeIOHwl7UX5bYSLj613kC3o6gI4jAVamfBerWsRu9INC4PrfxeYKy/zT+W3ddYXmquJzoWayxtyHldNmf/A3swXM57Y7zEv1rJCfgPLoNP08s2w4RamsRfNn7WX57GcY6HreSMOBWeaudsNqNMbclzazBVpWGi1vZ836mZz+rqGd898cqYOq28P+EKiK/RdsK+Ui8+wgK1PfhfsS+9nQTxdTfH9Z2YQgSDH4+3qnfzxrlpf4F4jnppZ1Sgr/fKeCDoMCNqVcB/B5ZWYtvAFu81yLRi8EC+kldYCXvPzX9xv77AvcKjNe8tCq3cEHcb7LvoIsg9Y9hYxhzE+pAfTXAhnG+coJ6X5D/LbbewLaLa7SfrlHUfvO5tcSbTNayr0oZR3AfEs7iNY6D1HzGnesI/2Jwv1bVH2BbtHa9xHsGC/5/c958bzcY0WN2/ERehdoG7r83KbO8W+C1aw+11d823p95aEBRqYYsE9jJ3TotE9F/snOWoEHdzrplIqC1xE/DCYlrN/3+enxOFpWn+Kifv2LjxvscZgnL2+NF/G6O2Jgmk6z5Gt/MuCLePLrZqhrYYFzjUitrBgIYT7BZ8+fSH7di9sJfa8GGizl0YOc6/J1iLgMLmWhkubsPAgdv4u2K2kjyowrfp2RPtC7v519IV6l2ctWI3j3z+mW/K7F8Y0mr0y/wJOg8qodH3uLLnOA9/qtyvaFzhEHPNVcPT8fgNxevN7MhboKlvcIskY81U0+15FwMFozT7fNC+qvx3QsTD8GNsXMH2eC7i3cRY2F56nxu0n82G3n6wzX1uvEfGGOTB6AecHZJVCecMKJ17piosdb3u0Lzw0xM2X560o8TLIBa5GkX0m94njfma7KHu7c/oC3riCIYj3ILjZ5ngPv/A4Sy7C7gvejfku0EE8/wEmARFuOrZp1XdfWEB65XkX7sfHHLPHhWiT9gVU1LiHYAER/vYuVBJ08QVaFiLeYC2G++J8csRA6ssHh7zzuevbEj0X2HHvseAGNL5wuwAc9xAMEV9XinjDWFWfEY3BotQi3DAmxfz7XLCvwXs0xIIFymteU3/bpX1hoGs6XwW3rhFumIi67jveELuFeys1H30qtENkn1R+ExUGXmxEz+ceb8u0LzQUj+eHhGRRhBssuWbBgteo/dgi2rj1VvK7UhYQl73fBeYryegE1ry2M3r2c748/xQ7OhFtGFyil7L4Ag4XEW7wzbKX54EZqUR3RPMF9qaat+IxKZ3fwmQaZ7mOBby8d4YMIz3NdSkI3fc9rrWAg9GYr6LM7sRYePiFJl+oHNPca8G+RJ4T2F6I9mlb8JkrNLp9wSJ0hBz3q3pcVoJxbESk27uARcyYV4sEeEQWFnp735D+9lD7woMM+HxyTLuCt3+7LVT2ue5nRMDBVAo19Pnq8GaMuIKrFEp18/0YbxO1L1S+kfONRTUqAg4+UYxkcUlskrS3vaK7T4KrPLCA6VF7F/C2uue/uN+GaV+wwoJOCF9o97uf0d0i0wUdmCBn3PflbkByT07LZvwlxqeHizEwWs7wb1kLPloR/I1dTPN0V6NmgUaqyCPdBX1deKH5rUnO61/0OoevmVLPGMS/C0wmlvkv6ttRbQtjWo/Ml2cVXnojCFMyfoNLQm5XNHsxvWOvLs0XYUn0egMLJaYfZvvC21PtC5YLXTqBBSuz0vpT9jMsaV4Tlh2xRfAgJFddDMFz/pWjAsDV6PHX5AtvX7UvsOWU5qugboqQ42M8lwsf4FuLnmd+FwY9y/dcGD1uTJnjsZhG/e1lRXu3RtysaMo1skBR398Fq3AqlTxet8nbmWKhUWXUuWB5L63nsELGhQh8SL+/DYcsYP4WC2+HtS3QBf8gLpq9qGH6+F0ol48jRE0TIQcvIG6e5tXW/LYw4QWEA2+evL5bJkz62KsrwcdKuJj72H3tmC+i8Q/Ku2Dh1fUCbMG+EG97EVM9ic2pudBWW9wzVR9GLHBgPd4F9pHLfHWodUTIeVzizDUAGn2MI0fIeYobtNd5uePtqZ4LJfu4Pwv9fhbHm5i7CIQIckkRdB5vavcOleYDm287MdM9fL27LzDVG7GFhVFdM4OFt+HaF+iarnOBo6cIOkz4sE8+udU7EXOws+Enk3wBsYYILSw83sjlC2/PtS2wD+rDhCzYrV7cPTHj8zSXA3BP4fttKH5c0dQn6pubGL0NxRjSzFCLQEI0XTtGDduDMy2KLUXIeVzpwmfn27zHj5DjDjNuVcFCn0YvscDB7z2vqa/+6odpzsv78KcIQ42Iw6hPyT72Tt277msY9bEXl+ZrwMs1Qs7jmzQ+x84CSrllLeQ5Ue4Lq/HaLV9S8pqWXoAwDfUFq3K86HPVxhZFDvM+6IcnX6A/8Q0HtCONx7/+NCiuvmt3a7l8PB2xBwy087uAi7PfR7CX+N6uutOKd5Zlr9Hr203MzA+l4Xzu/Gu7fmi4GT5xjm7E1d+WgeGyVPd8dXipRbLHJcVend9GuKBEj4CDTQr5t8+FX9s180DMVsxXYZ/EHQHHB38uHxdHg6L2FhEHi5OS/aATEYr0bgQPH4Cs8Zf6r7t6uPa3D4Cz8HgbYSw0BBjny0DZNr45jP/0dM830NUD5zvohvfVh7ebT0M8EViGC1q+H+v4tV0zGMT+Dq/iceX2eGuH18Q+p83CKC0iDjYi9vL8PsJV+e/F7YbYJZ2bC2O9W8cjT0+txxdo1I7tW4xB0rwhpm0uvXsHwwflfcqa+yXf2nsX2KXychC57NV4PZAbKN7h6fbUVhDH6y6uKnjPl8driIiDh8fl050sMAUZEQezDgtw8YbUX4M1C/a67/m6rYK411NYleMD0c0l51qczWO/gY/9fBmogEXEYRyoez+yL1g5EqGFhTHiGfqv7xpHjbkfkt0e24L/eBd67T79jASIveMRckZzFZA0/9Ro9CSuBZw041+szutBz3j2GWhuIOlif7m9y177Y6id317i4b4vPgNtC1YdvM3EbtLOruZc+PVdD48/V/ypdPtEiy9wou4DAr7wXCNCDnNBtXu7DveoDNu3d6Eh7hwLv/ZqbCjsW/TMV1HcCOxdQMXPvznDtf3iG/XMweh5tciwRsjBNz15pvOFESoLcyHTPx4Lq+3andPvMebLoIn6jTmPS854xYkuynO9v3veuO7iYyyQ99u7gDpTiYVf3/XgRV0+FN0Qu0njjTnDzQMdD+QnX4rbU52vzqJb9BLfTAjR0jdfxFhN1yxwr00Fzt18RuXoXciMetW5gNZMehcaTcrNF/z2f/0pPx17fCGtrmsWOD6qsWC/vBlybp8Sunw6moU+opeYBfvsXDkD5/ISNQ4cTbMxr7as3mpfeJoPTk/pl6f1d8GKHH6IvtA4q5kLyf1x7/n6rFLoJb0L+S4+I82C3R2+bxXNT7nE1bbVds2CRUefkmahYj/0LjxzLM6N03s0E9/YD9jLS/NqSQzj5Yi6p3mxz2q6vt1/oHkDBQuo0D7vAj7fab4Kuu9bfRc6pzvzU2J27UrvAuN2PAUTCG/T9e3eATT6zoU04gyeBatyfFiahXHH95+Fyub77Qt3dRnvWHBLseoL6W2udo5xQgo+B3CdW5XjA9NwJObjmripeJDoYSGXOzqJWSgUuN0XCrIj6V1Ae6jPayqr65oFpiGf+SpKa7Erz8KYzh5uDv/0HK8OdTZ2VOcC53d5LTz9vai2mq5Z8IP6PBeqfX3vd8HKHFz1sm8ptegkZsE+SB+dZqE/0Ul8o4rfpz0JdvOr6fp2WfwbaQtfsC9jSu8CUillvj4GiOt4Fxgiv+Y7whHaaO8C44Akn+4Dc9G+x4KFc7/DYME+rxyvHPmP7BPU09T+/Y097hLJjQSKQJZbr7XAgcc1n8LKl/oGF87Uk7e5+MLbdM0CnlLcSLBgP4036tAR79PSiAih7TRenjnPmX+JiPDGFnrSreR/5sLquWaBjr17vjy64d6gQ4DNPkrN7luKjqqbMaGn+Sg1HPOp/i5YxHGZI3blVss1C+7CMp+b+j2CDmNC3dVVe/KqO2IO2uzYv8yX5xMu411wpcT5fjyr5fpmfMhed5rP/TDM094Fq3N8oLrPXvEIOgiu28tL82XghDte3mm44R8gI/52Vs+F6qPWvtBTBB03Z/atGl94wszDF1J3bUM2HWu6I+Ygf848bvIFpKEitrBAX8fkq+MaTks/dxIskDLjmvBkmP393fcTo5X4dkVz35FhgVGg+vJc3VTY+dtyDS9P9dHq7gOYbxy8KTmfPl+bfXI9rT9kd3o+W83CM6Kr42ZCyH5asdBWyzULifPB+SIwYIgvuU8IdR+vRvLpLrHRcruSOFqRcwFfn/wuDO6n5sKzWqt9ocxhKl943pfHwGj1Ceu5Nzstf3yhJN+Yh+M7UF+OopZHHHSlWorAgtz31fwml4XVcn27rndxvQlXnMLddC6wZ+B5lgW8kiLiIMvNXXH3hXTn6G7zheHNT76wmq5ZaAyfPnOBSbr7XbA7P4/ByFeFVTwN8rR1+Kh1d3O+JyIODsHdk6AvrJ5rFtC48B8xvYk5RcTBDPj2nX0W6JD8/QsLnH4cwsITXlk4RLhL5j2vtq3WahYYV34XvHP5XcDYhFsJ5LNuep/eBfws0nwdKMq/MQc9wMcnrtngzn28AeFxheY8X8ezmq5vpoc4XZ6vY8xu0ljIuMvPz2k0ou27UBnZ5uPglqamN7a4REf1JFM/bWksWKHjE9fd5y5iv/tOLrnoPwG2FN9KgBEhTz7OCaLzruR2I93m+74srJ5rFmqa9yUsYJ1e3wUrdHyInv17VIrny0Pp+S4+cM0C5kDjXUiXdzN22kje1mrn9iE/sdBckzYWKl2482Wjdx1BB5Fm+zWN+TJmb0vw8VSft+aEwO2cfguzwXkuxO8ba1uEA+bLtgByRdRhQKjfPm/NAoIh6V0w7vPWrkXWngguobB8z2t6Vtc1C1bo+Lw1C5gixcuz0Ols0Nuav2x2x+SNpdUD/WNltSb/WFvNxD/2rObflyGr9nbr/lhaTbQ/Vlbb64+11ab6Y8/bV/oiDmfffs8fS6tB88fK6qj8sbZaIH/sWT2LL6N55dJ3lHvbt/nvx8rq1vuxttrrfuxZbW/BHveyika1H0urtezHymoF+7G2WrR+7FktVS+jwn+boH4sv01LP1RXl9GP9dX882Njteu8jLPot73mx/JqiPmxuvpUfqyvzpIfG6sT5GU0irydGz+WV0fFj9Wk/7uvnoUfG6vJ4GUYyL5dAT+W12n9j9V1vv5jfR2I/9hYJ9gvY/z3PVn+sbyOgn+srrPbH+t5+3jQjHnPQF+GEMJ7ZvljeR0z/lhdx4I/1td53Y+Ndb72MvaO3xOxH8vrBOvH6jpy+rG+ToJ+bFT9ASF8tc5afiyvs5Efq+vM4sf6OmT4sbHOBV7G0MP2T+nafffXf6yuDfEf62sH+8fG2nIO5lvY7x7xj+W1d/tjdW22/lhfu6M/NtZu5ss4ynu3GX8sD/1wEadaG3k/1tfG24+NtSH2MreGLBJW2HT+7Tkt1n57RIs9v02dYG7D9u61LJZ+uyOLld92xmLt1p+f7xyvbYFg7H2s+/jF0u++e7Hyu09erP3uXxd7fjecweocqM/K0u+WbrHyuwdbrP1ujhZ7kkbH4eqj7+3HYul3u7BY+dXxi7Vf3b3Y8yuUg9F9tQrbxdKv3lys/OrDxdqnonvZ8ynBJqPJWfMXtr+fUuZlZa9O2JPdqxPkmvbqZDB5v1UnbMLu1Qn7r3t1wtbrXp2w8bpVJ4U91606gSWtTkBlq05gbatOYM9WnZTLPdqkOoGlrTqBFa1OQG2rTmDPVp0U9km36gSWtuoEVrbqBNa26gT2bNVJYT90q05gaatOituqanUC61qdgMZWnRQ8ULfqBJa36qT4pqZWJ7C+VSewsVUnBUWjrTqB5a06gdWtOim+P6nVCWzIa2g/2/oPy1t1UtzLU6sTWN+qk+Lbj1qdFDYYt+oElrfqBFa36gTWt+oENrbqpLCPmLeP5/m5s39Y3aoTWN+qE9jYqpPCduFWnRTfKtTqBFa36gTWt+oENrbqpNzXz6L8w7JWJ6C6VSewvlUnsLFVJ+W+f8bgH5a36gRW+59/2rfqpLjuj1YnBefDrTop7m6o1QmsbtUJrG/VCWxs1UlxBR+tTmB5q05gdatOYF2rE9DYqpPCLtxWncDyVp3A6ladwPpWnZS7/pyjPyxt1UlxVz2tTmBtq05gz1adFDR2tDoBpa06gZWtOoG1rTqBPVt1UlDM2aoTWNqqE1jZqhNY26oT2LNVJ4Vtr606KW71ptERN7etOoG1rTqBPVt1UtjD2qoTWNqqE1jZqhNY26oT2LNVJ8W3qrQ6gaWtOoEVrU5AbatOYM9WnRS2pLbqpPiuk1YnsLJVJ7C2VSewZ6tO7FP8WdR+WNqrE3aW9uoE1ZmtOknp5xq7WP45xn5Y2quTlH/Wrx/W9uok5eXhulD5+bR+WNqrk1R+hqsf1vbqBJWYvTpBIWavTlL9GaB+WNmrEyyj9uoENZi9OkltOZV+UN6rE3Re9uoEjZe9OkntZx26WP/5g35Y3qsT13PZqpPUf16eHzb26gSbo706MaZf+Odnrvlhfa9OUGTZq5M0fgaZH5b36iSNn9Plh/W9OkF6Za9O3OVnq05w8tmrk3wtd8kP6nt1kq+fTeRi988K8sPyXp3k+2fp+GF9r07y/bNsXCz9bBk/LO/VSU4/f8UP61t1ktPPJ3Gx/PNC/LC8VyfonezVSc4/38IPG1t1ksvPf/DD8l6doGqyVye5/LwCP2zs1QneKnt1gn/KXp0gYLJXJ0iU7NWJu51s1Yk7mmwfbvuZ7X1Y3asThEj26gQRkr06wWBkr05QGNmrk9x/LnYf9uzViUuKbNWJq4ls1Ul+lt3cB7W9OnGjjK06wcRir06wntirExcM2aoTd3nYqhMcGPbqBN+EvTrB62CvTjAi2KsTNxXQ6Ijox16doNK/VydI6+/Vicvhb9UJAh97deLiHlt1gn7HXp24kPtWnSCyvlcnCKPv1UlJyyRsofwzAvuwtFcnaHPs1Qk63Ht1UvLPsGux8jPl+rC0VyfIR+/VCXLPe3Xi8sxbdeLyGlphIKyxVyeIauzViUsJlz//9tmrE7R69+oEAY2tOkE7Y69OkM3Yq5PSfi5Ri/WfE9SHpb06cTXVrTpBBWOvTpAr3asT5EX36gTdi706QY9zq06Qz9yrEzeU36oTtCz26sQVJbfqBKHHvTpBvWKvThBM3KsTVz7cqhPkKvbqBEWKvTpB2m8/91QYx6cK47BVYRzNfuE64FUYp8EK4+xYYZw0K4zz6i9cp9sK4yxcYRypK5zH7x/2O6tXGEf+CqNBQGG0E3zh6kpQGD0MCqPjQWH0R3zharNQGE0ZCqOFQ2F0gnzh2zaiLHpMFEarisJobPnC1QajMLppFM7WG2XRp/OFq6lHYfQGKYxOIoXRd/SFq31J4ex1UhaNUQqju0ph9GJ94ercUhj9Xwpns5iy6Cz7wtWHpjC62RRG75vC6JT7wtVwp3B25ymLVj6F0RH4gb/2QYXRbKgwehYVzgbHL1vdkAqjqVJhtGAqjH7NL1zdnQqjSVRhtJQqjAbUL1x9rAqj61Vh9MgqjFbbL3z7cpVFE6/C6AVWGJ3DX7j6jBVGU7LCaG1WGI3QCqNt+gtX87XCaNVWGI3dCqM9/AvfXnJl0XiuMPrXFUa3+xeu3niF0UmvMPrxFUb3/heuXn+FMTKgMAYMFMY4wg9+phoU+gCEohiWUBgzF1+4JjQUxjyHwhgLURhDJF+4Jk4UxnyKwhhzURhDMV+4RmgUxiSOwrKVBJ8RH4UxKPSFa6xIYQwhKYxRJoUx+PSFa0xKYcxUKYzRLIUxyPWFa+xLYUyPKZyjZspiLu0L13SbwpiFUxiTcwpjAO8L32k9ZTHapzAGARXGOOEXruFDhTGqqDAmHhXO8cgP+81SKoyRTIUxv6kwpj2/cA2NKpwTpspiHFVhTLV+4ZqBVRgDswpjvFZhDOkqjJHeL1wDwApjilhhzBwrjAHlL1xzzgrnULSymKBWGIPYX7jGthXGkLfCmAhXGIPlX7jG0BXG0LrCmH1XGJPyX7jm6hXGcL7COcmvLMb+v3CpBygMrQGFoUygMHQMvnCpISgM7QSFobSgMAQbPvAn76AwxCAUhqaEwqk/oSzEKr5waV4oDIUMhaGnoTBUOb5waXgoDMEPhSEPojBURr5waZIoDAUThSGEovDSCvyjr6IwZFoUhqiLwpCA+cKlJKMwdGcUhkqNwpC0+cIljKMwZHQUhuiOwtDu+cJX6EdZqAIpDG0hhaFE9IVLt0hhyB8pnFpJykJY6QuXDJPCEHNSGNJPCkMoSmHoTX3gEqdSFkpWCkMPS2GIZ33hktpSGIpdCqe8l7LQAvvCpRymMATIFIZamcLQNvvCJZGmcOqpKQvxNYWh4faFS/FNYcjDKQyFOYVTju7LlnadwpDAUxiCeQpDXu8LlxafwpD0UxgCgApDLvALl+qgwtAoVBiKhgpDF1HhFFH8sqW4qDCEGxWGzKPCEIX8wuuVkFQYOpQKQ7VSYWhcfuBPKlNhCGsqDBlOhaHm+YWv8qeykAlVGGqjCkOb9AuXkqnC0D1VGPKpCkNr9QuXMqvC0HdVGGqwCkM79guXBK3CqVerLLRtFYZE7hcuQV2FIb+rMFR8FYbm7xcuhWCFISesMFSJFYaGscJQPP7CJZys0EWWFYUgs8JQdf7CpQGtMBSjFYbwtMLrzwtfktYKQwBbYchoKwzR7Q/8SXQrDKVvhVMWXFloiH/hkiJXGLrlCkPlXGFopX/hK6yuLFTYFYZmu8KQfv/CpROvMFTlFYY4vcK0f99+svcKQz1fYWjtKwxhfoWh7/+FrxmAsnAOUBgGBArDruALl7mBwnBCUBh2CgrDfOELl1WDwnB8UBj+EArDTeILlyeFwmlgoSzcLhSGacYXLosNhWHIoTDsOxSGCcgH/ixDFIbBiMLwKVEYriZfuDxQFIaVisJpu6IsPFq+cFm9KAxjGIVhI6MwTGe+cHnXKAyjG4Vhi6Mw3HUUhhfPFy7nHoVhAKRwugUpC2ehL1z2RArDzEhhWB8pDAelL1x+SwrDnUlhWDkpDEeoL1z+UQrDbUphmFYpnA5XX7bssBSGqZbCsOBSGIZdX7h8vxSGS5jC8BRTGA5kH/gzMlMYtmcKwyRNYXitfWH4sikKDzeFYQWnMHzjFIbL3BcuszqF09lOWdjgKQzTvC9c3nsKw6hPYdj6KQxvwC98jQSVheugwjAvVBhWh1+4fBEVhr2iwrwXQz/jxi9cNo8Kwy1SYXhLKgwjyi9cfpYKw/1SYXhlKgzLzS9cBp0Kw85TYbiCKkzbsfbHb1Rh2JYqDJNThWGJ+oE/A1WF4cOqMFxbFYbHq8Kwiv3CZSyrMGxoFYabrcJpfftlyydXYZjtKgxrXoVh5PuFy/ZXYbgHKwyrYYVhTPyFy99YYbghKwzvZIVhwfyFr1+zsvB2VhgW0QrDUPoLl/20wjCrVhie1wrDIfsLl522wnDlVhge3grD8fsLl3G4wukyriwsyRWGs7nC8EH/wut1TVcY5usKw6pdYRi7f+DPBl5huMkrDO95heFU/4XL7l4hM+B9YzkzvLfB63GXky9kILZWTfWX9/Y2TfWM5XHLmDZogVujz9WYHL0109Oegehj36DF7XLt//zGF1yfHFFib8lVaHH70UxPf4amDOYk7Xo00dOcYdejif5ilOPRjjxgwVcybzDR+aNvRiZqa9ikN+Pu2pAHLHgT9w3itKSJ/kreBK6J/kJaum6n7zRncKN+bzChOD82aBFRO/LsDhS5l6SZnuYMuyTN9Az8Pk/VTM9ksF2SZnqaMy5tdYHZe6kNecA8TbEVWnUmO+2D1ox8Sz8ezEJ2/d4fwTLtVrcyqrZvlh/MardLmvFgqCrVpiz3Iq14sJtZ2/xlnVgt2xjDx9BlXwSEdNwYyuzmXjpuBv0YN00rytq0IxBmUbqMpMyCtHTgjYEoByf4yixESwMerLjEvDIa6rNcC2MQRbrvYN4OnZQVbWoDWXB+0sbsyymddwNJXixUqrJql9KLMgMlJWUWl6Xrzn4LhOV+D2VYfur1IRGTpecOdtGGJ9eCXqLumsEq0km3MovIO7pQ3ZGnvVyO++rK2sVNuLLcLum1g6Ea+U3gA2VrixXf/A1zr5WhzCJx/4ZDGO3Q3+Q9Hu/NlsNzmNXJ0mQHsyicx63M4nCVf8q4NklWmQFpsINZDB7frA1LtDrK37MfTNOQA+u43inCCqAPZfiXJ3laH8GRxjpYL7xcZZUtyaws4QR2K7PIKz9x5Hns792PMgSj2/Y4i7rSUQe77FKaPK3dNPGsSdkc1xKEJPU1lFnAbVWeFrHHW1rpYBZwh36QqGQ2aaQbrryUpY/OygcCblFi4Va66GAWbqWsgFm4lR66gaTUg7SYMlQ/SlJmNVsaihBG/eblQR8Fw+ldmYVb2TqAWbiV3jnY/QxpnRsdpYAmnXMw3GrkWhACQ6T1UWbhtiV5Xmwai7TNwSz6jJSVFTp2k7JUZF8TZEWHdMyN3gi30jAHw6ZNwh6ybL1IuxzMfgRDEjEqcmys38rsjiBJIqZt4srSKwdjyEcSMU0Td5dOOZiF20cSscs0JumTGy4bqb8gRCztUsajzH4s0iQHw4h+bP/Wwq20yA20Ue1SJBHTK0FX9K2MaS1JxGjZ4sQt1+LautIeB8MkRhKxiw93aY6DWawZWZ73QvhL3+ULP9KUNmbpSxrjhmts5yqJ2EW/L2mLGy5B3h/5piGJbpciiZj2CItTkoibW9lKSxysM8PVlFUOXIoyi7fSDwezePtI1nVrBE2I06nhlkTc5oyUJGK3gsNj/ssa8VZDmht9XNIIB7OAO/R5Gf+q0gY36Iiwa5FEjE+MXYskYrezsRxelLGRLqkOvx+7FknEdEPcXf8pw7DuZy7szkna3wY+UnYpkogxr+JQKytDZlYSsZt7XfIddQ+yLo1vsNYZHVdWcpK2NxgWz5KIcaojg2VlCAVKIsbir8l8CYhxcknEbn5Yb7kFofchJ+l3gxXmEbIyC7jS7QaziCuvAi/PdkmrG6yi4t+VJftGXdu/tawmfW4Dk1jLzZKI3bO2SZcbDO9UuQXB1NeuRVIx/Q52LZKK8ULGdqoqs4CbJRW7V/SQDreBO61dy1BkAVfa22D2o5LuNhiqAJKK3fi8Sm8bzMfJkzILuNLZBrOA2yUV0+Ng1yKpuDIwyk66MlyAJRVXhswtkMhbgPx9kqY2mEXctiELuF3flkzAlY62UX18/pJUTGfD/Ug/GwzrQn2ORMCVbrZRGSwcTVJxZa6wSTMbzL5SQ1KxsdRuaWWD2S9IOtkG/2H1nUS+iuiBnD+CLOA2ScXVNVKki23Qz3C52bGwiqNcUWY1WpJUXBgmrNLBNmhmsEuRVMyg6jOkgQ1mAVf612CcDsstCAOyTK1nZVYGZknFxY2G5LdGFwM+ScIYIRzSuQazgDskFdPCcBXpW4PZHae0rQ06GJheupVZxJWmNZj9gprcgxSmB4e0rI3C8GAbkoppXriKNKwNn8R2dQRhSdsMRmFusFZJxTQu5CTNajCLuNKrBrNfmrSqwQxIp5qljH+7vbAQC7jSpQazgFslEdOvYFciibgwLmg/oqIMAVNJxHQrYCNwK7t0QGzQqoB41aPM4q10p8HwP5ZEXFyxd0giRsugdGlNg2FWvj0s25VIIqZF4X6qJGLkF3qVrjSYy5gXZRZvpScNdpcuLWmD9gS7FAl8KEvYDZxkYpoTcPRpyizeSj/aoDWB1pOszA2DkjKr8OWbTFuCfWSSibOrVBfJxNml86QxCGbxVvrQYCm7qcaHFSyRpAsNZjd1t2RiGhLsWiQ6ZPQNmEZSZvFWetAGkiiMDWZlFm/l0BU29W4EXVgbCmMQUMcDYBZvq9yC0IZglyKZODMGSKP3l93EW2k9g+FzIZl4CtlI5xmM5ibJxPki3ur+Kg0I99P1G365sZtkYtfokQbAkez3guXGowxrBMnEtB5c9HIps3grDWeDxgNGM5Myi7fSbgYr2U3nhaH2IpkYuaTSpdkMht6NZOKEfrme8cMs3sok0EDiqeuNLR0HmbNaZcUuRTJxYt6PE0NlFm+lyczyFPG2SSam24AdlFsZlguSiek1yBxBfFlxiT7JxIlBvy6tvjCLuNJdBsMzQTIxfQa3tAmBamcjUVm2S5FMnFASvaSxbCBhZpcimZgOg2vbfkn4O21/jum+R3rKBqJrvUkrD6xZ9JfwlVxWOUsiToz2deknG8l9m5okYgTltn0qd0Z4pJkMdtsnKYmYroK8lXJI4A3qImUWcKWRDJb0wONGCvuWJjKYxdsxtscV/E6bssTG2vcNuDvxVhrIYPbpSP8YrGorIMjCrX4tQt5Q7kBuxvia9I7BXO0mK7NwK51jMGwn5WHVrSglERuzcDskEdM/gFt1U3bRuygvA9eOLC1jw0UpL+kYg1m41RszegfsiiUR35lwOyQR0zlghY0kYvQ22b7MyizcSrPYuNHnFSEBkIVb6RSD4bImiRgp0eamjh/GyN6QNjGYFSwa5mkYsEuRRIz6qV2KJGJUUkuXJjGYhdtHEvGN2VuSFrHhfk1DOsQGwq52LZKI6RSwaxmKCm6LjzILt9IdBrNwOyQRo1lrlyKJmB4BNomTsmSXIr96WgRyrpKIkdnFe+tRZuFW+sJgGR3tquxiuF/eAqbz7Mt8K7N4q+9KI9xWScQXvsGXdITZB0a4fSQR0xhwVekHg7kcX1J22+cjifhiLK9JMxjM4q30gsEs3korGMzi7ZA7EFeHrtIIBmv2O5VETE/AvX2SjOO1IomYhgC7FImarnt9dUnE6GPbpUgiphsAAQV5CzBpS9IABuuo2w5lBZudrswirnR/WUFJxH0kEePUaNciiZg+ADqdb2UYQT2KLOKWL7NUQMSVvi8YlsvfRAyziPt8Qx/MfrrS9PXQBKBHHqDaknR8wQyUtj3OIq70ez30AEz3Z2EWcaXbC5YRqbiV3RqYH/c7TdLqBbOAW6+mLHNIU5XdCE7K0yIbekmbF6xJMzkE8/IylNnPJw95A5i2G9LgBWtkkqKs4JuVlbkanzwvk3bPnYeybtfyPMos3pbclGH++8g7wJRd6zkrMyCNXbCiOiCgZJfShzLLN9LU9WBUYZfSmzJ8nFNRZvG296TM4u3QD9z+YzApqqwiAfcos/uF3JqyC+WS71tACwAJOyuzeCu9XDALuN+sBkKy9hv3rCCyePtIIxcMNb6rKsuMGBRlFm/7JU/LQF2TJi6YxdvxzcSwbNdSHmUGkl4zw3RVerget2BP0sIFKxiH3Mos4D7ytMzR4fipDJ+BpysrBac8ZQl9GHkL3Pqs5aTM4q20bsHsKyWdW7CUizRuPdgFWSWUmjKrWHIvyipzHFmZxdvWb2VTj++DGJ1roz3KqlVyEjSNJbuUVpVZvJWGrYceAI51kzID0rAFs4ArDVuwy0rDS56XqbkiDVswq/DzVf5/2ZLw2/iS+9v4kgb88q+M4MaX5ODGlzzhxpeU4caX7KHwj0Tixpec4sZf5cUNL5HGjS9BR+Ef8ceNL6HIjS9RyY0vAcqNL7FK4R9hy40vEcyNL8HMjb/amhteMpzCP5KdG1/ynhtfUqAbX7KhG38VRgV/xEg3voRLN75ETje+BFE3vsRThX+EVje+RFk3vgRcN77EXje+hGGF/zRkN7zkZje+pGk3vmRsN74kb4V/5HE3vqR0N75kdze+JHo3vuR8hX+kfzf+qgRveAkKb3yJD298CRV/+VfUeONLAHnjSyx540tYeeNLhFn4R7B540vceeOvDvSGl2T0xpe8tPCPFPXGl2z1xpfE9caXHLbwj3T2xpfM9saXJPfGl3z3xl+lb8EfUfCNLwHxjS+x8Y0vYfKNLxFz4R/B840vcfSNLyH1jS/R9Y0vgXbhPy33DS/Z940vifiNLzn5jS/peeEfmfqNv4r2G17i9xtfQvkbX6L6wj8C/BtfYv0bX8L+G18mABtfhgHCP+YCG19GBBt/PQs2vOwNNr6sEL78a5uw8WWxsPFlx7DxZd2w8WXzIPxjCbHxZR+x8WU1sfE/H9XXukL4x+Zi4/1UWX7tMzaeT5Xl15ZD+MfCY+P9VFl+rUE2nk+V5cdxRPDHnGTj7VRZfk1PNp5OleXXTEX4x3hl4+1UWX4NXTaeTpXl1yhG+M9TZsPtVFmmj1XNxtOpskwfCxzhH7ucjbdDZfk14dl4OlWWX3Mf4R8joI23U2X5NRjaeDpVll/jIuEfk6ONt1Nl+fFO2nA6VZZfS6Yv/9o3bbydKsuvLdTG06my/NpNCf9YU228nSrLr+XVxtOhsvwaaQn/mG5tvJ0qy6+Z18bTqbL8moQJ/xiKbbydKsuvUdnG06my/PifCf5YpW28nSrLrwXbxtOpsvxauwn/2MBtvJ4qy6+93MbvU2X5ta3beD9Ull8zvI3nU2X5NdkT/jHk23g/VZZfo7+N51Nl+TUQFP4xG9x4P1WWHw/DDedTZfm1RhT+sVHceD9Vll97xo3nQ2X5NX388q9B5Mb7qbL8Gk9uPJ8qy6+hpfCP+eXG+6my/JpqbjyfKsuPV6fgj63nxvupsvzahW48nyrLrw2p8I9l6cb7qbL8WqFuPJ8qy6/FqvCwYt1YP1WWX3vXjedTZfm1jRX+sZjdeD9Vll/r2o3nU2X5tcQV/rHP3Xg/VJZfU96Np1Nl+TX7Ff4xBt54O1WWX8PhjadTZfk1Mhb+MT3eeDtVlh8v5Q2nU2X5tWgW/rFz3ng7VZZfm+iNp0Nl+TWf/nAxqt54O1SWYoC98XSoLMVYW/jHhHvj7VBZirn3xtOhsvx6hgv+2ItvvB0qS7Et33g6VJZihy78Y52+8XaoLMWSfePpUFmK1bvwnyv8htuhshSz+Y2nQ2UpJvbCP4b3G2+HyhJeDpUlPB0qS/h1qCyz+wH8rSzh7W9lCS6HyhKeDpUl/DpUlhnPgENlmd024G9lCc+HyhJ+HyrLPKx0OlSW8H6oLOH1UFnC89/KEnwfKss8XLL5T2UJ74fKEl4PlSU8HyrL7CYEfyvLjBHBobKE90Nlmf2w/G9lCc+HyhJ+/60sM6Pzh8oS3g+VJbweKsvsB+t/K0v4fags8+MKgHu+AfdDZQmvh8oSng+VJfw+VJaZc/hDZQnvh8oSXg+VJTwfKkv4fagsMwf2h8oS3v9WluB6qCzh+VBZwu9DZZk51z9UlvB+qCzh9VBZwvOhsoTfh8oyc/5/qCzh/VBZwv9+YRED+FtZwu9DZZkfpjb/Vpbwfqgs4fVQWcLzobLMLhzwt7LM+DEcKkt4P1SW8HqoLOH5b2UJvg6VpX07/v0cKkt4O1SW8HKoLOHpUFnCr0NlmTs+RH8rS3g7VJbZzR3+VpbwdKgs4dffytJe/7+fQ2UJb4fKEl4OlWV2D4i/lSX8OlSWdrP/7+dvZQlup8oSkYNTZYnQwamy7N6K+reyxCziVFl219/+W1l2tIIPlSWKCKfKElWEU2WJpcSpssRV4lBZ9ur9nH8qy46k8KGy7C5++reyREDhVFliPHGqLDuNe4fKstOLdKgsEVk4VZYoLZwqS9QWTpUl/hSHytJwOlWWxq9TZYkgw6myRJThVFniYXGqLLGxOFWW3bW0/laWHVmgQ2WJeMOpsnQBh0NlidfFobLsqNgdKsuO4tahskTk4VRZIvRwqixd7OFQWSL4cKosEX04VZYYY5wqS+P5VFkav0+VJcIQh8oSbYhTZYk+xKmyxD7jVFk2DNYOlWXDC+pQWbqGxKGyREjiVFk2n/X9W1lis3GqLJv7sP2tLBuzJn8rQtebOFSWaE6cKkusOE6VZWPa8VBZNh/g+ltZoktxqCyRpjhVlu7Wcagscew4VZYNDfRDZdlQaz5UlmhYnCrL5l35h28PvcaHyhJjj1Nl2dBKP1SWjcGwv1UGchenyhLNi1NliffHqbJstFoeKsvmiup/K0t0MU6VJdoYp8oSfYxTZYlHyKmyNJ5PlaXxP1EcAY1TZYmIxqmyxEPkVFliI3KqLBt9mYfKsiLOfqgsUds4VZYobpwqS6xGTpVlpS/zUFlW+jL/fuR4jpwqS+PlVFlW+jIPlSUCHafKEpGOU2WJL8mpsqzdzQn+xM3a3dT5T2XpQh6HyhIxj1NliaLHobLEveRUWdbmnfF/KstKX+ahsnTRj0NlWd0G+W9licXJobLE5ORUWVbaMg+VZaUv81BZuj7IobJEI+RUWWKEcqosKxaUh8qy0pd5qCzRETlVloiJnCpLBEUOlWX1oe+/lWWlLfNQWVb6Mg+VJZojp8oS3ZFTZYmpyqmyxFflVFlW+jIPlWX1Ub6/lSX6JKfKEo2SQ2VZLzzF/1aWlbbMQ2VZ6cs8VJaVvsxDZVnpyzxUlsXHM/5Wlm7Rcqgsy3Djtj8hstCXeags0Tw5VZbonhwqS2xcTpWlO7kcKktayE+VZXF5/L+VJS3kp8qyMCF1qCyRSTlVlmilnCpLTF9OlSW+L6fKstCX+bc2KFOZ+E+ERFLlVFkiq3KqLPGGOVWWhb7MQ2VZkAU/VJZIr5wqS+RXTpVlcVnJv5UlHjKnyrLQl/m3IjR8nypLZFpOlSVSLafKEpuZU2WJ08ypsjR+HyrLkrB7/VtZouhyqizRdTlVlpjRnCrLQl/mobIsyIodKku0X06Vpeu/HCrL4r7WfytLTGtOlWVBru9vlWG4nypLdGJOlaVrxRwqS3xtTpUl1janyjK7pejfmJGxPzxUlojKnCpLhGVOlSX2N6fKMj9/Jnhgpwke+GmCB36a4MkI0JwqS7fIOVSWuR8neOCnCR74aYIn0z9+qixzO07wZHfS+fuRI1pzqiyx0zlVlrkeJ3jgpwke+GmCJ7vfzqGyzPU4wZOx3TlVlrkcJ3jgpwke+GGCJ7stz6GyxJnnVFnmfJzggZ8meOCnCR74YYIno5lzqizx7zlVljkdJ3jgpwke+GmCJ6Otc6osMfk5VZb4/Jwqy3wfJ3jgpwmejAbPobJEhudUWebrOMEDP03wwE8TPBmtnlNliV7PqbJEs+dUWeIYdKos0zhO8OT0HCd44IcJHvBpggd+muCBnyZ4curHCR74aYIHfprgyS4DdKgsUz9O8FiGOE7wwE8TPPDDBA/4NMGTXTLoUFmmepzggZ8meOCnCR74aYLHvmbHCZ7s8kKHyhKJoVNliczQqbJM5TTBk1M+TvDATxM88NMET3bPo0Nlie3RqbLE+ehUWaZ0nOCBnyZ44KcJnuzWSIfKEnekQ2WZ7uMED/w0wQM/TfDATxM8GZmjU2WJidKhsjR8muCBnyZ44KcJnowc0qmyxGfpVFlitXSqLO9xnOCBnyZ4MsJJp8oS8aRTZel2TH+rjPs5TvDATxM8GX2lU2WJxtKpskRn6VRZ4tp0qiyNnyZ4rMI7TvDATxM88NMED/zvR9WOEzyWHo4TPPDTBA/8NMGTXbnpUFli/nSqLO9ynOCBnyZ44KcJHvhpgie7ytPhI8/HCR74aYIHfprggZ8meOCnCZ6MINSpskQV6lRZogx1qiwxlDpVlnc6TvDk+z5N8GQXjzpUlvd9nOCBnyZ44KcJHvsmHCd44IcJnuw6U4fKEq2pU2WJNdWpsrzGcYIHfprggZ8meOCnCZ7s9lWHyhIHq1NleT3HCR74YYIHfJrggZ8meLK7XB0qS4yuTpXl1Y8TPPDTBA/8NMGT0bo6VZbuhnWoLK92nOCBHyZ4wKcJnowm1qmyRBfrVFnimXWqLK96nOCBnyZ48lWOEzzw0wQP/DTBAz9N8MAPEzz5yscJHvhpggd+muCBnyZ44KcJnowP16myxIrrVFle6TjBAz9N8GS0uU6VJfpch8oSt65TZWn8NMEDP03wZCS8TpUlMl6nyhIpr1NliavXqbK8ruMEj32/jxM8yfW+/laW8MMED/g0wQM/TfCk8RwneOCnCZ7k2mB/K0v4YYIHfJrgsR/JcYIHfprggZ8meOCnCR74aYIn4Sl2qCzhpwke+GmCB36a4EmuOfanykhYjx0qS/hpggd+muCBnyZ44PehskwIlB0qS/hpggd+muCBnyZ44KcJnoSQ2YGdJniS+5n9rSzhpwke+GmCJyF2dqgs4acJHvhpgie599nfyhJ+muBJ9I8fKkv4YYIHfJrggZ8meOCnCZ6EV9qhsoSfJnjgpwke+GmCB36a4EkIqh0qS/hpggd+mOABnyZ44KcJnoTw2qGyhJ8meOCnCR74YYIHfJrgSeizHSpL+GmCB36a4IGfJnjgpwme9LTjBA/8NMEDP03wwE8TPPDDBE966nGCB36a4Emu+/a3soSfJnjgpwme9JTjBA/8NMEDP03wJNeI+1tZwk8TPAm/uL+VJfg0wQM/TfDATxM88NMET8JX7lBZwk8TPPDTBA/8NMEDP03wJLTnDpVlche6v1nC8GmCB36a4IGfJnjScx0neOCnCR74aYIHfprgSTjXHSpL+GmCB36a4IEfJniSm9v9rSwTBneHyhJ+muCBnyZ44KcJHvhpgie5Ed7fyhJ+muCBnyZ44KcJHvhhgif1dpzgSW6ad6gsMc47VZa9HSd44KcJntTraYIHfJrggZ8meOCnCR74aYIn9XKc4IGfJnjgpwke+GmCB36a4Ek9Hyd44IcJHvBpggd+muCBnyZ4rBg8TvDATxM88NMED/w0wQM/TfAkPP5OlWW/jxM88L9f2Ps4wQM/TfAkfABPlWW/jhM88NMED/w0wQM/TfAk+sdPlSX946fKkv7xU2VJ//ihsmzjOMGT2nOc4IGfJnjgpwke+GmCB36a4EmtHyd44KcJHvhpgie5GeGhssSQ8FBZ4kl4qixbO07wwE8TPPDTBE9y38JDZYl34aGyNHya4IGfJnjgpwke+GmCJ02Lw7+VJTaHp8rS+GmCB36a4IGfJngSXoinytL9EA9fnnyc4IGfJnjgpwme1NJxggd+muBJ7p14qCxbOk7wwE8TPBYZjxM88NMED/wwwQM+TfDATxM8ds9wnOCBnyZ44KcJHvhpggd+muBJdRwneOCnCR74aYIHfpjgAZ8meFJ9jhM88NMED/w0wQM/TfCk2o8TPPDTBA/8NMEDP03wwE8TPKm20wQP+DTBAz9N8MBPEzzw0wSP/Z6PEzzw0wQP/DTBAz9N8MBPEzwJH8lTZVnLaYIHfJrggZ8meOCnCZ6E3eSpsqz5OMEDP0zwgE8TPPDTBE/ClvJUWWJNeaosazpO8MBPEzxwnAe8BPv//vWv//df/+mf//XP7wEZ6+yEVnay/4coAmmoWcn5T0JW5Z///V/++c///M9//p//kP75r//nn/tfl1di7FnZF0P+x//+r//c//y3f65//uM/28r2sH/5BYbueDz3//jXR5882H//10fHXFjonQsLXfQPW/rpwkJnXVjosQsL3fYPe+XdBYUKvLBQixcWqvLCQn3+w5ZKvbBQsxcWqvfCQh3/w5aKvrBQ2xcWqvzCQr3/w16Rf0HhBSAsPAOEhbfAhy0PAmHhVSAsPA2EhffBhy2PBGHhpSAsPBeEhTfDhy0PB2HT6kFQOEIIC+eIH/s5TAgLJwph4VghLJwtPmw5YAgLpwxh4aghLJw3Pmw5dAgLJw9h0/BDUPiCCAv/kA9bPiPCwo9EWPiWCAt/kw9bPijCwi9FWPiqCAv/lQ9bPi3Cws9FmLu+CAlvmA9bHjLCwmtGWHjSCAvvmg97LW4EhROOsHDMERbOOh+2HHiEhVOPsHD0ETaNfz5o+QMJCx8hYeE3JCx8iRb7+BcJmzZHgsINSVi4JgkLd6UPWy5MwsKtSVi4OgkL96cPWy5RwsJNSli4TgkLd6oPWy5WwqbZlaDwxBIW3lkftjy2hIUXl7Dw7BIW3l4ftjzAhIVXmLDwFBMW3mMftjzKhIWXmbBpeSYonNE+bDmoCcvTaU1YOLIJC+e2D1sOb8LCCU5YOMYJC2e5D1sOdMLCqU5YONoJm8Z3gsIf78d+PnrCwm9PWPjyCQv/vg9bPn/Cwg9QWPgGCgt/wQ9bPoTCwq9QWPgaCpv2hx+0XBKFhZuisHBdFBbujB+2XByFhdujsHCFFBbukR+2XCaFhRulsHCtFBbulh/2mmAKCq9MYeGpKSy8Nz9seXQKCy9PYdPyU1A4gwoLB9EPW06jwsKRVFg4lwoLh9MPCx9UIeGWKixcVYWF++qP/VxahYWbq7Bp+ioovGE/bHnICguvWWHhSSssvGs/bHncCptWuILCMVdYOOt+2HLgFRZOvcLC0VfYs30rfv7AwvL0ERYWfsPCwpf4w5Z/sbDwORYWfsjCwjf5w5a/srDwYRYWfs3CwtdZ2LR//qDlEi0s3KSFheu0sHCn/rDlYi0s3K6FhSu2sHDP/rDxumwLCzduYeHaLSzcvX9smYALCq9wYeEpLiy8xz9seZQLCy9zYeF5Liy80T9seagLC691YeHJLiy82z9sebwLmydZgsIxXlg4y3/YcqAXFk71wsLRXpj9mm9JxBjN2KVIImbYkPGApMyiUpdEnF0huV1NGXMgkogZmrRr0dfbiLgSvQw11DySMntXH8lWjHjapUgixk7I8pIkYqyH7FIkETN+etmXRS7lIeLekogZayWTZGXNrkUSMW5L3bdrP2wQcaskYkZzm4WlocxCrn7BmbDrlyTi4nJ1QxKxTxjTzaTMPp8moQ/vK3pOv28BPll2KUWRRdxbErHPVFvAycq63cVJIsbuyy5FEjHWYJZNJREzG26XIomYOfImma64JOstiRh/M7sSuQPBC82uRBIxw/B2JZKIGZy3K5FEjE/braHfLd1821qYvfxbL89+LaUNScRIBdilyFcZZ7qcmiRid7GrVRIxMgY36htf5l0JSTIxBnu0MRVlza5FMrEb940umRjlBrsWycTFBbLKhizeZsnEiEcwcihvwUO8vfT7g7p8eyQTY4FolyI3IGhgWOkgmbjQfleLfhyDeJskE9t/WLy9JRPbfzxXHpJOq5uKPJKJ0Qix+xTJxFhSbpUczpV2KZKJUS+xS5FMjNKJXYpk4or2Jd3myux38UgmNjY4G/++BSi22KVIJkbdpaMuoMzibZJMXN0565JMjPCMXYtkYkRqisWpoazZtSRFFm+LZGIOP+xSJFChtWO1rGRi1+W5L8nEnMtclhDlLbAfjF2KZGLOe6iXb2V+tpKUWbxNkonrHCCTOxDOrZqVXl1Zs2uRTIyiUtH7Mhdf4nhFmcXbLJmYkzpOW6oyi7eXZGJEpOxS5MdmDJ0rycQV64bWJBNXGrvseynPy5R0ypKJOfS0a5FMjMaWXYtkYvS47FokE3Mga9fSFCVuS5Iyi7hFMjGyYnYpkomRILPbF8nEnEHf3jIkrLRLPqA2dWUlEaOiZnWmJGIU1+xSJBH7qXtK+jISEfeWRIwa3N2HJGKU4+xSsiKLcU0SsfcZoACljOk5ScTo39mlSCJGK6/XSxIx/RK02ymyeqpLIkbGj3u/rMwCbtF/i8SN1XNNmQXcWxKxd5NYbTiUWeE+JPK5yqE9Mimj/0VSMU0xdi0SSds0nJVUjFijXYukYhd2rPq0D/0BT9tYarTAKLPfRZVUjD4lwg5NmQXcJLcgDQGCdEsqNkZTjqRi2qTsWiQV01LFLfb3eV2+M1dJxd1FF7KkYmRB7VokFdMalvVujS4yuxRJxS5Y2rt8SbvbfzW5BaG7zZKzpGI64exSJBXTNfd4J5kwC7iXpGIEXXt5JBXT0WfXIqmY7r926Z0tWrN2LZKK0aUtLUkqRsPWrqUqsoB7yS0I/Y52KZKKu0/AdUnFSPE2DnaVWcAt+jZXAm6SVEyPJ9J+8ha4GYPmSdSH7VokFdN+enNMo8wCrpx5DJSRr5wl6aCivO2+ILhsN899Y3aHPSQVe3OuN9V92IPkRJNUjG60/XIlFdM4fLG1pswirm5UeUOyfa+yspLZQ1Fmv4wuqZheaebPvm/BcxFxi6TiB21cvZTn8iEAScV0ATzcD32Z/WDsUiQV0wXQqdWVWcTVupcuAA1oLodOPabMIqucX8LqQ6Wg7LErkURMD0AnhymzgFslEdME0HQjlWkBuxRJxEwWFH72ytKz/YRQvLfnkHuQx2XKmiRiJiQs3HRFFm+zJGKE+5loyMrsr12SiB93zH0kETMTYv9UEvHjTZBVEjFeBXYpWdFgG1HegU641VtYxmBKHZKIaQGwS5FEjDtDvpskYloA7FKKIgu3WRIxHQC82KzMfhaXJGL8KIr3WQrL9qZIImZ+yS5FEjEtAHYpkhHx1bBrkURMC4Bdi3xvmcO6GCRTZj+LIYmYFgDaZB9ldusnSZcOgI5ukLKH3drvWzBcHOmWsOcTbfmSRMz0W6mPJGJaAOxSJBHjymIlpSTi4T6dReKjT/HZd6oos3B7SyLGXOZKQxIxRjR2LZKIaQF4tsvDTMI7ToVZuM2SiPHTsUuRREwHQLsuScQMX9qlSCJmUNN+BpKI6QF40D5VZuG2SCKmB4BN8aLMwu0tiZgeALsW+Y1jhWS/K7kFcdsk3V6lB8AuRRIxI7YMSmZlFm6zJGLMn+xSJBHTA2CXIomYSWG7FEnETBXbpUgipgngeaRhC2YBVxq27osugF7S9x7EIW2z31TssFZ7z8YGHw05CHZY1K2t79DCrrRtOaycQNQNWuCVxi2DLmYvnVsOE8qcY4P1StK75dBCRct5g8gdPfp+ZOJvzm2DFoClf8uhReArjw0OPT8xVpjd7yVt0IKw9HA5tHArTVwOLQynoU/uzZ3SxuWw3PvDGpH+3iDtrpc+NZ41Vfq4HCI1erUNWiyWTi6HFozvS194Z8RjtI3lOqSZy6H9bForG3yQgNM3g3GGJ7e+QYvI0tDlkMGq/YEPp1b6dqAHYjEvbzDbFaWyQQvL0tTl0OKydHXdF9om+Za2Lof2LbjyvcFKjk0b7HZJWZ4dmZYrSW+XQ4vOJfcN0qr6PBu0AH3vf9KeRdq7DDK32KS/y6HlRmnwcmgxWjq8HFqQzkOfHOWvJ5WxQQvT93VvsHFgmDY47JIuffbiQqy1btBCddWP/cZApEqvl8MHhXBhTOrf0u3lMFPe5A22u/VWN2iRWRq+DOJCnkp7NmghW1q+HFrMvvu9QQva0vVlsP/bR5jKBq0skb4vhxZkpPHLoQXtonETy+VS07Mx+xbdOW2wclSbN2i/oCfrk6Pv3KT9y6EF7ZqfDVrQzho3ESazKyr3Bi1oSwuYvTv2y6KyLBu026uu4Se5ur90gTm0oF2GPDsG4FfSF4RZuF3RlTZov1/pBHM47Iou/efo0GXpBXNY7IquZ4OMH9WxQYvb0g5mMBO375Y3mDkmLxts2YqstsHHLkmzBvKAN6qcG7TArUkM63pmqHdocfvWTJ9cfHVopk/VbSI009NuYHfFmukRXNQzfjbPidtZE71Bi9sp74+0uH1poqflwK5IEz06k/nqmujpOrAr0kRvsOoNiTML23l7j1xt/NZEj75mqZcmejoPHqtu+wa7XZEmenoP+nblzPK0opme3gO7IM30iYHGdGumN2hft0szPe0HTOv1DVrt2jXTZ7dqrRo4M5OcTbrFDN5E7aSpHrFXuyRN9SjDljI01dOGYJekqT4nBFa2B6IFmavGd0Ru7aeiqZ5OBLsiTfU5E7UvTfUG7QZiaIykG+HpXVM94r7Zp0i+ECXgXDTVG0QUWlM9HQl13Jrq0Sm2S9JUn91L69FU7wrIXbNDRrTmqprq6UrA2EXfD7zoWxp1gxa1b031Lvx8D031qETbFekvg94EuyJN9RnFsqtqqqc7wS5JU70rXrekqT67eeStqT77bNnQVJ9RaisaKOhQeHpraYP2a6ma6ulR6HZDUDfIHLimeroU6rg01aNYft1DUz3y5qV0TfV0KtBQlDZoUbvoh0mvQs9ZU33xgepbUz3tCpgIjA3anb9+Z4zZjUfXVE/DArsfeYOZyaa6QYvaSVO9QYvat6Z62hbqs90iIbZ/aaOBw1pK08hJ58LTq6b6goLIlTXV07vQc9JUj8mA3d9rqqd9wS5JX1BFWO3RVF9QTilbHqKBwa7o2v+5he2sqZ4Whq4HGAYbgVsDLz0M9Rma6YvLr3fN9HhKsPGkb0cnbhfN9AYtbmfN9HQy2F2BZvqC7nzbXjlSYc/Td1gYUM0btLBdNdPTzWBXpDdJ/Fe+kmb6gnNt1l9gYa61Dv0B2389dkWa6SvD/XfTTG/QYlzVfElPw9OzZnqMVuyKNNNXl8e8dpbvvRqir8H+pt4jYRlz3U0zPf4yBfHIDVrUzprpGUfM+lHQ2tDzpZkepxy7IM30NDfUp2umZ67y2r9wDGHaBWnYpMHh+fPKGaG7bs30tDjYAzXTM09q3xnN9DQ52CVppsftyK5eE3h19aKimZ4+h6en/YGD59YrYpIuDc30mDzZFWnYrG6m2TTTMxJsV6SZnvlhy5Wa6Wl3oPXy3qAF7UszPQ0Pdkma6SsjdbVrpqflwS5JM71PWd9FozYj2aVsfxLv1H7rHRJuYXZFmulpe+hpC3xzuLxrpqfxoVqV9GzQ3veimR6bNLsizfQ0P/ChyyUxVW+XpJme9ge7JM302L3ZJWmmpwOiupLEFzJid2saQUyApte0QQvat8YZbO7SGJrp6YKwK9JMjzDCjRj4Bu0XVDXT49h33Vkzvdv7laSZnl6Ip1+a6RGEsEvSWyS6IexHoJkeq0K7JM307mv4aEhpLkafNdMjhMGPLW/QovalmR6HxjQezfQ0RdgVaaZH0+PePyCk056yfULM3dkfzRt0KZyyQfthDE30SJnYFWmipzeip6aJHpNNu6K6MYvaRWMsqiycjegVMYBXbk309Ecw0t03WO2KNNE31wrVpNyZwatVEz0tElZzaaJH5oYgVzZoYfv68zeHXZEmesxaLRxqoqdRom8/DKR97N6w73DQ561PzjDefWuix6TWrkgjNM0ST3s00aNptAdouiV6qprosdu1K8r7IxuHUmWDFrVvTfRTymlooqdn4mmPJnp8htNoeotE1wQelPp+MJhXs2Z617B6kmZ6LJOv+9JMj7+yXZL+LGmdeNqOMrKT9wYtaFfN9DhF02CvF+TyhUkzPbpiF4ljg/YGD830NFCQF/XZMQAZ0u7m0IJ20UyPoNpds2Z6mijs49VMj9n3dV+a6XEGL1t55i7iFvnSBi1o1+2LxKweIodf+DCsV5NmelopsDt7Ntiva2imf5jXy49metopntY00z8uL1M1LdNQYXWCZnps4+2SNNPTVFEteIwNluvSbxyKhNQjaYMWnJtm+icTtItmehor7Io006OueNdbMz29FXZFmukfF+cfmukfpvdy10xPe4VdkmZ6VCXtkvQOiQYLuyTN9A8TfPZdGhu0sL09OSN89iPSJ2eGL3fN9HRZPK1qpn9wYhhFMz19FvaN0x/m43Y0t2Z6Wi1qH5rpH0b57DPJG+wlN830dFvYJWmmRxDV8qJmeldPteJhbNDitmYcOi6YidH3g4m+q2umRwfWrkgzvYvGtqKZ3qCF7ayZnraLnvTtQNLWLkgzPX0XHODnDQ67Is30g9k+RKs3aGG7aKY32LBxGBu0sK3BB41guyLN9LRfUH+XDTa7omv/5xa1q2Z6OjDsivR9Rxw5bTUbLRh2QZrpB1N+ZWimpwnDrkgzPRrPlyX6tkEL21UzPY0Ydu+gmX5UwnbSeyRaMXq6NNUjbk3rRNlgr71rqh/M+1l53DeYRPQmoH2LNIGj6Z3Gral+uLn4tT2Sob/yaKqnJcOuSFM9+uSXpbZng9jPaKqnLcPihKb6gRnWuDXV05jBHFjZoD3u0VRPa0a1Cqtv0MJ21VQ/GP/T7EBvxtOkke6+UaNPqgTiMNOzUjfY7iK9dA5R8pNUf6Osf13STefQ3qHc7g1a1JaGOocWtS9J9TfNGf2WljqH+S7SU+fQfkDSVOfw0Y4bY4wC2j1K2qBFbemrc4jWZaob7P2WzjqDzANa5Hw2aFFbeuscVm6W7w1a1NZeF6BFbemvY9oFHbnxtA2WfkuHncN+F1H8cTh0fNAYc4FXHmmDrsKXN2hR+xp1gyM90mdnkOHAu49ng/+XtHfp1SZXlvPm/SvW0Abc+xTv5EADCbIFGPDA9gE8EARD0N04ki8C7L/vfIJkFou9rIk30NhfBWvVW1cymMyMsEnXd2EL0LrtT6qdQOu2U/n+OgWC6ZNsJzAhg1gvsMb+SbcTaLPyVr6/PvDHvF7OQbeda7xA67a/wUNA67Y/OXfWC1MoWD9JdwLt8X45OGCxM4oX1qnb/JwR6Rl2Rp+RHtC67U/inUDrtkOsF2ij0Cf1zrCIiUr/jPSAsYXrLKPM6VO8QHuxP+l3BlI1eK1rA9pb9KkwEZh7+WTgCbQP6Pu1kJ3RwicFz0AqB3Me6QLttn2S8AQixT/qBVqvfXUKpGcYDx3jAjMa+RdmnfY3hB1kkpXz97siO6O0Ty6eQOu0Q2kXaJ32JxtPYO/l+6HLGKx/0vEEJtL70gVK+S5foPXa3zhBwOTswSv7AlOO34Q8wGJnFMMF2ly5Xm8x1YSoK1+g9drpup2DXjvGdoHWa38z8kKUHeb3oZOc0cs3IQ+wxIsTAFqvnT9TpBCpKszfhDxA67W/S1iA1mt/E/IA7aPsI1zg6OWbkRdipNcun5Ee0Hrtb0YeoGHfjDxA67W/GXkh2of163ba8skHVrbU8oG1Lct8YGNLOG+siCdMIc8DS1sa+sDKlpE+sLYlpw9sbHlqx6gbWFLWB5aW6vUBlS2QfWBti2kf2NjC245Re7NEug/MZRcPzCUaD8zlHA/MpR8dO2QiD8wlJQ9sq08ekAtVHpiLWjp2CGAemItlHpgLax7Y1uA8IJfrdOyQ9jwwlwE9MJcMPTCXFz0wlyJ17JAtPTCXOD0wl0M9MJdOPbCtsurQIch6YC7eemAu9HpgLgp7YC4g69ghNntgLkx7YC5ie2AueOvYIY57YFtH94BccvfAXJ73wFzKd2On7O+BuUTwgbmc8IG59PCBuUyxY4ek8YG5/PGBbaXkA3JR5QNzAWbHDrHmA3Nh5wNzEegDc8HoA3NxaccOIeoDc9HqA3OB6wPbWtgH5LLZjh0S2wfmctwH5tLdB+Yy3wfmkuCOHfLhB+ZS4wfmsuQH5hLmB7bVzh06hNEPzEXUD8wF1w/MxdkPzIXcHXs13w/I5eEPzKXkD8xl5w/MJeodO+TsD8yl7w/MZfIPzCX1D8zl9x07pPoPbKv6H5AbAByYmwUcmBsLbOw0ITgwNyw4MDc3ODA3QjgwN01w7DBYODA3Yziwz+Bymjsc2LjZyWkacWDpZienGcWBtZudnCYXjh2GGAeWbnZyGm0cWLvYyWnf4dhh9XFg6WYnp4XIgbWbnZzWJI4dNiYHlm52ctqjHFi72cnhuuLQYdByYOlmJ6fxy4G1m52chjKOvd4zB5RudnJa2hxYu9nJaZXj2GGrc2DpZienXc+BtZudnDZAjo3XMujA0sVOTiOiA2s3OzkNjjbWDzOkA0s3O+mHydKB9ZudnOZNBxZvdnKaQh1YvdjJaTXl2GFLdWDxZien3dWB1ZudnDZajh2WWwcWb3ZyWnkdWL3ZyeEQ5tBhJnZg8WYnp0nZgdWbnZzmZ44dRmkHFm92chqwHVi92clp7ObY6wF3QPFmJ6e13IHVm52clnWOHfZ2BxZvdnLa5h1YvdnJacfn2GHdd2DxYienIeCB1ZudnEaDjh2mhAcWb3ZyeB0eUL3ZyWmhuLHTbvHA4s1OThvHA6s3OzntIR07rCQPLN7s5LSoPLB2sZPT+NKxwyTzwNLNTk7zzQNrNzs5TT0dOwxADyzd7OQ0Fj2wdrOTbVbq24ep6YGlm52cZqkH1m52cpqwOnYYth5YutnJaQR7YO1mJ6fBrGOvF+0BpZudnBa3B9ZudnJa5zp22OweWLrZyWnfe2DtZienLbBjh4XwgaWLnZzGxAfWbnZyGh47Nl5z5ANLNzs5PJcPqN3s5LRyXtjH9vnA0sVOPnbSB9YudvKxqXbssLQ+sHSxk49V9oG1Lzv5GHA7dph1H1i62MnHBPzA2sVOPubiBxYvdvIxLT+werGTjxm6Y69v+gHFi52k0479wOrFTtJp8+7YYQl/YPFiJx+r+QOrFzv5WNg7dtjdH1j8shOgfLGTpHrqLzsB6xc7ScitX+wELF7sBCxf7ASsXuwkqb76y04S5dUXOwGLFzsBy192AlQvdgLWL3aSVG79ZSdg8WInYPliJ2D1Yidg/WInieW9i52AxYudJEm1f9kJWP2yE6B+sZMUVBXwYSdg8WInYPliJ0nq7V92Ata/7CSx+nexE7B4sROwfLETsHqxE7B+sZPEcuDFTsDixU7A8sVOwOrFTsD6xU6SVN4/ox9QutgJWLnYSdLa4JedgI2LnSRWBi92kiT8/mUnYOViJ2DtYidJa4VfdpLC1E4c/Yt9XnhKuC92AtYudgI2LnaStG74ZSdg6WInYOViJ2DtYidg42IniXXEi52ApYudJNV4X48HwbgvOwEbFztJYVCQ/GEnYOliJ2DlYidg7WInYONiJwkd+YudgKWLnYCVi52AtS87ARoXO0loy1/sBCxd7ASsXOwErF3sBGy0608pB/+yE7B0s5NIbd3FTliCvNkJK5A3O4kIL1zsJFIdfrGTSBXrxU4ipXYXO4lJmimffiXKJOjzcCkWv9kJuvQ3O5Eu/cVOIjLbFzuJ9n3f7CSqjuHLTiLp1hc7iTJ2+LITadVf7ASt+pudoFV/sZNIVcPFTiLp1xc7icoR/bIT6ddf7AT9+pudGFZvdhKpcrjYCbXlNzuhtPxmJ1SW3+wETfuLnUQ0hy92EodMWT69CLXmNzuh1PxmJ8jc3+wEmfubnSRlDXzZSUJX9WInSTqRX3ZC5fnNTtC+v9hJIjvnYieJJIKLnVCJfrMTCtFvdkId+s1OktS9vuzEsHizE8PyzU6oTL/ZCYXpNztBIv9iJyjk3+wkIVh0sZOEskr+y9/2m52oTP1iJ8jmX+wkoQF2sZOEftHFTihbv9lJkhrEl52oaP1iJyjp3+wk4aV3sZOEOdjFTihjv9kJVew3O1ER+3f0S6q0/Q5/VLDf7CTJL+zLThL1FRc7SSSBX+xEJe0XO6Gi/WYnKO7f7ATF/ZudJMotLnZi2KcHprz9ZidUt9/sBAX+m50k8lMudpJUevHtHil3v9kJ1e43O5Es/8VOkOW/2UkmP+ViJ5n8lO/jofj9ZidZWa1fdiKp/oudINV/s5NMfsrFTjJ1GRc7oRj+ZifUwt/sBPn+m51kZQx92UlOEjXKXyjd7ITS+JudUBl/sxM0/W92kslPudhJRnP5+lMkZC92kqWJ+WUn6Pzf7ASd/5udZPJTLnaS0WG+2AmV8zc7oXD+Zido/9/sJE+9sk+/Yli52AmV9Dc7oZD+ZifU0d/sBDuAm51k8lMudoIfwM1OsqRgvuwkk59ysRPV1V/shLL6m51QVX+xk4zk0sVOMukpFzvJQ0V1n24lk59ysZMsn80vO8E24GYn2Abc7KSQn3Kxk0J+ysVOqLq/2QlF9xc7wUrgZidF3mhfdlLIT7nYCVX4NzuhCP9mJ9Tg3+wEe4GbnRTyUy52UshPudhJkaPNl51QlX+xExwHbnaC48DNTgr5KRc7KeSnXOyEIv2bnVCjf7MT2RBc7KSQn3Kxk0J+ysVOKNq/2Qk1+xc7KUrF/bITORNc7KSQn3Kxk1JltvphJ9Tw3+yEEv6LnWBWcLMTuRVc7KQ0Jad+2ElpEvT49CJU9N/shIL+m53gYHCzE1LQbnZCCtrNTkhBu9lJQTT3O/qVQbX0d/ijvP9mJ1T33+wEU4ObnRTyUy52UtHRvdgJ5f43O6Ha/2YnVRJrX3aC08HNTmr4ZMWyfWfFgt1ZsWB3VizYnRWbsD642UmNf8mKBbuzYsHurFiwOys2YYdws5Oa7qxYoDsrFuzOik3SBbjYSc1/yYoFu7Niwe6sWLA7KxbszopNkgm42Am+CTc7wTfhYie1/CUrFuzOik3IBtzsBNWAm53ISuFiJ7XeWbFAd1ZsQkbgZie1/SUrFuzOik1yV7jYSW1/yYpNtf8lKxbszooFu7Niwe6sWLArK9b6mL9kxYLdWbFgd1Ys2J0VC3ZnxSa5MFzsBBeGm53gwnCzk/b8JSvWhta/ZMWCXVmxSc4MFzvBmeFmJy38JSs2tfiXrFiwOysW7M6KBbuzYsHurNjU0l+yYsHurFiwKysW6M6KBbuzYhMGDjc7afkvWbFgd1Ys2J0VC3ZnxaZW/pIVC3ZnxYLdWbFgV1Ys0J0VCzbQGlv7ee2DdsaBre6Ghl1c+MtRvIRCDfYd7IfoBRc04JxR/S9WeYYaQnx2N0kxh/TqrpP3Io+Fl/16ekkIDVONaOGrfkR4JCNlN6xqE92yKu+c3fCgb3bfSq9ZoSGN0TcV8woXNRDqveth9KQa5GA32MiBtsL9CL2sRg0hlt2L7BqcpLTD/QW+9Tp6Pzoe3LvB3lz72u4X5y37UYP9wBr73iIhXr9RY2v+G6ukSA12L/NbgJTrvLzPC/tWJqnBZojrg3zrmGjAa2z1pW/VkxoCmma7YdVI6UMpiIPuBoxTd8P7Bb2lVjSgvbvGibcwSw08/LEbVhmXPlB5HO4GeykgL9eX+1aDqcF6yTWOeelYkoFLz6uHeevM1C+gAx12QzYS1dvdYbzlamowsr0mDW9xGw2BTOJ1fV4Kp/6ok7a1G9pT+cWro3or6tSASfxVfkdvZ6N+6/4Hq1YvTVmWtGYKb2Xf7B/76kbBY6RI9Oo33/pAGmzgzusDf6sJ1RDyJjBv7aG6ZaQjxm5AiimHu79+SxhpQHqvXvWOwqPklRe+iiM1GNS8xz7ssI3BxXKNEm+JpfAndD/QqsdMSmweeXU6b/WmhiAKy+tuKCTG3UPTWwOqBv45dsMsGAW3rzM8Xh+6qks18PVRV5/z1qLOEbHF1a+pIaaR76HyLWllXB1E5De+6l+Fc51pN6xqWQ3EaJCvIz1z9WfcI/RbdEtDa81/Y1foCkdyIm58lfNq/C/kNe4GusuabmLwVgXTgAXu6nPeGmI1xD3uvQXHoh32G8Mbsj2y3G8+8tYtqwErh7obZpEzOPqnq/94K6LFdqynXT0O+RYZgcubBr2F1bOhlNXjvGXYNKDNs+ZLb9G2WNZ49mV7hbdw6+tWx/Ko4+yh3bTsLRSHwzHBXT3OW1aepu1WWj3OW4Qu1pdt9hx3w9PkrHvRwbeWnYbW5OCwGlbluxpwTWq7YdXJi20Wmy6G3cDH3etNQ99yexpwft5PfNfmC0evsW58FfKL5FaW1nZDQVI63Oz31QNQw5N69YalHkBDstu2xuNXa0DcGnvZvhuWMsEk3XVFUcBt1l3KRcZfeQNwu7Nh9TmvGIIY/Qh7dvFKJ6ghjrj6FvwuUorzlI4pwCvAwHyBGPTqdF65BjXYWaxO5xV30AzD3v/ohzLGNH/jM/V4NSJoYPq2zmnrSQgO7Vl9zis+oXlNwTZ8N9jU2169n2vC82pY0FBGDM1/YileqMFe/9XpvPoYmk9Vjb6rYalpzIkWQlbeYO/wSD/XDOwV5aDBOE92fCl4aBrXxtidjut9qME6jd23PFQtlLYa3onfKxtCg4Toxm5YIiM0PHgCxt2wJEnUkFh+3g1IL9V7wnkom6ihtj57HVdBSbNAKjm6BFPAO0Q27QaMInmsn1nuobuiBmSq6mxwlRY1YPA5dsPSdKHBvpYVmZECTMLM45pdH9IwsyGt4fsQklEDSu3rrFx2hgZ7oyZLPTRqhCsBfzdYz8Qw+J3tH1I3auCgdTcsYZwkFUK7E+v6XEZHDUE+QKuhyzf8ijIcajxqKDbLyLthSvckVcXZPK1tfOn8qAE/mI0/UNnyDW0cYkHCK64Ss8GlhdTw1LRvuQsR0YBeXhq7AVbVroDKIWc0G4wJxN2wxI/UEPR5/sNHKomGWmqNfTcsYSUFcsYajIXbS1DyFeA55JnUgF9d2g1LzIkGxKzDujyXflLDU/v+XmCc9tKPK7B0KEipQeK4u2HKTYHbKPA8/gdLm0oNLGWty8OiJYt8feJZh8SVGkoLji89LPBnSJT7Hz7qWWqwvrjU3WCsu+i3zzDaIcKlhmpN67q3YpdwgtRh40veiwZc0XPZDUsMTNG7LteX3dDwPbjCeoemmBqQQZu4C5CBG2mpu89xuTIFDUcJu2tBPdr6snZFEw/VszRNXNv+7S2RBp4bt0r4q6emBpufr56FOhQbxOodxDxk2dRgs7jV5bwibkllt2lyzkPxTbjNsVaXQ+VMGD3XK3Z6CMepocgx+h9OlTlw+7Dq6nFeSTo1UCkRd0NM8mf9hmwPZbvZYNRh/bbr4Knh6Wu14lDNo6HvVYdDYk+B4p7KemupWyK1o3wjyIdQn/CIfOZuWLJ+NKAKvbqcVwRQ8elR4+paKLWqJVxh60NJUA3J+rS8G5buYFKhdUirf3xVCtVgt2cdCQlelPGvaPmhdagGXIXTbpjCiODR+uLV4bwqimqwL635T9iTjHVcQfpDjFENReOfGly6kQbr29uTd8MSelSDcZbVP76ykFocgPc6HuYM47NocIhLqsH6stXjvFKUNHSWG+tuWMKVWpPAgmbsBiqBUr8WKw79SzXYh9G9Yall0lBZ8VjX59qaWgoZe8WJBr6emL5rJIdCp/C0OYureQLbl7OWeQ/pTzUYvVgdDkKhlAa3a2HmUBBVAz6hYzcsvVEabJ75xLAbljqpGqIsxVbD0jLVghBq480bCAvdK0WHJCoNRkha2PjSTxWebMacdsNSW9U6lE0o3iPZqTbmC58FqkO0VQ34acwLfyVeaaB+cnU5ryCs1r96KYubNM3Wscv+LowdurJqiArTrIYpQguOf7QfaAnWatXNZuSrx2kkZODb9PNdjjt0b9WQdKWrYank0pBbSqvLeTV11cAAEnfDk0TAP6uAhzLvasjrHXx1fGmIGFS23bBUf9UQ15T8kAjW4mMNa6X+mc7LIcxzelclD6VhGuytbavTeXWJ1ZDqnhW8KsZa9LTRfvUt1sBPaLg/V0MPMWQ12FmsTmcLJwMbWxqry3lFlrXU2uu+CCKZNapHPZdgD6lmNUT7+rxhCTvTUCvWWLthyUBrhdfmPKvLIZQ9bMycv/0u/R5q0mrA5irshqU9TUOeTqWrYSlVq8HuzOpyXl1rrThTneH4o9HgsxJ9iGODR3Td025YUtpqiPj87YYlvK11bpu87hcEwhlKmj/9LoAf+t002HxkRdpfsW/h1uv2vPGlDK7l9Zb38EaYzcaQeK+7HwLjaggx+y8sNfIkoZixloEO7XKt6vdWVpdDjKjQr/18l/sPCXQ12Fu6WI7rpYPbydXFaV9xdTUYuV1c5pVin1kGre2ORTGRpsd9ph8ciu40ZDvZsvEl/y6cObj/wRKLV3JDgTLuBpvP9XVD3qyHQ3OehkjV0Xx6LlAv3Jj84o+vmr1yKmTEvBvSqGP+wZtrcWjiq8G45+onXgX9JHWg3Xe9cvvK5IDrpt1gPdojZn6meByq/WoIFM7uhinxD26D3mh948sPQAkkxrJXh/O6B8zMkhpWv6KGFuL6C085OUwIaKg2gVxdzmtZoAa7orTx5W+ghJbUVxINDU+O86memS6HTQIN9khTKbtheioID2ktMx0GDMqjsVnq+uzhetbTjtXgCTaHjwMNBIxXj/O6PqjBXoh9z90jQrk7NQfHoTAbjw5OlwmBDxZau2FaUiQZgFi3sB6c+1coW6jVvnobhl7cjNrPN43osMGYDTajDbthmWbQgCPH6m5eiw1lKWFIvy7BDTnUENv6VsCfWMqd1nTYetBglLCu7uY1AVEDXoT+F8syRFlTydjR2A0BW6d5tm861eE8QkMmBBR2w/IpUcOMkqyG5WqibC1jOKu/UQ8QW5yn+6ZxHeYoNPAJ+29PIxXBRr9Wd/O6rihHzIbj1d3w/ubWn3lOb/LYYd6ihkcv6WpYVi80PPnZ89XXGEa5adZp7v7GbWTUQAlY8wbWPK5ktsOMhoZe4nB8OdcoIw55prQbls+NGuzmr25lnsho+cqhO+xyaLDJYF0dzmuuowab8K+R6rXiUYqezfXWR09iH/Zz48rdOxx9aLC7nFaH4/Y/wsNa8D6sgpQYWJiA7wb7OXVQn4zBw3GIBgK8i+K8/kRqIEK/Ls/djJSQaEPhYjKv99HMVExt9Ss0xMRS4jeF8bBQouGxXm11OK/hkvIgW9/33N2ZhFtPtPoWsj6ZjqRv4uTh8QRug8tYn9jrCEWDjcel+F8s/yg12B1ZfQt5qjahhyV+8jUPGyo1VKbqu2F6VqWpMRhXn/MaXNFgJHHfQBJre+53luhhk6UG+4RXn/Oaaqkh1LFYw2vBlfSEc14fAMnAPZVar+zUw8lrNsRn9Tmv75carNdefc7rEkaDTXHCfkruKaYGIyZl45UIT7iyZQ9nMjVkfNh3w/IxI+fWOs6+Op3X9UwNoeU1e0L6M+D/eWXpHuZpaijEh3aDjNaShCWN/OQNL1M2NXBn2m4ILJ5fqcGHtZsaatu4+8AJt/1Wl/O6xtFQsjr81cD6wVOujOTDfG42PP4Kbqc64ehorWtzWzsajEqU3eO4CZ4SoUd6dsdC4axMGr8Z0oeXnho8cvwa74HbP8LqcrLb9KnBvunVsyBuiz97vhKzD7c/Ndi3vb7ivK0Bye6Gj64PBnnd6SOohmBd4joS4l/2TfcrH/ywI1RDqTsS/JoX0qBFs40vp0PhyYbYtBvio6W5Txb64ZcovEKHZ8M2VxRu4+zqcF4nRhoIV60O5/VtVO57t+lW9ga7y+si3qT4w/5RDaHvqeFrFkmD/VfCxpezpFLuhz2VtBsqjDZeufiHQaUaqEYruyGuT5hY4thc7bW+VMOjeMRqsMkaS3bfEoDDQVMNnpZ2+G2mqVu7h4XXnVMNYS8UYOVZs2aln8qDw+NTDQVGNxu2ISg46wer63rdQ9VgbHr1N/IaVf7Mt+DhMCFVQx3t8YZlWaoG5ibr8tzglAb7/756nNcOVXUWPe7fntIM5Vt+cViqCg825MXd8OxvW6HEsjqc165VxR2jPCtYk6X91FO5qj4O11c1JARLd8PyiE3SKn7i6nFeR1k1PK2tHoeCu5iZznyrTQ5jWjXksr+8bWJLxYpRiT4cX463arAfLn6gkBetPGtcDuNcNRQPZ7w2uzQ0u7O7x3FTXjVYD7UP5Ra+qq0xnrg7Fuh4edbpvkU3hxOwGp79tF/bYPBir++67tdkOM1RfE9JkvSPlEDxqfU5vIrVEJ+x+pzX2ZgGG3TL6nNeH2SVEo36rD6HitJOPuTPt8bosFNWgx109TnuvQxOvp3/wvJpFm7vxOpyEjVyyhv9VjYdds9qyGjm7IZlDp3ERVJffc5rJa2GqPSq1bCMp2dFlb0t2RuYVdSfb6nV4V9Ng33pZfU5r9u1GlIO/gfLGluFXC3spdSEAtCj6Munwutw2FaD8aLmh1p+3DQUUgnW9bl7twrI7CtZfQsl0rlonfNTWXaYgKshhj3mumN4khj6KPstdHtxla2NtiI8SSLGdcE75fqwKBeeyIjbDcvQnAZUL/Z9cvtzNbCE0HfD08hm+fkW0R0u6qsh7dfcPdcpxbMp/1h9zuvQroYYVyrx4eeu4j1S+TZuM+H5UM+ivsMVngabDpaxrs895NVgvf/qhV/HedUMElnou0EZyvMv3mLCw7heDQFZqd0wXe7BmWuvPgcpgt56mFeRu80o225gcXM3eNI1DfaDYx0qx5W9B56fGDSPICXq8feGLLER6zxZYoG7z5FTgFYjPqWTaiBCFGcDXKPvBuM5pc7Ls+4nvn9hH0Z75k0n/2/3OQQyrdeZZ2vMKu2uhZSlEPpq8Jxr6/tZOHjEQlQEMB5vsKEoaCIhReOVSkwDCQO6DrudXFHdDYShxePOGlIaInQ+qKENBQ3UwEw1zZ8mYrP6HIMb2UFdDXYL2nrekUSSMHnOWblKg/GcrpkEyYmkke8G0mI1lQgS0fE/eOzqxryIzAi3ro4pTVU08VMwqwbewXl1NuEaq8+xBmMF+gDQvLEOpG/c6ExNs4E0nNXloHZil9fnyUa7Z9V/4rE3KtafbwHvE1mrN4Y9G2zqFlefE6G/5enzIZFBPzaeCKfNyzPWv3KJaYiKxX+qhoH5wDT0rDj8urgCzxFNfCAdeXU5EbcElmTU0Gt8Vs+C0gyz6vLzrVWmgcC6Lo4cu7Hjt1EVFqPNv7CHvTKJbaAhcyHE+eO1+QtIxUKdfdRZIq0GNHPjbAj2scbdkNYkkCjX6KvHQY2HFap5JHuD8upxIlofdibtZ1Vmj9WxqCHMKMFZsk2DnUev8/KSjbGry4koCBlNmn+BMPrqciK5muh6qiGmze6iUpG0GPepFH/izAoP8yGFZl1U3A1wwDIvIxCxLLvBnkV95qFs4plWz4J00jOz3j4V6o90lhLzTsrZbRwfq8uhQsimy8wkZKtSViYxDdWuj1eE+au43m4oQX3AtzKeBps3khaiBut7Hm+IM72fCW9CnHDiD3SGeIzq7kn1L7uBTnEd6S3IV4NdeG6rIcXd4xAcTmRa0wDL3H0Oj+AZTCWo9+99ZRI/aGrZ9Y35GzYwjNW10ECab7sUAmhAc5QuhGm4dVMr1YUioQcNwtnwUFawG+y4dBwSIEi9Nj+U0RmFzj/KBDQ8KH3O67D5aFy9DtJjVELMmxi04LgbjM+MPp8ThHX1OhQJGZ1Zj/xVRKAhknsYpZ5gN2GsXocioayQIrgNdSuETI2QfVNMJ4ga1LyyiWkoQ6mApwyDYLtsJhNZq1p19TqUDgXVj9BgvDmsbieQ6K5sT4k82Cezuh0qhBKv72wIVM14g5GQdahXFoIGqph0a1kgI51jNySbOYV5FXZtK82GCiG7ujovO7M+5g1S6h6XGsUTmCgPMqdpSPDMshsq+eLzpBI8ou+GxOWmKXZh05XV7wSmjE2Rr48KBg0hsQ6gBpuYxdXvBLSEVBOWJYuzU4kDZV2FjkAaG0qHWTjPtPVLe0MNjxIGEeoYVCzG3YD+CpMJGiTnOBvIOaiE6iXtQXlZ3w02mjO5npofsa7ehYbalOH5EQOhISfyuNXQstK7VoNNaCPDrsJBbScTBxI2EeSbDSSMbNyuSKnuHw0SGozoFCYTWeq+fXU7aEXa9Y15GVDk1e1QJET8bp5tJq287wb7wuYXc2qf2EcF0WG0VQNp1GE3ECGbP0Hoavc6kBK9qzRE5bzuhmQ/ENoluUKDjUY5rYame7Ma7GmSuKQGMhTX9Undr6X540Tqd6+jAkstBX2kXtRgF858Qg3P2L0OyfWZ6kI1kEEVdoOh0BIayHdbvc5D+nlXRI4Gpbt4g9Eu9Wyn9gwNxnVYsleDykN2Q+JVymqoRIT8Lx5Ks9JsYDV+XuBDzqaWsU/FG2AjOyPOqygsPvfdgEvD3D8Pz4qjSighsT0bWBLMu8GGUS2tf3R2aHi61qTUwBrYfHxSmLVeaP3FQ9rCbjBSA0WkIcKt4m6wA4tffvR91EBMeD6lQIS+7AajO2PewEDgeZ0U/jSkTanhIaAadkMlXb1NWSHChNkbHtHyr94QDVwt0wkaCIzV3RDo/+Zf9LqDPRQJPaI4wolVxN1AuBLu8pE5osHYTmc2QQMz87IbcpinWuGTfaNGmFVvTQOzqLAbjAApYfmjrfRQO2RXPeahSlHZwGqwl1/11gRWRYd3QyaIMA9FRaofKdoA0vol6aQGSv3ibIDSrKtOUB0xhPI3hZXKxqnOSbMhMvr03ZChrfNkCdDuq1Cp5VPjJTFFA6tFaT6ioJ5iNkTpVfb5iB69/7sBfgBbRMGKp7px8nL0HZ3KVjQUFhnCbOA64m6IdL1DDd3GiOaHssFdFdc0PPZr62wDcnVa8PwoatHQmAjV2UBNXtgN1uer4jrzwJ6dUPyQutGVeEpD6DuhWFVCqjb4KnnRQEiUCQUNpexU42f6jkzcZld5/wFrQUMF1zQkxufdkKLI5aEeJnRTZFzvKBTcDTb/VX4RDTa8q8cZFAiloGJrouU5zWxicDu3UucJScW0bZy8vnkvXMoMPFEfOu9qCCszEpy5cZnnz1NQZ2Pjm0I++hgTI8KMnIO3kjWBOuXTwKkiF6ek6i0UdTXgqWVVWRtOfU0PCw/YHqSJP3VmEY+hsoeqXuOQbAM3cqOloayl06huBrzOJSmDrX+bK4rAFIuNeZo1UIa3cOMTygQ6VeKE11kWB15qH/NnWTKj1kt4HlqxnXidaYjC7VWMYeH2DuQxT9PIe+l54QgdxPTzUawDt0eh0motSVAmKbzAaVqf50+384yFG3UZ6/xD19x34nbMsR7XFskDzsrqnXDQMsXEkVpN87IoeRjzsvios5KV0N9j5SksHCsZXdahyweuBaOFpxVEA8+zuJhlk6YzmLAxlh4X/rRaFmxP+dGs4FACFG4Xu3H75MK8WF4MMuKE1x7n+vyQa0ZTPTU4s92+8MgbM8+ylDbnvsLrXLU/VQnBjcKomNpw47i5zqsiQ5JUk4mnNGkEOEsQ63LtCy19LDyTSF1/PkqIQ64iSZXU4PZFlI0/nM+8rsjnOq+LCt+5tovKIr1YX3gdmtKf4ovABWWQefohPj1v3LjLgh/yA/OCH5zkOHtsE8pYPQl1PyWLnxx6j+CUl4gbESKw69q4PbinzP07+p1x4alqiUu4vQqrJ6FY8plz/ENjUjhUKi68xtmTUPJj74A4KhGINLODwZV0OY9je8/kYHAjJm3M82TBXgREeCI98uejdwlOdpmeFi4yNc+uhHKfJ6kcATwZ6Y0LN3KrxW1W1VqYmWng5LbXeT6usQluZCWNef6Y2c2upMMcpTaRIfR1BokHlT4J6i3cOq2ZFQzeqCKfP+uynuC2syqmwe2mzZ6EOp8MexJu7DjPnoQ6H4rz+V1UBeqYPUmf2QPqYV4lUcF1DYDAeebegjcySwTbPOqZHUmXUaJqpcGfMbOBwYlyahJAMm+bycDg1smOOA/vmqZ22jAUVUqzrGhd9+xJOjyQuz/xSBnVwgvpAPN8GJlnl4HZFGW483ddRxU8kn0WhGfmb2Xhxk7y3N1mgTML2GgvFERF0qxZtjizgMGr/XvMw7h0KzjljnUeB3IwexI8t3pXhXRGypnM4oUbH37qPP1g1GX2JNT1ZPIgfz5yscI5+3nbAhJAceGzFwW2PmUuvAFTfAntZwV1tJn/C27ko8L6pVBb5uKocKMY9StcOyj0SUGF0WkoZeBJC4cv8SqDB5V8TtymGVoHQRQ39zh7jC7pjQS7PsVywVnQge+znmscafYkGLOpfAoUz7KyUGMeqolmkZen0BdOlD+OrzwvuDESTYpY+2Uqs2AjJH2dTCbZeF7UA/Eg8iPl35bqOgxVPIG1go8iMDgWZhB9cHRmxsLpOebZkHq6ehHyRB9VQrPgPKWaDKeAB9edtkWI++wthFckWz7ixOCKl8+reuqsRgM2PqIqaJatrZPre3ebTGvs0HI29f4bp9dJXz3kgVNgVhYj+Jo7TpxSCV0Wc2lieAvPKEz0qbNshGh2F7gVWhdX+6u/DBaJZ1Zhxljb7EPkgKjcO+HW084+hJKdFEac51iM3M0+hIqdyjfz1XsGz3T+E7cBZ0brxizYiRNONc1FaOAAfx1fKWlwm0mpHhrZ6dzWqC0vSOVjf+Soh3wjH5VJszqfZn29YHtVtPuhaA1OujCDv9bsoa+Oa9H9FMUGRpyjfvWzBdsHpreyqT+bnyBlQDXU+pXgFmy3klkEq/v9mQJTQ6pjymM7VbyBG3lNQfiDQEFaeEUY5SsEDmyvVdSlUpPa1ohNyVCPqrk6xcSFP0kl2WnGITZs84q8dt9y5MAIypf5q+inrC9E88+wdndFc3BjUSrTTow2a5kWvKEvEr6q6OBGo6i1QEF9qFJr4byU2v9QVh8Sqoqq3Sb3YEutgVtXFtf+rs4+pC2lIYDEg0z/vuEo3v0ReB/IPtnNJMqZWFibGgvASLSs3V0jHtwGANV/JxVizSg4eMFwJXx15sFZ0maiQ56C0YM5IoEzIsWvVj24TSfawl3XfuJN1eLCY1i4jRnGGtb+ro0v3O7yWHhl2Fp4RVMrfuT1BSctPQomRBsWnu3FYeA8FfrBWflmHgVOrtnG0YDS/ofKP3ggeaZPnLLeibNSjq/V1ylgTLkelZsnFbmlUhdu7/dY+7vbADgRUSZe5FfYVzDywgsZx+nrWDCkitNUnU56BalR+zgJwYn0MT0ANtaigvJEVNyo/D7MM+NpH9+EQaXVzDtMUZlaq1enLqS2tbtbL4DbxFhJ6mRo2Djkh2EVcO3v9g3gNg9RGTtWDzaB7Ps4aDit/d0CYkh/JVGRKruInnLcxwmz0OFjIzEkmfKo6J08D1bH4sYLfcbPx4oCvNkUdeFuWyGcqFhc+Cq2AM8UGc/93fpCuN1mJohJKQPv8SM1YuXnY58h3FgaE0dwJJ3273LX1v5uwTGqUnNVUQ/+PHOZDBwBC+3/ungAN256FWyd74yYDalzpLZ2dyMQ4eSOZuGFt3n/LAoCa383EwE3cqvy+0Sm3iz9BLbpR1i7ux8JuHHn2aFCVvPqklCuCIobfzxNhmQoNK+LIj1z3WrI9LxLDeC0RRlTOUJ5y8pYCXG+nFVGrHHt79YqQ2oPQ4X6JLIQmM8bR+6ifO1ZhsrOWLmbVi61r2EInHlM/Vq8jDoXM+ClUcussweYagtp7e4uMUNaCI+K/eUok6cujfDSVNt4Os2A2+1qC9+mNIKDAhmCjbiuV5k1y6x6sNPXZsjhvkgZICpdu89Ri3q2NmuvT28c4XaXx8RtsJnlBkMl/6Gv/d1fB7yog5cXz6hrSQbcHrTKMk6PnqFyfBsjs3DbeT2saWW0dnebH+F2k5lnkn1jL+96lVUnP9b+bhUEblMFlZBGlpaXahs4lGjt73ZD4DW0dTZkqKyrQt/ySWt3dywCT20mrEYpVc4lY3ASxLX/4XoEbpM26RDgkGT9zmQ8lH1bZ1z71zlpUKxtd5NJOyZLJXaHITr9470EXMnsTtOmKa20eeGhhLW72zeBowbJXJ40oMDcf+Gpz7DdaQE1Zn1zEX7YRU38YWwSnHbvOEuSIcqn45Rwu8dt4kYpS9t4e2YI/XStArdhmZIS8ITM5cZzT3Xt785XwpPUZ4WXlPfpRDKXxtc8C5zkf0II4InoycKREFj7uwHXoJI265yF22sRNy4pmvE18QJvrJiFiT9pRTvrlDRb+7sRGLgRLSZ8EcLDDyyYfMe1+7YSA2ZyRiQiQnieuoZEYj+aNsbDjGyoaLRoAkBCU8nPhm1qW9rXzgzYpqfSXVCWU1vB/Kr0xNi+jmjAJE0wnMc0U6jrxrOkx+JhqgZsXba0GJBLZvK7DxPj/HYOXzbgh5s3Ldx6m6neg5rDocXv09kNGKVZhubTBW7ij+QcluzyZEYqMgxt7e9OcsLRRJvHL2UH4KkMpPw9fN3owKP1Ys88TSOQIe/fheWv/d3RTrhdJ7EScMaz+busuyCJ+zHFA6YglxAK8FNmUjY4/GHt7r56QzVzU3xnpmutELYq4B4lzJ3efOAUPBJWIFkLGbCw8GDcfu3v/n7gJHERdJH+c5nKHINCM5sirP3dIxC8B824wG26NTOZh8rGQtL+h88geCF0XoTbsLHideB28Wv/bVUIbMwQFRxgVDzLxmOz35q7u9vhUE3VkNIEzoh9LEoDjrT1wn0lgjqoPHscKVXNFBPBsYa1u5suDhUvJclSyKCRnJKF2xQBTbuPcSM4Wc0Ld5NH4fWRigV4GjN5GRy9ybW/G0UKD5KjEm5EfVIjCn7sq1z7u9nkUMFPkbgF+FNXjJmam6Gi7Y9hpfCkkwa3O9gmNVJpjc2z89f0EtzurWqLkLJuKezTidZLrN3dNxM8EP8ewhGCmoM5lS2htLX/tt4cFLA8ytgAtunfMykQRSdMy/PXvXOotITMV+GEjGfHTgUJasf56wAKTtkp8Sfy32xEmAyOahCk/vLXRXSohMOoaZqOo4OZzMYp7ctfJ9JB2UWaLxt5cSQphoWTjLj2dzdTcJt91bl7YtF6bLjM4uvTEBUcHshLi8w2shlt4+Tala+pKnhEaLJ8DVgnniTTIVwKFeDqdp+1v5u4Cq9BkxTwp828WPBWtFT3MYIVHrpkHiTi/ezHi5ZwVfbPNpIFQ/VD96DORb0Fk4GxdnUf2qHk+qhyElL2qNTeuEJg9etlO5QPP5D7Bu85LHZIcnum3uLrhwtubFIZK0FW2DNNFRwx07W/e+qCWxfO6AhOsXnbuH3bY+3vvrzg9rJIEYSsPzvROScg87vOiu3T2xfc3nUphQSlZ6wnhRBV1BB62gODIx3PHCKopi+vwyiX9ln7u8UwuL3eTIxwI0aDdh+GlJe1u7sUg9vEi7QVORrbadV9OjbNgIV9nI7BoZa5LVNktFc2njRlPs2Sh1KMKY36+ioLf1TDPvEY50tC9m/PZe3v3szCkW3KE98BMfJ1S1fd7GnvLNzuMQErcNSP9/7BesW1v1tEg+sTCBPXZEg4y4rSQ/jYTIPbxIsVZOEkz5SFV4ra+9eqGtx2VkYDuI3Jkx+RmIriav/aXYPbxEvKJmiiD3GNiUeKF/vXMhucOjzWCQOEZw1NyhidAf7TdXso/TNIBiVI5XJFmsjltJ5+7e/O3UMZm0bpgky+B4sVdeFU8Wj/1/wbOM21niA5mjoHJmA0+/rXPhycxbI48UJSWlo4qn5MRU4L8kFiIq9ym3blI82sRuHW96793cYcnGViAlayPF/TPcF2M8fPxwkdnKiX8MM1Xfgzq73B67NfZeLUysE5fNeFUuoQJ0zu3rw3ZVoM/Hyc2wWjpB0mHtHqWbgNOXnu7ubvQ7l0RRItkoJ/ppopeAnyjzj944ey36Im1I8YeVjvB8FoiWycFvRDGWtDqi2kfRJHHwtHWqR/XewHuWQs1WXh9pk+c95CxtgUy0BL3uN7pIU90usGlwhsXTix7bl79LAfCVt1RuYRmI9tpv0NZWyNOnd/POpH/tUsGSab1H5lkhzSqUpSJc0j+YwV9CMNqpFBJtzejFnULTy2Z+1fPehHWpPNrYhTPQhY9DDZDzgCpXP/vIN+pB111bUAR3Jd+8bbrCkF96Cf0oh6WPjjwT3hTYW/wsvU+wR/YlDmrzJVd3QPnPXkhce+4lpk6FADPPHq0T3wqifClx5mnTWoPYa49s4e3ANHomAIt6EyjY3ja7L2jx7cI0/GbjJzTGnlbyZM4kuYao1I5Xtwj8wXu8mEqVDKJ144cZIOkdwS3j24RwYK1eBZOBkNMzxGpgniwXP/6tE9ZZQ0ydc8kjndnwlhYutc5/7Zo3vKBLGRNAgn87ZvPJLCP48Td9SPDI6pcf9oqWplnZGRYc9h7f140I/Ui7C+Qqj+niSTYlFIFpm4B/1IjbAvkkk1ObeIBrWNMybN/asH/ZTrEKV/QyouCyf7OJpMzP2zB/1IRpD/kXAqK2eoBJyU+o3vqB9ZBMYamJ+Qu+vRPfDc5t0HTysxTHkBqCUartW+xd/AHyk6I/q/nDxAFWyae1cP7rFsbzeZXhovAIRk96+SErL2zx7cA2fZuQmn+mfyIhbQ88yuJfvXg3taQFdUCTzQv5WFU/q79n92dI+1b+wLgJkxPCtvS2vZ5IAK7x7dY9G6S+AvKYd4iUeCR/IR5/7Vo3trMZs4FRnEiGot+ME2Ye6ePejHovWTFd2TKcEz3X/ASaVf+0eP+iV0XoKEfLAksIFjDrUsW1OoP/d/POrHsjWa7NydKNo99u8S/9X+dDU76scCdVOmHHglFyVv3KZ+a//iYT9WqBFlSMIZxmb4DZzU6Ll/8rAfK9FoJUXhRvDmlwjcixb+BO+oH0vR1HKDk023o3vguYUF92X4AxzlwyK87egesN19olXAdac9JYVly9q9eHgvyXAsE616VPS6JuwsRJO2PPdPHuADD11KJM/MCpy8iJXoMmUzHyWdrQgfK9FtOnuAY5YUFp5wdmJ/+qAd4kvSu5A9CYnTo0/KwUo0jmBz9+YhvkRc9pHuEKYLPay8JFacCbPP/Yv3X4kofpMM6gPVKXl9/1Q6dSUmyaNhB/8osLfbCdd5CD72NaNmxTkSvBIePPjH0jLptPM4qJHP/i4RgJV5if1HcsoK/rG0TIloEb6MsqybI373LLR56C/h/oGAuHBy/1c/IsFV3i/hO/THurLdS/uIgW2ISus7V7YrJYTCPfSn+vxAJAc8eIhv1u0/Y8Gl9X02Dyue/CreA+X92QfhwjHxPML6Hkj+QjBAePMIH/gjOWDhKa7PnCp9cQHg4gE+1o+rUiqEe8YyBf5diwfg6YTtDuuiUN4aaT3ZqLxt+67Agwf4WCZGSCUKRzdk3XtlrJK2EMk09wAfy8SUjAbh5FOsmxYUwXi68OYRvhTkgBSHcOzz1mWRdBZg2ODFI3yJTNDGbBLcwClCNrRMLJkt8OSRPzQFHqQHhUcCqWPh9jmTmAgePPLHcrDdzsbtpE5rtMm+ksoWst419I125I/14ICsnHC7a2sWy3owpaVj4h75Y92XbLQovBBZjhvPWtYX7pE/LfyiGAbMHpNgAMfU0sZ35I8FXnroLjzsCJ9ghLMWPIk1q7s2XkWuFVm5Hd8DJ9OiTdze/PldsbqbtVoP3jy+B85S6TxOo9hhH8dG4baOUzy+F/lsAgJR4CgtrLMksU5i1ODJ43vgmPxE4TZHmsJs4GjBzNMJHt5jGbcRThBOhL9tXJJ83GIke3Z8j2XcpKwycC01l4UTUde9Z51qx/dYxrUeWa+yVjtXQhrLuPZG5Xmc4nE/lnEJaM3fzXRkaeFdRF548rgfy7iPmCG4kdHV77COiwBzmLjH/VivrVIasI8B65spASkcyeo28b0vcxF9JmkGyOvCQ8dqZeIe+IuYJhSdIr1nnvQTlAzBiXrUD62FRKG0cALBc6YTZfsy9A2C76gfEgysCc8TDx7di4pexjxPnKlq2CcTiX1wg1kC3dE98ExxrHBCvvObkjSD8irAm0f3tCaLoYVwxPPmR8XiK+JQUXjx8F6Unj/Fg+B5hhpYeUVfsAtMHtsDJ080CI9o6+WFU/X3zB8NHtyLRe6LfV7UQ3rOWDhKQpx7kEbT+kZUemevpfD+hOlxMFh5tX3GxNuO7WnhVbwFeIXtJm6Td9IAwLPH/FhglSy48FTbWN9OlsuUzpJ4Tn2PYzyaCQ14oDS+LDwSP5in/3jQjyVWCgm5O8p+b+vbkfMXk2Tw7kE/1lgD68nAchnLC27YPU28esyP1dTGQrnwQp5B3zhiAFl49pgfy6k2RYnzdKLH9oSnoLEZPI9J/aPEg0jaAH88tofwxCDTeuK1r/lbVOU03Vik6sKDe1GEnJUV4WWFr6VGQepxlPvKDu0BP0qwFW5T5LiPogrvuX/eoT2WTaUzJjT0teaMs+2TyeoFjx7aY9U0KAwgHDWw+ausmkpvBvzx0F6kJoVkMcNJryrp2Ti6GrC0rszmFWVj2dT6cpgFvi7WH03Ky7LpTPUHrx7bY3l0kKIi3Eb+Z+zjRKa283ezx/xYHrXXSPeYVaqygu9RAUO9mn3O2OZhZAdHnicw9XvrAyIPDPVo4MeDfqyCKl07UkeCWIHD09EFvHvQTz66rNQJr72sNG4WQQeziYl71E+roBVdE3CbwT51Hyfw12PhO+wn5QwlFIBHj++BJy0pCC8rlYvFTnQS5+k/Ht/DjHcQjJ44mmx54cTCGNq6FCtXgA/c7rHeHdJx7HvtC4+Ihmfh1SN84NQACn1i9ZN/0KgCzR7eY6GTtKshHOvI+RoHpcHboxIePbzHSmdgXi7cuuW8D0Nd+piHf3Z0jwVNzFg4CqaKsU8eFiRFjHcpePfoHguapOFn4eI4Y+EkHvUivHrUj4VLNM2TcJybJmcBf6pmA10KvCvqx8Ilnd7EqV6bXw9ewE0Bc/DoUT8WLp/ZUZTpsxUWTOFQXLiH/TAIrrPDxD6njumMKTxSLSTYo36IggQ+NuFV0h0LxnlkwR70YxkSZ8MiHE/FOYYJRz5+4Tvox/JkRh1fePTgXpBbUUpzf7vDa5qq5UmZe4E/HtxjidJuMqMDuA2AbePE7mBoFPDs4B7wOps0TUnmPSi6IbkLrx7cC0rFQhQJHHHDvTt5+XoTSMbZsT0WIquW7MDtWsv6dlRDD/cCjx7b00LkmF0FNhZ1GkgOLUQqJwH88dhewA+pRj1adOSeVRvAimNdPRSWtTu2F8RZ53cVlSm1vllKSnmxhVeP+bG0OB6U38ARck/7OCXIUli4x/xYWrS7Wedx7CzL+oJIrsKcaOIe9dPSIgFy4U9J+13LkpTYuEf9WFskw5v7I+2zFBxPSbMBcI/6BZUhB3WBLA8/bT3GJH1TaL8qmRa7xym5P6RmAWeP7oFTK5MWnqdfMThpSc/Eo0f3wO10IIdyMGp5fVk8o57n2Twe3WMJkWVJgx/5jo2Fogw3Jtw9tsfCor2B+lAezY7Xh6VleoUsKIfy2B44Y3kTXhDA6gun5KHP4ySP7bGCWOXYJ5yRKy78gaJOPHhsjxVEfEfzxGce7MRhhAyH1E95bE9rhVXT1DakEzjjUawVtkffCn5JHtwLSvaGScc2J6FzcEaiJStfBrx40M9we3/JYgE36r5CNOBUdApOO+iHuXPWAA4cU18VaEHMkty9qLKtHfRDzeXB0ke4PZ+VAqy1wqL5AGVbHvTTqmBUPAorJrQC48aTsh7Amwf9tPw3UMwDL8Zy19gBnpglTnwH/R7JhwXdHWLQO7oHbnc5z/NJbdHDRxl5yJECBw/ugSfKOQWX8szvivU/Pit7tioM27E9FgAxxuwT31bxQxoxpGABNw/tsQCY5TQj3GejrPThVDXx4qE9cKnpTfxZJodDS31IdwtPHtx74IqUXAtHfWIsGAejOE8n7NgeMjNUskXBhNL7xvMjdZ6o8rId22NFz26lXmSITklt4+Qwxok3j/mxojcLtMFrWkKyA+/qIl8o8OJBv0d5S3yV4JivzFcHPEobGzx50O+Zq/RMkak8e5bKETiTswkHD/qxpAfF4bJU2LvILUt6chqc+A76sXJHHk0S3NqqIQTOMsER7DG/RxRvfm3EsTcjmzjRlImX6bkAXgZdtfDksT3wVvW6Es4ZwQ9vE0uK2qMq0nZoD9zuse5loQa3OB6yCqkjJWke2tPK3aPwEviDdKhwYlZcl/Dmob1HPI9vEhwx/bjg2pU4AVw8sgf+6KOJqlSz684L5+tv82eTR/Ye1Gg0ZYuqVKuLXrAQRwJMEh48soe6DvWR83fJZno2/sjz0nD8YnZoj4U4u5tl4j3uNUVW4jj9KrztkB8rcTYLhcqrhE3uwRNXeUQUXjzox4obSWjzMMYQ10AGbt//Ok7yoJ9W3Brit1F+XOlZX5CGf00JwD3ox5Kb3U69bChf1Ly+IKrGpJgl3IN+LK3ZlS+cy5qdNXiZkwvhO+rH2hp+m1l48egeeJjdDvCyDAVGq3zunTy2B0zFYZ/4U+vq7aKE5YmjUNnmsT3wqUIdp6e9w+gwwNWaFGBXaI+FNbvJRKpwm0dWeeOFV2oIPzpTqvHaUF+tOqv9hVIEliFiUQbxG8OvOwrDvCxt/EHaIwhPHtpj+QyaOXEMhNZ7T46e3fcmPHh0j/UzlufmOeLTO6ccD2SL79xw+SOt6N6jfKCigQDV0l07r/WzocGNkM4O+iExRDZoFV5QLhgLJ2hfFu5BP5bJsG2dP0sW5/p8CCs1zQnAPej3SCVhaJxBDB0uunHs7MbEPejHOhkiUnaeVMFFyNTC0cDmEU5H8RX3Yz2skkkDLOceh3H1CwvfYT8th9mTmPsXj++BByN8E7cBWcSusxqGukwWnFZ4r2s5TLG4qJK5HMSvupa9BrkrUYbaK7wnnMnTPHm5ZGzcJjJI40ZK43Z4DxyJaviY3LGf6X4JbqRkLLzu8B64sSG0JIVbz67Ppw/Z5LDADZ53eA+8q7Jb8LOPQjgoU3ANHHd0r2vdK6Z1FOYAee+Pf0GYv/rs6B647Qx1jVUl8CVtPEapwoP37ncB8zaMF4VrZXGeJXN8lhGF1x31A+/TdBe85GWzC04CWxGcd9APGIloAlVYuJGwHDaeyXgUHnfYDzzZzSR4I2u3HkLZ+Ax7gD8r7Acc5rSOQroRyj44BeV8tcA76tfl0Y6Ps/C6o3sTZ7xa+JI3B4cuMQWXpfCK7gkPkqoTXvqUiwXHRTLO48Qd3QNPFOeXiW9Nvi79pkIydVSF3Yru9blcRQKr8FimAlIfojdZl6t5/TodCsnJSJzwMzUpuparyNUWXHd0D7zOr4Rofujr60H7REnq4HkH98Bx36WroOqulVj3USLCW4Ljju0Bo0A75o9Sl1LTwo0T52fu/+zYXh8K4aMfEanGyzhoLxwxaF2TqvFmzA+c0AYjnvxkSy6OP0HzAarxdtAPHHVIvTes4/e+Ph/V4GnRHUu7HfQDV9AgCMfa3o8TjMhvfAf9OotMGMcM4VCJ9fmw+DSXLMB34A+cYIK6wOWP0BdeB5U2C1+BP3AbU5mwq05vdyGI9cX5IgPHHPfeVNK2iecd4BMelL0jHBvRuvCHWql5+LgDfJ2VJvs60sKfsT5aUmdCh6XhNbrje8LtJus7Qfgr1mfjNjvQeo6MQ1d8DzxjNyzY+r+xPh9Knyj+E153fA+c5EOIAo6eRrvX50MQP8E4o6r3VoAP/EFfvwm3F62tz4dUYPJuhMcd4QNvpN9X4Uw8e1g45fZCnx3fA2UaR6iKoj6iLBtH0UJvMiGdFfcDx92HkBHOlZgyjo1bP8YEGXzH/cCNQw195NOfcn1Bjwx59KbJZnqEBdszeeqEow3w6wMipFLmI4fprMAfOBk+RKQwA8xp95mIuEroTviO/IGnB79Yw6mlWlovE1eG+MRX5A/cxpOu2yNtpRnhE14JaE/8mWkrXStBDyVowHkH+IQTH0vC7a1Iae/Pi6/RUxGGGeADtxGqazjU8sJMRAM3Fv2s4zw7wCdc9i6xSAZglmkDhxnqmeaDM7wHTI49b1qR3uz09emsBaFSOg9Td3gPHJc5QlWUAsY6nxVLQdgQRsF5R/fA6eCIiahCECG0hWdS9ubPxhXdA6ZKl/eYQkBG/o2TSz0WvqN+XUs+Q2v6FAgScksLf7I6VuE76tdZ3MEjdOJ4zve28ZBRMI/Tbm/OlsCt16MSHdx6hekeBl7IvU8T34E/8ASP6cIVot/H0RrePE7cgT9wPFf1sFAHkDzawlPB/yBSObgDfx21MeJvUXjbAb6JF/RYJ56nuDB4ZTI2hJcd4BOOAE2aOKLnfeGofNZ5nLQDfMIJJ4aJ2zS0xIXH6UsDHnaAD9xe1D5/FovVvH/2Qd+A2yPV5EmwWMkhF2HBsa2TJ7bRycAGbju+B84SsR4WKmsrsxG8kPkluOzwXtd6DZ2WcKQq4z4M6lS69yxUrfAeuA3VpKdG2Ze1Prt2FmbIZ4nCww7v2Wkx8UKsF/xh+bktHK9L3QTp5MywH3gjkS8I78hJbFyGsEV423E/cKqo4zxONWqyPiG5MuV1nLIDf11LM1ndlyy8bATfx2EmwthRRHdm5M/eXPSMo9411jByW9+Qkk+onxO+I3/gRre0+E6lIR4yzfGgV1PiA3G9IqSUFLF2ChBXhE8wZkppwjWU9UWQO2tDxMTLjvAJt7tMbypnK1WFTZxYCGEU6g93hE+4JmGCY58cSApttak7QgW27LNhsIalTBxFubxwnJ3halQl7vgeeEkIzwln+rvuPVl6mRk5eNsBPnByD/VdpVmHExceygwI4NK0AnzAD8JHE7YXZDHWHqR9OASnHeAD7oQY51naeJXWr5I5IiF08LADf+C2c9NXm5Q3NxkfCyewIO49MZ0V+ANnbqt7jNtbnIrc4AbMN1NFjDPyB25zP1ZCwa3XWeSoa/TVpAB8R/46ayd4YFXhCSmttnH6izjxHfkDN3af1DFoJSSF8Au+Q38fnFqqFeK78LZDeRdedsjuwtMKzV2wG9t/8Od1o79wt5C/cLd3v3D3ZL9wd1I/cRmUrGDYhbs1+YW7n/iFuwn4hYva/fs//vi3f/yPP//nz9uYlLU4d4jIzmLlYpyZp0mM6ef/+jc//8vPf/r5u3+cfv7df/55fp4/Hhng6n/t5//6dz/h53+z//6fH6X+GJNpTHb+Gbv+XLv+8X/+EYSHHynLR4LZY0hKtjWycMj357P4V//x5+/+h/rzT//39w/UJ9inIRUuPsjIp8dH+ded/0SlgtgBoZz8I+FFDo546F/3ZgZD1NZGHKMuf2p4eOQVUH/bnRKlwH2LLEcE1dbbXycmdr+cioRcqzzp7cRZJKV3D0rX/O3Mi5at2iMxvT+bjEeNIjfmpX/dn1QtVHiMkti1UQfEpDVoKfWve+PUw4p+xwH+T7IrMlEyKZf+cstRla6EickX+hOPpkzBV4R2/XLqeEuUbtSUuQYuHDVhMIBW5V/3Ji+Y/jirRmPOM2xexRzkt7tSyYR7bKDhq/pTZQrIn1RiIL/sTyVAlT8OqjV/EnCyCV/K0l38bX/SymwaaMS3/xAHQPMu6VP65QVA/KCT/sHspshhqSHGk389d1K9HgLDEFpOHcuOPNO7fzk4Xbe95jbhMD5I2WxE55T42C87o51k3V6UYeKfg4wN69+pZ/71KpHxtiEIZYr8w6TSRpcckO3+7dUiS3MMTXft2ET97TMZ6JP+8q5wg22qFUlF/FPaSs9Ak+jX2y2fp2gcvMv6kGgtHB83w9+usmqZkdpMDh6mr9kUq/vtNWSJh1gn4mo/pD/ZW0YS4/PrB1Q1UUl2ukZh/pR1Ig4wCVmj395E4kVouEUmASyAB7lq/foeIvmP73gmpf5P1M0qErAIu/52bCqa8SvO1Ov8KV8fVlFUDfXLxyznMiYXNpGRSw5RYyYDv+xcZA9MmjDGSX8GlY5QkU/V6q8fBAWOtcqsUKdC+D1IWOWvu6NxQ242qVL2t1T/Jeb1qFX8ep1SDjLyT7nbDxUImlOFXy9zrPgfhZU/5EKweg+Z+P3Y0kNErAV1j/DIfQ53hfTbiQ+xf0YKe9pzvXFUZda++/6P//+GzPDHo4x2JjHWnXw2NHrayGnDZfj5L+12jJwoh+IgTZDomS6gRXUvgXup027nJc4cLet8JFf2J8WKCSeVEvbH9tn9TzhWaL1hy9n0TnaSU5+e9sP87k+taiVtgekpwzSpbZRJhPbL7k2ZfniKI3bIwVVpVUm2++XgrKczKnfMn+1kkBmkYgvr3l/2J/Jvb2wngcSekQzQOX779cxVq1dZ0tP3ht5cpNo+9N/uo1QfcUROKjxj7ZDy5Jryr7dxSOwMTxGKB7mrmUKfQQbRL/tL094mYHSgdqGUhUroiNzEv+6tOg1CDOQkS2+FnBOiGL89UDlEYjbGJ8MyTJ+j2297B5WD2jdAj1g1kFoPhFKfM63v0cOjFK2SlThof4Dots20cIodv91GCq0ol43MYNTl4cROCcNvV/onH6VWEG3i+SefoM18tTzz29tCYmwUpbRRn1S5KD8lgoG/3ESySKiDSZACrrRSzmLj0Pj1PlIQJ6YlyrKcUIyw5N/OJcn8y7pY+9SSnidlTyOW395EUp4K8+ZAcECan8SqEPf/ZW/ZKmLS16iG+XNakUEX8/jtm/iTJFe6Q6REUHJnjqvB+tfXRdkJxLS4C2Oqd0ZSnn89NLNq+9LtgZQkQonhVcI78bc7TsI+IYRnukEQFaLTt//+v75PG/wyC50MQqy5q7S2odb124uOF1EhxxGN1EJdEyuUyq765aaTOJyxhSfC8ies3t4GEbXf+zkENbAqjEqC5oEiEZ5/7eawAqVggBhCXGdm3YYsWn45dlTh6sN9qQl+ifjxIO3stxeAAHqx790GenJ0A86fVJ3/+oQQtH3aMwXh/5S08yClqtTfP2dUxY3Q2BPsjIiBiL80135/ySlrIo+rDB2capjUWPD4bSRC5gz9fl6XH9LOI3mWvX5OfQ63a/CMP/+9XW5fY+Tf/dN/83//h3/1b/6nf/ZPfv7Vf/5lhvsfTywza2fW+8f//IfxwfS3+O62ts9dfjva98/u3dZf/3q0h/P+OebGP3sI/1NjOHav1hnYPJBlwtzk9KTv8Y9/8vd//N1/x3z35+//7R/cuL//13/885//6j/9r//+P/zrf/1v/tM/+ufh+W+sx/gX//XPv/j5+//+j//27+2OnYeWyiYVrvPQxF7jf+G4//If/o9//y//kWR6n/OQf/ePg9iLXcRjF/E4Tfl3f9gr8sN///GPKLWizgwP4B9OIJJjaBAN+98egNiH+C/zp7hCDnccQbfVzuaP32IMfyDIISeJeY4zd8Cmw/MMm9z+SlmbZB4iLuabOSjyvTcRJ7TXc2/2MdA2n5toy0VWfPYmPYl9Vnuzoi5SfJOcbzvFuQkxDVjBvds2Cj5Hc2E9Ib7baKq1fRUQIeyzyrudmFTWd9tO3KB3GyLS/OegG41CCd+mzKfHd9smLWS++DbR0O7HV0CSmKVv27uM3YdvF9l++SZSOSO+26hpZ7+cPC3iyrud7edyfbcbIk393SZS4LsTM8kU9fs2C+olvdv24/h7+vawnyt+eKVBlPfukzzaUxnvdlV6qm+OIKe6td2I2jJ78W3mbLW82+gphfZuM7hXvxp7CSPRAN/UynB4tyt+CundtkfPks/aZgluIHjv24mkvPZuU2kUx7vdY/dXIz4KA/jPR009MNrwbQzFUnm3McPu+/BUfNnPpf5uR5X4+CblPzm8241Pal9NVFUC5NK3jSS1t0dhqZ4SjHebCtcx3m2q4YofnyqQjsWyb1v3yqKIb9uHgVGEb7PeVvz4rL8MMjh9ey6M+WZFTTq829afMGqvbdZgsJp9t3NAueLdxgs89HcbCdvql0Pabcz+rhF0Q5wlvtvMUGJ+t22qRk7y2m7yUI7t3UaYv/V3G0m29G5av5L8uxevKaj0+7Z1IsiQ+DalBam+28ZvW/fDE20hSvRuR3zYwrut9Yr4blu/YnOLtY2yuv1eLu82YlOjvdvFfi+Pd7sVv7mJ7EQWDvY2jlQxed8veQPrksu73Vioq+82RSPe/aPuTy36eLez8kne7YpmWHy3WbrzIQDPA+bZ9d3GfNcHAXkxPN0HAWYYxxiBXsccF33b+pXkg4D0QlQ75NvWrzw+CDB3i8rA8W27mOaDwJzxVB8E8AMxWtj9+KR6k2L+btuTCz4IEMrsRMrebRQHfRDAZKU93k8hgROsU43vtnUs2QcBpkzTq3Ntkx0Qg396KAB11Bre7SL1Jt9s9ms+COAjxOp8eretY8k+CMg9SRMy3yZS5IMAnlH2cz4I4HQli1DfJC/KBwFEqYJSbnzbPuvkgwCuZkx627stF8j+bldmZe8mMzQfBIiykD+e3m0tQuR3u+IHWd9t61eCDwL4J9rP+SCAXSPSWuHdrvCL+G53nAD9+Ky3qmbJt6Vi395t3Mp8FEDiLgfvpRHIQ0sqvNso7/gogDwfi6D53bZ+JfkoIJvfSv2rb8eh1BvfRtHTRwEMlzs5sXvbXkX7PR8F8KhuJMa/24UoRnu3rV+JPgpkpXd4R4HaJLJn4d3OXcWPvt1wCCrvNlrY3lHlMSOk/d22jiX4KMAMkLyL8G4PPHP35bCQaL/no0CRMmLxUYDphf2ejwIsbAb5Lq5tVAOqExYJuPbhowACsBlZy3dbaR1+eJLUELJ9txMmRP3drugLjne7y9lsb1O4j3j9u52y/At829686l8+SyyEdfxyJBmffBQgd+AlMCQeFAL073YbyOPtbUp3Q/NRoEjrsfrDJU0jKtXGt61jST4KsD4Y5ETp29aLPO/dJH0FV9R3myiBjwKE4onC+9U0Opbso4BtzzVx36RY1EcBha2wQd/bJGX37qOAMqBC9VGATKmOB8O7PVbYXZsknBFOf7czYbD0bleWgPK7jb2SDwIku0kV9N1mqcAHAeXgvRMJUvWwzNpXg+C/gurvNu6WPgiwkDukGOTbnQXLffosYsnh2jftNU8+CJCuic9deretX3l8ECCLtCjFxrej/ZwPAraNh6gPApXS5uzdGJm1WObEd9u6leCDQFV17/BBgIxh+zkfBFhMosLRr4Yi9OBvLnnQTLLCu40gjg8Cto1Elw8C5Hbbz/kgoNzw0vyzJ7d84NH3bg+cxv34shdO/iURTrdpnQ8C5OHb7/kgIEscAhd7WxWP77uFI48SUnxTadrh3UY2xgeBKhXT8D5MdMGYcL/bFWWw/m7brK36INAeupXigwCVKJmZ07vNerMPAvhEsRK/f48Cmyo/Cd+27677IEAAsrxsk5ohdCv98KQDwafe7YgqTnm3rV953r9HWlTLqWubXCgGxXcbtWUfBFqS3aMPAk2ZXMkHAerWOh3b3ib+fXQk1NPZ43f6R5leiN6PqMpPCqhrm8g/b8O7bY8u+iCAa17net/tgcu7X45kIroPAlRkBiWi+rZ1LMUHASpC2d0vh5TE8M68qFOlFqa92wit+SDQUATxfoHiWzK54rtt/Up5w0CYS/XkgwAlxfZrPghQkowTVX+303nyyPmOVo9tZQ7uw/eHfiX7GGDbWPn5GEAUEfOp9m5jfOVjwMzB8g+LFK6qBU3ftveu+LMjhUyrzO82dt3O/khss5/zMUASBG84hTw5Os1ybFNDQTteS88GqSTmN+uzs4+iMqD00PuzU5VQwSUK/4PK9s5r4iczbyOZtTsJap+HsKmKBWbXatcms4+VRQWI7NwPwZCdcsV0TEX+zEJ3fpa0ojB5hP/vZC4q+goTwbF9Zxb4kFbDkLeyxKLscq3LIXy3M8oAVUhH5GSnn0XKGKhsQ1A67mQ10EC1WXj21zdRUiG00pPjTpCTfifGN0EGdCvNDhRRJtCedrIe0gMdsTcif2mn/IEqoxBZ77QTB6OsWu1BqeB/px+CRlgKsgG7OgpQlZFB4+rKg4yaZ9pPECbMO5sSVElJ0jvYOZmglSGBlYa88zpBM/YG0ljY2aGgkRIT1n3PA9CLEFIsOx1VvocoPhFYLDunFZSP8kfS9TszFpRUL9Badn6tUOomg6pcVpauUOshgxSxVqqvDovsNmHIuhOG54+1PjOZdtqxUCUi5L+tmPM+XUrhkAWpOwM6TvuQ9CNxEX8VkLe1foegZduZ2FHqS/ZaELpsO59bKBVwQarmKytcNwz1YCRU2s4tF0pqHDosbWeiC9XpYri689n1HKiaJNDZd1a8UIrkCXf2nVsPmijsJNGt7wx9oXSHiNb0neevdwE2xCrS+4kzt0jalSSO4e9z0KU1aaINfx15UkRIx659AGzUjWJjMnb9BJ/JQxZA6HsquD8pfhhhomfXcujz40NCxejZBSH6VInUoYX07PIRUM3ksI55dhFKVFaQnbqMZnYpixy7WAAgxLpKZAUaYdcBFMbd15uRdAQdYZfm6JNhiEV5KuwCH/VgeCrHtci8L5g5A+HYsAuNojwD59/rXfK+sjP/QXUr7ponRE3EDpDuirtyig5YZeksIOzqq90r46VkBGG/+bg+k0tNRHcXdhGdTVL9IZa2qsMUsoUWRmVCl92FUWdDCUuUGGZKPlaoUpfiq13VNu05KdBigNm1cRAoCXRQ7rUL7OSzgt0MkeC8y/Tidp6JCnysYj/QggA5UnN5lwyCDvpLBOvyrjuMqg/tQlvetYtRSn0sVVF3t+of5bDFyEjwuOwiSknEotRMtlPZpZigXaUwTFOPI9j8lhpYZgi7LJQEFropUIrndh+G1QB1VZQ6ep9fxiMlCxdEWKjMEFhgPjr9ivkF+eN/o4651o1mOpOIGvOuztXyXFe1I3Ru1fhqfp9UM7XXKhY6a72RoHhfBgq0tWtru2Q5Kq1RtV4U+pXdh9WU9OJLDH+VT4MO3XIYoI/diDJIbcJuxzt6VxyM0BH4m/5+Xy+ZHdSys1ZQdhfGXEYqVggLzQJ0oUzeQZf17kRJgUKYR9XE+0snnUeqX39Tj5scVUmDEhDK7sQQL5diIyLMs7pfaG3Sd6SXnBoBQps0j4yEbKBLERXtSadjzOUkRo84l/MxltkkFa36mMd/XcMpxqgHI0PfGRVq+V/v7poJrJS+ZVCz6Zeh5Heh4HvwLyIHsuxgAc4JGNESGSIpv2ozMJIQitB6UDDCVGMmvbxP0cAh8zR0gZyEYeUjCza5X0U/BZZBk+iYkzADB8Yjes985EULGUc81r+cgyHEL0Nj41UvB4NWYiqRUAJ3DkY0W3bDf8sHByNOqgPUg4LhoiDLWcS1nIJxLmS8Snqk+t8H3QKpdzoF44lFwHwwMCZUGH4Q+X8JlL1ElGsS/z8YmKqzcck++BcvLG4TRRm3/udR7rismr4EjAVNjCZYsHoJGGLyj3JP+0HAMOTBcEAuVU7AKuwkgsaDgNWOUCdoPhgYDvS46FDx9jKwOpcXksrmnYEx7cTAA32dl4HZUWU61jC9dQZGISi2gzumtsDAMIG2/8HAbMxECAMngIOBVeWe/bAYcTAwPtohNB4MrGJFm0HzwcBqU8ISRggHA6N8LwL2g4DR8fN+afLpBGzpAbCAcRAwQ5X/iXjkS8BIjsJMQFKTj5+BTLWI3L38qzbk13/IBz34FxJB9tqx2HEQsIrsSAPNBwGjCt6ean4UrN4ErFacxkHHQcAwt7ZeiVWQg4BVMujiz7QRcQJWm6wcMSM5CBhGs1VoOwiY3VL0kLIKod9umWqwH7movASs4SwiNB0EzJrpi+Tc8hKwFgpyBri/HASs4V6tXM1xUDDy/u1dYIXloGDN3sKkYpFIPHT3ClE6+6y+HMSskcyZQctBzBoxdaHtYGY89aRfGwcJQwDbjsYqzTvuGmWBorNUc5AwycV20HKQMMKS9lyxIDpIGCp49nlkGcw6CcNEi+eO/PfLwho9AOs6BwdreD800HJwMBuWCevg4HRwsEZWlfYdBwezr48OK8sy0jlYN6Zib0CWOPtmUJRN2EWyFHRwMPsicWZgQejgYBj2ZcBxUDDVlhuqdA6nYPYUic3j0XVQMLphG9hYN3r7fJubovHP4tFBwTqi1wl0HBQMgc5Z4BEOCsb6K09XVuZOwTorUULLQcHocqtqQNpBwazjgiJrxel9FXqnWIXMwnBwMCQDjfZQNnZwsE4yVgEtBwdDSagLbe/gzcQ9CBzH6G38gwiKFqleDkaWr30m1MYdHGxklENAy8HBCAUloe3gYIPSzwTaayl77ME8197RImUi7wJYJ7ejsdDlzCzJfcQe1jQsXMyMqCuJuaDFmZnym8LctzkzS5LStY9yDpJIUBQs1XFqdGJGHCNhzFQUiFnEjNRX7PBAqxMzUPzKQLsTM0MbKp/UFj3OzEA7XSDVo87MqFwiqQA0OzNLsjedaHVmlmQbZ+8BC2rOzKbYu3XJRT4g6+GCVkRki7Ri+7o09OI5APUjm5mBDtZgsCh1ZkZ3WNGhKyipbGo2xcnsAIWVkzUiM0VLaFuzFOfUjFpYKgRBs1MzTLupjHrNXCfYSOMG7c7MyL5gUZvil8ep2ZQg43lTFb+pGbfUBskMynLWaBu1Txdsf7lKL8J5Apdcp2tJojpZdTbd+RqxK01HijT/FuGiRDpVgdHpWpJajw00rP45YaPKmuIK0Hr8/fRSxpXYCRsLV0VPsf/tccKWMKgkQFhUbbkIG2ij9Jy1QidsmAQQJQatTthkKUAdtKydN2HT+IX/GToPTtiSYuScA4n4m7ChXxeoOmJp0QkbKLm/oNUJW9LwYcMPy4zv64FoqY0ICGg4YQNlAgQanbBRcI2LBmh2wgY6IN6yAN+ELeEIbUzhR4uSm7AlJclQBkiO5SZsaQooDdDojG36glsPiCCKMzYJ+ZEwh6yKM7ZE+JS1NJYwnbHhTSW9szqF7NYpZCqWImB0ykbyEOtRoNkpG1MR6Y1WMf68O7WcESZivdMZm4KmKKSx6olywT6DQrKAUOdx1LND1EGT8zhy6egiQYvzOFn5US/O6qjzOK1WEaaoSfUKz7oLODxwH+WRunicxAeITVWcDVYnnlRhY3+mVdTN45Js6YIO0JzHUbUgY12V520ep8VbejmUoJzHgVb0/pGTch5HXX9gvESUynkcKOs8P1p63YyN4jiVNrIA64wNFDvNn1ql4RP3BTeUmUGTMzZQVkpByx6mAQdJJRVLj83Y0ly01AGGMzbQThphlQbJYmyUgkVEnZE6c8YGCsUELc7YkvSqrKOqKlUpuyMjHTto3+GcjUGkktTNCq9zNlKGCilLrPM6Z0vySuC7xMR9czZEohS0qlhmL8qleP3EhlO2pFxbbvn4W3DKhnk0+UugqRwHGAGJTdT8nLOBdup+0f6z7+AFyacCdCLHC4sMNuh4RwhSp1kFxw9gEzlQROdBU32HA5b/WSR9kJpaRE5emJQDI7boRA60Ma1AsdGJnGyzqG5C99GJnNQ7CoubAXlef0OMxCLhyVK0EzlQ5RSErUs4wTpTnOUosXgcKPU0lGEdQz0ZuSx1sjjxjvV2eOb6rFs7jwOlrwRtzuPIiqBsBHQ4jwMtSn5gJN48DnQmMdIjvh+7HVRJK3qHnbE1omYNtB2MrSEaIHQcjM34F37e6L0ejK0/RRkSxlg2UFk9aVOwbXM2+wdl64b2g7M10jvtpFCHfTmbnRTa+Q0Jmpez2QUgLMo6+dGTG8PG+IfV8oOzSaY6gvaDszXsCO0CSDB6OVtDMhkwHpTNnpiW1mErx3OsBL5A6/EY68z7IzvzpWyMjSxXN2mRR3+9JDKF9vNB2SjM7kLzwdlYXWPFmXX4l7NRIElKBCqNL2ejkpXEBwSdX9Imx6NZEvpyNnpL3g78oY4vEql+7VsPzra+c3S/U3q8XxtJS+VYUftnWrsWSlnXP1hb1dsMGg/Wxl3kluO/8bKuWqWOinT6QdtkHRNA+0HbMBiz61UawHsAmwiy1k25+0vban5sGDUwH6ytJpSNUJ8/SBvWfY/QfpA264PR6yVj4CBtUugfP0oceElbFUdFQObgbNZO0kqXJ6xzNsL+xtQQrTk4GzVs9hF2qds6Z6voxQEeb0clL0l75oOyGeMj/XoGeZyyoXhlb7tmry9lIyBor3sXWXHKhutmERoPyrbk3UVFXsrGOom92Xr6L2Wzzozn39NOalwoerQ/OF0clM2GJxL3EGs6KFuZmnhIO70fOqLr3HE8nl7KZoM/cS9Upg7KRm29Xaa0ql7KVqqMzVG2OjgbKdKcWGFRzdkZyak26nQ5vzk7Kyz3DNBxsLMyzRhR+zrYWSnMM1SGd7KzgucbaDnZmY3yXFvFz8vZWa74XPTpPOrsLDO36SpDeMlZtglmUQHgSc74nrRvOckZ1h4ZtJ3kDC/XBDpOcmbHso4HfbmTnKE5GkHTSc4QYS6g5SRnSZK0XQm7LzlL9gto6x3UjAHdTsBIyUnNmN6Vnynm91KzRGkfaDmp2bTH7ihpHNQMyysddxzUrCDc3n/G1EzOfrmZdXCUDw9qhiONXa50FV9qZihitagwHtQMHcUAOA5mVqy7tMvESuwlVmjz21XiR3ZQM2qDbThGgvKgZiyfWn+JjOVBzQodm44wDmrGq2C9JNKZBwsrqFEAHl0+klj8lpKRnIRRFG0961AY0nt3GL09PGRDDxJWEO20MyBm8JIwxOTsg8EU7yBhpSgXYOiTdRKGVIo9HURTDxIm44IBOg4SVpC1k6REOFiYjTq8LZJ7fVmYfZLk3g8ZNAcHKfjD9fAgYWQy24NCpvYgYVpZNrSocM17q0pKOS6OBwej/7A/Q1734GBwVU6goBH+ftIUkgsdBwdT9Zc9iIrsXHl7q0HWL9LCBwejOojbWNXVD+8w8T8EdSCRYD1keeQcDEpr3w3SQAcHK+izFtB8cDC7wWSaYF96cDBkeXi7yEY7umaGlYH0wXNwMKOm5IIiiHBwMPSruFhVgjoHIxuOc5h6O5uEVamzgPaDhFU87+wI42/P+xjRfbG7jLT3QcIWf0EIPCQfilpQsaCh+aRmdkfsgsbQiO/UDFckof2kZljFkUGmcqqXmw2YjeB4kDMqLUiOQWT9YGcUupPGgqfxwc9IzB8T7sfXaoOmEqAe8tNehmajLv1ykNC8f67jkfoIaD7YGN1tDYLrQccGaYBDcCO9el269SrESIOk81+WxYJB5CLJXds8Df+qiFcCcHSiRvq2XHmA/RgsznaWdEGrUzVUlAuTOuDuZE21CIE8sceTySdMOU8WHJ2vEfV4sGAGzk7YqK6pZMkHOTBsxpaJllZSnzBscM5GloldGmdCHtsmbXQ8LZLshWG7sza5mY6JJlnDTtRYY36a4OxkLov4k/6ElcV+o1iZZsIhtDuf068gTh+wz3BCJ4sq6riAozM6QjsRZ0vg7JROJ0XGPnB1TofJxxN1W22S5KQO8cin6mrq3x5ndZlAHLEX4Oi0DuNX3OcEZ+d1BK/5JcHWz4x97MyEtE7Y+R63pyiHDiuW3atQoUzyu6GIvW/Gl5UIpjeeHLhN+bKiVrEJzs755HxSlBdKGtwmfShq4hYmuDvryyq3k6pR5zVatI95bNHX3rnDi/YRilfdBHBx3pflFziENud95DKOqkvs05Zt70wG5ISH80ECbyoYDg85cmv0YOWQsRIwOSEknYmEKcHFKSESo6nrwsmS25yQSp0Y9L6TJrdJYWZtD/3VoLL5zQpZVxhTFAp7rU0Lkd4g3VJwcV7Ii4v/hODmxDDLI4F7jYGVM0PCiDErMTZoNr6f+sCLe8LBGSPpWYGa5KBC/EUUpK/KUhpocdZIzUdgng/cnDbKgAZDHODhvJF1EllVBqSVnDiS1oFejODkzLFoEsgrogr+TR35OvnwgoqnF3Nk8oGKs+Dh1FGhUv4uYL7m3LGozAfJETzcnD0isU9ISjAvWdp72ycY50GcExYtxvHNSBBg00pV77OwDjycVxZ5QnJ66u/8GLE8Y6LJeSUOADboNcHFiaUqu5hpAbc9WOEAaR1ZFDqcWyoaDKUJmAQ6uURraaY94yno7BLLJfJbBBenl3Av5cMDN+eXZad3AXdm1OvYGdm5CQ/nnax3Jdh7QJnAiSf5OaQuCE7OPOWMhMsHcHHqSR+rQqkgo8jNPSkpouBe8NisBZTvHCkDJ5/MOAkICU7OPoscC5vQ4uwTq/GH6hDg5vxTwjZ8PMDDCShktCLIEELffgeCK+toSXByClokEFeEWn8Zw965kgoruDgzZUYc6jpGc2qKF0Uu8xjDqelMgNQxxt/WRbehEiuQt/iBdUWtCgG/5Q+YYEjLHvgtgChyHWZMA7ZJSF+/hmYXDAzRBaetyngoPO74HLURRXHbEgW/lRBVRlV8zdjhOnPFfTMQAgN+qyFIBpehdUCnwblrZSFXoytyDU5etXBBVpBgTJTXsem7rC8G9lIJRDMGqRGgb7GEjb9Gcdcx3nIJksBSEhyPegmN1hBu4LdgovItqp+N8aiYqHzyiR4fcUqnsFibDZ6I4JFXH8nMpGHpCfyWUrCYa3009zUdtRRVniM6wXQUU1DM2fTRoSThzJZlm25djmDvKzCjEwGL6SingGM8hJHRPXzrKQjSRtZFgY3Flmddo73sBLOC7Lw3KUWCRN6DQYoUm9gqItPKhN9KC0pOn6Enlt9SC/qBqO4GQ3MntpWQOOYzwG+1BSvZWVQfEQsnttO4jwGJpOKnL68kqgOKvhtJXGy+i1B8IPwM/NZhkHjDMo7B9ajEUGVsE/gWYuCW+4jAYlHvbLcpkKvvoB6lGCQF5vlg6lGLgRRBnm92e4sxKF4orBmAvtUYEDqCcYLfcgzgTuYTcJFd4ISpE2hz77dMgwhYxXsa+K3TaNAGVSigteF0t2lsr1nwW6lBDZzi9MBvqYYylPhL4LdWA73eosEHXQ6nuyRTZ1KFAvIczmtV7Bn0xMZbroE/gGyRQN96DabkMeoTG0fBRiMTheV24LdkA9i+DkpynqNmg1WFSgov8Fu00Yj/F6aayHs4ryU9Yr6tqHw4sW0QAL4V4LduA5hwr8HhKNxocqRIE34rN3jacnIE9tINQ3tCNAn0rd1oWoTnjUcgxDksbpBk0RsTPoo3QGcpUIpH9UaTB1ybe78FHE3lynweKR4VHFq9rbr0eJRwYE1lHQUqjWQtsZi44aoRGcERZ7ZNFY+6xnQUd2AMkZtOMB2FHLiAKj8b2CkH477UaILUDzeFlX+Gvmo0SpzCSvco6/nmo5iDwA38Q/BbzSH1TcJNwG89B4tMKLYKfgs6UPbUElBA1sRJbJPnHrQDdRMnsUqiQe4Q+K3paJJZ6EHwW9SB1zuDp2Cv6mhaudDbUI+yDmDklgS/dR14jjUEKIIUno+DDJEw1A6drspeHKEW4Leyo4lZ6Rm0t7Rj9jV8YyioOF0F7pppIqTiQxBL/C3ryttR3YHbWdVDb0d1R5tnyk3tR3nHPJ5uUz/qO7AgSeoDkF453hH77Kp+sR8lHsBJIq8kOT9YbS54KPkS+C39IIwXNHFBgNTZapOxA2NQGm/xByhVR0Lf6g8tRKpjGEf1B94wou8SdNl0tSmBnh4qP0f5B2lWCeFS4Lf+oxGTwfoC+C0AaZo2876j/uJ0lVGg4cIC/JaATCE6+JK0YDYxnfVvhH5yOIpAGjRW3RzKMBuZV43MuzNT1kkaI3lAQ9aZKZa3KpcAfitBmmgwfW2ORykIKSBZ2FsJggRKkqbv1CRf/JO3KuE+FXI6akFwKU5Ma4DfYhDV4TCGBMnmb/4p95skkdZ0lIOoiFifHPoz73Nl1OUlyPkoCGkk7CJdDhw1Nd5wi3XBzj9Zj4YICX5LRSQMr0LVnI9aETLr+qDLz/moFqHEHLMYg8tRLsL4XpJuSTnqRZB5S7MqtBwFI01meUxhczlKRoAxBxP81ow0kqcUTEMD5/3K0drR/atH1QirY2GeSD3qRqR5iJ458Fs4grxqDRN9C0fI+0mkJgVEc5xRynKZpTLgeByC5dSJvtUjTcswzLZyO8pHsINM+gDaUT7CvPDRF5r7UT8C3EOb8FtAMl0hGXoQ3XHmSKU5CYWC3xKSLh1l2GDuRw0JcO/6OMZRRNJVdK/XbxxVJCQtZFZmgV+7Eqg8Ttmgbx0JlxCyPrBxFJIAI138Y9/0UUnSWUdXCXh5jlISYLKwJ8xrsS+yofUq+C0xkWabRgJ0f5w7Ui2bMfICfqtMCB1G9QD/L19vk/TKrmRX9t8ozghSEYgI/DSrpbZaGoGUMpmqzJSav1n5cjiA7TzX1Ejpcj0eBj8yCAf8Z+/vljET9BIYBIWeMROoLVrd8Zkzod5a/eiHVNB2NCFbjcUO9Iya0DJ2d38fRWZNuvsZsgLTPb23jkiIVKRQwWfahPBk9/Pj+IybuHwnNSPwmTdxQ3b0IG8cdfbWkUG/6icuFIf21pEMhJtdgs/IiTuA3T6p/cjMCdhOOq/jHQooIiFtdocx0R1/OtO5fsFXpk5oeLk8cYlW0d46gulYcXzmTtCaqleZzz6DJ/wo5sf3yeAJDmz351f8ZMYEPPhOb1c3WltEH1/yXB8iR3uLyAnEbW/BZ8yEQWvGLm6MtVb095wzvzvcufYGEQ/Y23drmHztDWKfLcZtYgrU8cL2frCkAJ/5k05is/j8fJUBFJQ8LMDwWTeZQGFkApcXx2cIhTHO6/JvsckUCuml964TnzGU7jIL98RnDsWl4enovVFb2vtGWpSaJ5W+fiZR6KmmvOb0jKKwWnki3OgZRZmnOjZ36DJ98hqj+yKMPtPeN3ZUVVkMwGccpZNdvv3uG2cepXv92++yIQMpvCf3UAX3l8aKwNWFHm/3I1yBhszag4L9jdDT3k52L0JyEkHvae8nWXor7dvgM6tCc4VnYY2eWZXugxXF6agIlE+KNzHnT3A7txlm0Hy7KEbtTSbdXJfXlBCOavR+L1zQpJ54GyvbX3B/roZwy3ALc3V0KkD3cAvwoXto0rqsOukeodcZPOyAFSaYfKi+DuXX+Cj6tL+ux47nan+9u/p6kfj3T6yt+1qbPhDKJtVLq+lD9W/ab8n0DYAHRoWO3fFn4o6wf//5Ggf7Dxal/KW7hDEbuHyLDD+F+29d7zNvaHnuN9+Ugy3A8z75Dsabk+hT8v3u2AeMHb+t3kG5sVv+zYA7lpr5F0YLDdWWJ/8cwTiNl/TbHa6r95SWf+jDjT79w9ZlAWw/JVft8M1yDV956r3oL6S1BTzitWUlopmnuKxOWreGNxlfvmLLKgemUDfymjio3F+eK9YVFGzfXnnyMgy2LZcvIxxhR63xTr7L3bXSWu59RZcL0si6D22fb7g0Row5Su5/pEQU8OuzJSn+gBv/Q45W9Czdt++QNbZ5K9NFU5IHQlvs97MR8mw5PoJts+7rnETTgebX7cl2jb1g+yqvJ0dqMNWaluP6cF2N/qUtAJCiRs37BXfN9bOo7y6aCw1OPChZ5U3H9N59vjdvUcBM+/W8oaFji/GeN29/wM/nBTXdLIGrd16nrZXbAH+v/25kIwZ2/x/Hd398SYPa6WA8eTPnFsNjxIZwb/1oHrvxqkn7RKhbYeRNJbijh5S3oLga26/fVx3Zr4Ltp1dK3t2C2ejMfbbtAdsXn8g73JAkbZFpY7N9bH3yhhpMG1DNu3LweOfXLnt4TJoRiRt5x+/eze88tcr5YLjZ4/U96TABtYXumScPpERqvBG7X57750AC7m+88j69YC5tq9T4OeuAP58DTicjMP5cbz5HDQ9q2E6kU5f38HnbgM+rvm3dlaO18rz55Ib79e1zlumcB/7wqs2HwuFzT36f6RFyuMSo92jIeRNaWdHy4RSMvHuZR1l70/MLI/GB9Gc+4Yab9/3m4zC4e19/OjzTkzh1f9NRG2wLZ7z2OpcP18iiwyYd4oebg6OJno78wwXIun+RXvnsd7w/uxX9h6B5A/og6e+5c5ZhuPjMd785JzFcEMZ1pjSDMRDEwCIw5zvAc63U5MhwUYWZAaIdh878iVHH+HrOsIDth9LfnKYZZSrx1pTTGT6C7cVbTQCBsYf5croITJB6cnKJbs+oJ7xzkPaOPx2jFv8SJEPllvLN6wmaz3IH+s8LMpr9AtuH2n8SZeBOtiKn1egwLXSm5yScN55iC5tTdo6xpnHs3n7PxIXWpr5TfsNtYhn9TrnB4WOh7SeRSD8rtmcjpx3B34cRW0pSgsfzm9EcPkNc4jXQ3b/jyTjLj5+0KLgVl5/TJCottNfUSNOUK9h+VTWnZ4f3bHrg1Vzu4KZob6R4V+IX+jEpOLPEve93zZowvpw8Ht5ficRjSjWPOUT15nT1tOuiMzklt8G2slwzi/3yavGuB+/kzRnyQdMfi2bOp9MRbL/zb+KrPeWNZ5fr9dtAk/LDG+Ia4VEz+MNb3LxRCd0SfsVlYpaq2nIZgMZiOwx/P0WDwW++MlMNtt/5O/cRNHoVT5NJ4YFG5IFxXK5SYJnnMjKO+2oHoEG54ImUSx2DNanP4pTURYZ7NJb55Pe546U/l6X2mobUVsY3h1jeXImhz/lDPGyWbWxLNBfbzwtcpECkmjNm88z75dIPXdHPbDTQQhF40Dvi+EWHNK5Y0cJrudpEEzVGqU+uTRm2O9s3bVrJAtvdwOkKwZ6v1ficsDMtP9UwOrH75b91rZ0NiuZuk5AqbeD+IEjg2OXvJ7bjjIvtabkOt1A2Zz/FPRq6C401sxKIodfC9gE/qT44MEphQ5iLiXR/2930tVx6BM/fhBcqbY8496XVpeN7Ll+O6ppAUTHdNdDhPQzze5SKKZ3lN30njivDIvGX90ovby67jur3xTNykZZu9GcezLWkC8YcZpZ0L6YXx8RMgrAp0rIwzevMiY5cRAZjwfbOivNbWjyZxm+v6J46tHe6v96ArEVr8NhP3iXuwWHy8pME4lzXN9d3ym+dHZFWyYeXpt5Sc019sM64rHWqwA8v3lS/3TlJerur414RoMhl/OEVAm+C1KL/8KT6670KpATKKAvbwuWOkdI5MLpPMwfefQb06Bf3T05dCcPTms/sYECGdAYasozY9KXGBhr62Qy23AUB5uZ7c8/EINNWbk4uYPtM523mjWbFu4Gk8WL4f/svSds0BmmI73pm94b9Sq8vLtkI3zX3ejBF0OpsrJHOkOHWAW303EcCtp1mn60rneykP5sDgbe/ay/KIPE1G6Gkn4VZBPtInvnkxzbE8/fPSePyQ4c2xTCjQN9PTx00zCjYTektJ9JuA7ZYGRhXjzeeTUrSO6GkZ4eRBsSQ79zhM3A/r34wpR+oMwcb2P6COnKbEBMQD0mQ3FI0sFbvbgepDUhg+5w4FSGCuD4oH5h4Lv9RaxsT/Mb+78vNUD5JcbtGiPdOjXsWIeeExfPljirogxTKmxuwfPDCfgDe4sScz3f75zInL7wN6TRxObRv/p0NYuxF1zuxEOOzAnSCfdQBN3flwdQhxtSEHepnC5bPMY7yBi/UZXpuNPNRDQ/BqFmWPkYN+tmlasvdaj7B4QZ3s7mt1v6tV8do6y65Fw5uq4u3YMBZRua7LKv111vq0AUqwW3ZLn4TSKud89G8VweO+Pt6nWqfjve4PT4s3NfzmVC5Zxsf56uFxz1NRKW9z61O0W6ZT0cY4h7BHxT4Zu8gikZ1cVo3ric3D/qMB1rjs1HwvbzVZ3Jm/v33QdxkO+z8ZT319mZ6E1/fik9OvHxH7ln0QQ8aqie3DXGN7/b14df5MvZ/79UCd/uzSnREomK3uP1I7miJ3J2SPuxhvM23T+J288f+rOjatCW9jRbcNn69zSZPbp34srzX1vvB4faH3DW4BSMPuNq46RMfLskOtj/qfZ7AhZ/+Pfnj9d7JUYbts+XUpfVq8GaHlX7nLlLnLno4+Y1PhXMaEG+kauCY7l09eME/dv5ZLmvyBX/ttMHZtkwp31GCWxzxHbw2tcJDfwNO33d8DFTAn2fMj4Ee/3dygmG0mZKzcIvuyYlHV8m9tJMP75l37kPGk5Nmfef7xwQkflt9fnfzc7Zt0Bys92EPd7XzDt7PMxQT24f/RPft7uyF25f4XfPPsl1zicsOsgpPNAjzKk9gi1uzw9BTiGWuyEx82Lv3NlnjjzftTE58LrMpefcZw19symdrc2MtWK9TGbaZ7crUo3xbAO9Mnd3O2cX7wcDHPgaJ+T+pvdnnPmx35lsRlEyv5xvBbXfs9Q4Ekr84G8Cnse/kzQ7Dd3DPrbx/v74dr65otq62fZmf/u1ihr324C7zEjza//PrFFdCWm+zznsTkXbe5PP3s22vPbvKkYe/R+3B7bDylni+fS3ByYM8pc2/quGKdgeP7b5/KxfLSnCsKr6/vi2fLh3RiN5RIF7c9gm9zL/Kx2Xmp8AQ3qyAwqvXJSa37SYHGOeI1y/OJFr5vTnhdvbti9f2BLY1eu7vkDi45o6N6Qx7ztXnT8Xui/gpouFe/TzgP5WCGn9wFItGPP3t9xO4ka+5f9/Nx5RUfecv97r91zG5bfJmCzaJ2VKf+XxObtfcPBNQyzwy+ViIBY3efz9lht/4TuM3cX1+NvfBkMJnOL9d+5U96/kD6ev2e5cYr2RdJr/8ZwnnzOOp9nvaPT7xsZHQpXfB+fv2awaK23WI5rNX/uB2Ifj9g7BTbGnrybax8Xq6DyXUEh+OSxG57r/OMDi3PzZuNVtQWtw6FPHr7Lx2BfRrPX3KLviABPX89erNFr5YFvbghE+PzDMdcxaD4dt541O2tJ/BHOLo/R5xRw33SfvmuMaey3COyPM3+eUryuS2UWHCHd5Ia6/XsY3K7bvyywWxv/V8hrjKvO4eB+EBGck650EwAZp/LpLyjDbO92Nnidiw8iRsoubz97TJfNHbcxvFa4/3XHZ404ziv5Pf3zdvZT6UzxXn0jCLf4j2kbSYfbFld36ezod3KelMjH9FNGiUPFkzbwH++jyI47cMfuttzu10P8YH7zGEJ/M8fueh0dT25I/furX6mU9nhJwz/DMHjQYFg/X8Wh+3ydBJI/+J0WDx5MGk+ZP00hm34lsiQPgv2H+RaehpBsfibZk6I+UrxDO7c3Wkai5Ytq0pkzObE5iFlz2oDmbNrUBBWzXNcflWw77wZz7f/qSZv5i8z4lDmQbzrcwcwpLRMd8Q2f/T85iZY2RH5gibvfV3P50ZR/9bZVjN93OXG37oaJtj2gjqnISzXcC13rtdybNAOiE3d53dLSR0oM53qbbPbz/zd76r5VaJcT37yOrmzCc+ebrPd9MIr/Q8DOib8u47I0YHEe95AyOpFy+zRwrnWcB20CNPIPpZg1aFmgcWnRdEHSYvLqw5eWVTXtLYox987pmG1iFJ59gJP84RhWnr+UwsxMvvWUu4BeTe8mCmn9vsfXOIZYyTPsV78eLSXmm808+Ftn+O0dE9DernyOKzDzI66tSe/M5XYWI7bj/Sn8UrbjqX6mfXxwsZOsU6j7qemfItTHGZpck/TAaePAw7j8yX9zTq7Czc9uw3Jy8ftO3Pvmx7XQEnDeD6Sf31HJ2O6/pp39aq8eXp3pkFmO/lorAxX+PzPKRzmRCG2/I7pyZloNhTD8zElDl/jB/UWBxD6Z+55Hs6R/gnfIaYPd1Rv+Hfh4w8T97b9QQvkT8o7uR51Z+Bak+nWAwKvuevPf1Cl+XkyEW/6900JD6ePMbtWRw6zUee+obbqcUFDTgytOf61utwinp+hsc9ScRXUvKsORwFJA63Opru3O4c7gROMGw2e3D709FHSRPucDc7qnkg3jNcr8/wXGiBcIJceMzuShmqB3+4UZc8gu/pM9sdu1hG93LGWO9ytRfogL8n52w7254sBwAfaM7VrB7gnPTDfD7BbGYcSP3dxfflqkFwu+00ukpZssB57T4WAKd28gUnoftl4QPPQ9rex+U7RCfB05b2+vfk+LT29fz3sQ3ml+UWfD6PHPCT1Rmcj+kwJFoOniu1lfQuWflh8hdD5snL+m6ZuXi9Xq66Es7bPD6oDIVnaJ/ZdKSqFc4Z+W9Z5GJyu6/H5By7Fh+ohpasleH54numx1VaY+aRPQmnQhxgGrVLz7odzrEDm1IcFwpPm9tpk0Cg8h+evf4+D/IiFuK5bvqP7iwt4twOMywwqk/i3O6oMuVMaA8u6+VtO+6DRSpz4pxD1JdVUeD4vrpKiYioeKbeTp5tiqvwtZX1fNvmeNVTtVjgxEn/c0W6xfncJiWlFy8Q2HrhK4AIw0zOcSU4Jq7Bmfm/RtaX8bKEbRdKVqMB3wjItqxdMzktisHd/Dm4LTyuPCMSOF4LwZeqZsUcL50gU9az7s7kr09DOr+fujinpNDp2fI98O92a3kV+3GM7vFUBrITSax3bN4tfjxZMWhWfYrXKlRgCE5o95tB9Ii8eITO2D3lizqZ3cXnRy+iRl6BeusIsaOtgeQFK8Ys7iyZ5Hz+WikYMKpRAnO6nxpNW3fJq2F2rLE3oCJNjm2Hf4+k6AQmIWJ/BqWV53rWa3jrbZaK8vobE79dZaW8WPe6D7JKUDmuNH398QrU0+e5BJuf4hkzlbHyQqDFG9TERPPK8UDhIglk3e4KRE8f+KafZn1QHE9RkRORLa892vYW30VR5PI6pS3mZST5rolf1hPHd9yIFDvpAClJAgxcSK5nvTDHdr/ZPUndllHhO/DDBHiSHHM6XPc1pMkgb/tQnVYJM6/OWggc/kSKImVjOzG+Pcmggas3dqhkmpeDC4LUSV/Nsb3c6xJt/fOcwMR80LUkjTbHFl756ETQzSvQ9mXVO6m/eb3agtb3JqW4wBVBs2+KQ42F2eI+SW1u1sIbOr4qTefYfs58UkfFDloun85QxTvHKN7WJI/nmNJQAyOFOZcY8MD+WxX2vFRvG1T7QlSOz3FD6ihp94F9lCML/Tl+fTlQVUDHSMHWJCE4mwZurPCGG5TU/dqfe9smGULHtp2zX71qFjrurpks+obepmC3b3uSFKLj7ya9qLqJjrs3MqjIordA2NfK1y6KjI7dDZae2sqRa1M7N79J1NExZZ5bBSCh/J5ZtEQs0nF9OWGrsKRj24xOvFUoZ+OG3bpvkqx0bGGg3Unf0rH9ctGyZUrA7ezBeGC45I9qZDp+6XhXPU2nzbaZPYlvemOJBW27BVSp07G9q6skWU/HjTOdSoBCy30zIa9ioY4fD3vMytg3dK/XYEDGvj0VHHVsqyC6q6JOOrtksFpMUqaOyaxn3VPHvds5Nomkgl/bM15vUlR1/HXy5Cq/6tiWnanKaovUtd8g/RCIyIqEq3f3IB36JLlXx3besJ++SMNC7cTin5TIyDp+C9LbqjnrmDazkQRqZ5fR51K/lQRCf9Zr+/hxTSK3YFuY7PZSQVynDX2qpJ7r3U6lcl5VqV3H1M/6H5evcu3zwMNNsVSul04qig/2I1NtX2+wulweSYWAHdsZvbwqGgwtfMauGvxQU9208cGr7LDj5n49qlE8+798nFgFjR0zfl+T+vE97eT81hGpZMe2YNyuioxcaFsv8l2u9qhyy44taiNrLNrMYGwWnyzk7JjaYk+qz44H3n1gDmVjvQgD6qg2i3K0Y+rxXVWmvX/Olrn7SYLUjofF1Kxe7U149kvlcyVNUmpdf6QtXS4uLArYdPJdRLKS5LIdd5Rek7S29/197k+mOtyO7X3YK3ZactuCxc419qGpkrd3FKKu/STZb8f4v9UkEe5tiQUXCjBmz2VRO5E9XxIZ99ZGZjm6CpI7pVF6JPFycPixoHT+4cu9sH1dGKiLAPpspixuaiBq6WB2BPeTpNUd244WVwLRYfc+TRcUbOQ47qetl7bDMTFPlNyd2uEJ43bRgr/depA2rSQc7/2it5edVGV+tpFy0ATbL7zET53t2jWl47dO/e3+hYU8v4rae4eqnbDuJIDvdFoRqVq+44FZJvixtaWs92GbSTdZEMV975S13933JXl+x3Yc5kVEyx9sbwntDNH9n3QwSN2qn8DuhbGb7Nk6wHF1oQ31GfAGXzLbd/IkcOwiC25gUEa99rNdNEFtDWbvsB03RvJAoNHYXhCZbDVMcDx3fOqu4G3JeEG56cJVCc8Lv2yjkkOD9zYj6/okO4d7WkPy9an3gzdIPxRBwyJidkzbwjIgtACM9dbeGdbUYcIxEzE12VF4N3bhDJO8Kxw3WtmS0YW3dNs3hAsIAfhdP/7mGVG8F8Qsw/vCUXrKzhqOxzeyCwfUdtj+62JZXpV9OtFt22dbfLDtjmLF8lxPm7idEwP9i+5p1NxXsMey3F37pbufCKfjuFE7lS76a5u7/9YIJ7Qy3mzr1FKEnv2r9vlk+4pH/JA8aVqmp4h9Inf8NUzaMgXo+IlmECYKHrbK6mDidOBR6bja2uoYx8uH7m4wIm5zQ4TlJTo2boNiv/0xl2XGI3C58bf3XAxIBm7VO8fAbIIW7sigPPmdvJSQb6YcmjuUv/N7NBzNgeB2z/ka8Gvv+/I3aGvC/Sxse9/4K20huPaL0MBeWv5UccS0P+ea3wHZM//8mFrBi8OpBfr5q3vdMtx9O6bF69wMuv0lxUD/1h+X/5zYtkHoMIMbckOOKajc/qvTWwdfzEEOeN5otgKMwK8bYjn+wo3Kp4F6mX+jnXO/d73GKGxQ/NZ+WQoc081e7/klnDsebC/S/I1g4DIXM0ab7jt+kTcDvSPwN6Og/paYjrIbeP5O6fiKD5utBa/tP0iqqeulqSOOO/9O3SFz1Pna32Wb5i8wvfn9yWvA69qhn9PqU7lB6XjAsGZufec6DqZ9s+bl5Z2ClI+/COpQ82jAiJoFna/kNQpXTfxe3DPHdjtjHoten73gRMVC90bSy4fi2j2dc87yh90mC4Yvn6hJXAuz6azfXlUhHsQBdvCdKzhjfL3we2huSNriI5oreH3yUo0JJy59E09/o4ntHM+cVfN94rrXXWuqTUugEwYYSuSnVsGDKaInsJ2N6VxJscQnGx+8UcEUjFpgi3vt9aiGke5ML2DcaetyeXP4wrmTz7zxzbtl+ITtceGBFAHB9ol8Ez8uJgsmO/xRTG6fj9PHyjIYkEalJEXXOS66cB/RTIen5+V73RSiwfaJrMjdvmu9SPvmBswlSteq5a0o3PlpU4AJKN0CThv9DVAGaB/iv28sbG81t2tgsix5u8EQbnfDhca0yVXreg0OIXNzcvYsDPiiVf46tv3yerL9QPnJs+/pXzSgMTtst87oaZPEoDG5zwZt/CRH4NfiVKl5owWmb2l6KTEt9gWuo8Zf7uv2Exj3qLm3O5u4j9Kt7Zd9g3jZHTfTCD5jXdBzmTvBa26pJmYUOW0Qv+12znby85GzielgqU/efH5uv0yhA9yviGyMjNsfX9zYqV7R9At9B5MjaV/L2PnH+auhIFaj+s6M+uMjTmlrDLZP5PE/nT7dGQk+b6Umr9JQcQrBU5+WJ7PW87Ybj9LuTfTs0enSmO+PROHoo+cd/efdBHd3j6nytjp3OQzz25/++LM5R7WFKdmPkU8L+JfaT6g7ZnAj7j+67x8E3fzI4ZPhgSul7nwS+VxX27dh3Z3m4g26cHWZJlj7NIPsgX0kr59Pel8FBkQSemGikXPSTadB4GpPH08+PmF6SmmygW+0E+edxq+z3dfPGQxsIWn4+Y57ZIbYz48z3a9IZ9pcAnA+vSiB5OOdq/c8aKw3BFG+9qxnN7YUbz4jghmXnEdHVwuHMm3FVBy0URx4A5OWnX/6OZViltrXyZFhhfgO2GV/JJg42drBqq9nk21Jx120OCr7Y+iNqdJ66nioM+Yj87fLGGBE35/AhUSYvzSti3Nni4SInXZLy4f0zyuVnskhLdqvvl6bM9j35ZM+2Ba5mSyodhyLv6WzkSvzpG+3cqTNPveIn9mCk0TAeNVus+p/5HhWwtqdV8lAz+xEic90zF1fzUkLVFzoofdn03E8U6uoBX0+35IyH0jB4LzpGDumeeMgHDMYw/T0Cdofb+Bie4uWTcjAthmkgNnpkUa8JzArDR5RmpoB26rcJh69ziUKeRx+Yp6DYQ85v0lsXC3uvD1ng9DYqW7C02/fzj5BLeCxJqeMEvau6Nx6ssruiqjH4+/62Y7BM162fSplXbFZGCg5WVVdcYEB6F5cUn7e75W+H+T5POFVv3gfxc2P55NPGqxyqCj3NFvzvU0L/OGunY3VwLWwyLnxPEe8oJ0Dnv8tTK196zXG7XEpZe+qZ879W2d+vj4b23d3fzkDCEXW2TG5kRmS67OMtUkjIuq7sH3T7c7JRaO2OpaZXHyoxU3so9UkcMlQ4pvTA98shF/OZ2Iji3uDv/ZHE9Ib+GMX8OWkKNg+kcvTnH5AbYGxnSCNzXtqra93wnc7M6sn4VrpmEB1BTzovwtq4ZHuIE/aUpAI/FzzDtZcLtazz3RaYza8Rs6muqT9M3I+GNppfHQHlTGjTCVXbvu04nlmyh818H25crCmn2udrgnuZPfRxF8Ck/vuPaewwff8zj11W+Z+Aa9aW9Kr/4X2y6gbc3x7svUdmOPH7Xi8JRL1FQlo6umk2G3Fnys2dOZrNfFe2cOQmfU0fe+RuKhtuindOamPua3dTM1LAAS4udmvPnDfZgmAiYgZwCpJkYaiayoYVCrg6Jv8cT8DaruBbT/IWoUXQVslPLBd/225GGEYr5zm9nydLXsJzFjblV37wLZNvP1t26/hm2swlrgzqeB6/zVW/Trc/HvWSk4JpdJuwD7HcXXR4old7MMdAem7ifdH58Xna7CWZzDGtb/dro8Uvu3Z5nahMeLrW/9U48Ex105x3QtC7JVn2GzeOl78ydWOc/NjbUhM+N5Gq0fN29tJbkBprGyB6ap/ZwXq+iLyggfHxlyYat7hb+diyljoQ78LF08k5OoWHrsIUVXHlF+fwK4+7HW20mLpg47CJjvV0xppGDfidhnsOuavpjH/4Wf9VJRzXN23Ezy+ufiRNLK//fP3R7Fs3mieAaP7JBf8PN+zCn62A4j+IjIn9rd/XtnrHVeehQddLrmY2Hzir15eqMQWZQQtmDv8FCTJbnB/uWEiefMZkJtb4j1umWir69TIgNrZtb93rnV6vqIy7Qu2CDz3EWQgsMyYdVT71cR9xvrY442cOiq5ho6Y5x+XInzGPI+QWuhemNISLZkF/Ku86NoseJSgYc2M5qDF67Ze2T4zUvJa/OXsT6Bxr0n8ncbClF6al6xvC0PzeAHuHspTXZnzPFVyLzeXZ0VNP6F/vrpocbp97rCL9eegbeCbiyJHcfvLi5fDbSGMfBCHbrZndy58c7wuboeAjuCFHGFggxhjUT2nWexeuKOQnovqfjbmDIUC4HfFMsIZuD8MHKe6fHNrB1+HqeKvVoBGkdmb89Dp22MkbUru329uBeCcan+7/Q1Tei9+vShoM8062wnu8dSNC9L/qcuAMyZdce6i+bLfnxi13NveeG5V4IxZ7c7xfgfantaT0YV/Z7uD7WjmThPcb0aVUhcEx0DaTv2NdLcYmdSD1E8nRfN1nx+4C8d9MUPLCe7xjnA033oMjnFSs6vQ6CU9GpzU+u1NTeQxvne9AgqQw59Lw8zBdn98d+7+4JBF8yLUPqEYpODcdHsHROor4eBkH8flpp4opM1PmgrkfA7NKQ8ekgv3r8/XPj0rHIUGk3VgVEnuhe2G9FYbbXzhdGOfx+eNOZdtF+cmjAOL/emXN+bcdp6YPzwOLMW7AVNTDScTRDHdYZTBz7nv4wjSXa5UG3M4gdgncvtrvNdqguXwcPuILM09qHauZxNcrpF7frqLnaExhogWPQh3YD7i9uXGoe66e2Pamtq90p+FLYSSl3FJqx5JK/DcMqZeJTb5/aYEjUgVZsQ98HhRhUv9TmzbPcfoolPjiQ/7YUP4TMtUNjZzeWcjfr9BdycVO2t+Ee6Oard1ZEXYWc99aWrHcqvKB2Uvl3ayDdd6H4OSlT/blubohmdXTFX5za1e7H9toWneAWYfzBcfHwnlSjIk9Yu5Rd/sMmQ0JZZ9PObsJzHNV5ltfja2N9t7blBjl1oZqQDjQDx3Buw8H19WU5ebO5ld5MaQZcKB+w5sGzhuLzrlPjrZFx6DPKk20LGVnJ73rso0pvLQ7U5TWAjmJjx2h3PpRZaJv2tihhho4qGRD3+rHrTQ8fPT38e+Dud67zS0zUq91mt8TM7euXfQd3D2jTxg2xh8c3vmuy8Kut6A+PmGIrC7xGpXom+yCgoSqDLZ7mgeV9315GKrnlobfTv1eY+ll0JK/Hjxdej+yrZUxJnIzRQGCabUNOn7IP8NuswSbZWOkVn39ExqyPQdz0tCYMzTVNzBCEw3d4yle6BGN4eLQJMwzc2ebEs4cnkfKT1w93p2Rxrvyw2jYOaU3U7XvoxokkbH2P50FhcSbrXGJRE5u+qPze7tuwfOpUgnLQkK3w0070mMDtfuMmtkxyC2LYv1bfiD6n+1rb9PX8/Gf+D5aZwliNuHcbstL6m7GtS2yeRrUksuYfm+7PmO6QwfgT9cMf3ZdlCNI7Nrxd6MqaV23+H9yM1f4x0rEhMkGe/IRsCO8R7xJmB797FJIkwiHOztyLZBjp4yAqKFZT457VJ2dVDftYLtNDu/WRflfN29WVudwbbQN2+6vpjInpdkntslw+iX/ojzge34QfU6dVcTnuwGb97QbRvwNs93oR955w5t6PDUK5ha7noNVD6f7FYMbo8bJLla0ffWhS0Gs7dMLeREFvukHn9/9st44tkcFjhlpzb0MbM6dqBEaMjC9dxxgO0rGW9uZR/eYfbMvvfTDg/G6Wr6HturzUWSaMGs+5176gkLlAG8H74V4vXCY7aha2M+YcE+1je6+2OBc/qV96fnf0wv3rv/zAjA7Xcx5ozAU1aGzAPD63LPadaAEEAuMRyUyxvD9WOq6tz1Z5KB5Z6I8WOt7Ny2gWO+T1cHWa/T7Psv42eCgkDA3ZzHMFye7y2Bkb+ZpzGWfDvIvT9mzPB7P/0MhYArG6jJLbLMIxaxoLn2cZotYX0n6zV+ZlGcYxUVfMSxjoWfHpvfWRdWfvsCfaSIBopR9ruvzRWidGLGhfceVwBMAza++FOddd4QolnPH/TAj58BHlfZc2+9NO/DOh9WMggC2doydycs9Kx5/WduyAX1Gj/fPGcE7y7R50JBr/2evuAvvVg/ZtBwC+Wu1pDmnljuC7sN5zhZtPU69lt1X4s0P+VaeY9PSac5LBfLa66vg4AQi/C6Lhmot/zMc7lc3nVdbx7/QhfPA68Pi3G33AtjA1Z+hsgICctbWofRPCaUaQfOwCob3c2r23KkobbhbVjf/f3MwCGE1+7irs46MwenLj2vix7Mvi6HTKak00zemMPz388I33BfobdOTiPAt94Odj7f7yggwQHrr/YzOjj8WPrcYT7N/dKD23ZlrAnElfx1QbzpwqqDjMMTLXcNV+ruEy/BH7RGf+YhCRxP9+HbND+Jzt37rXnLM4cJ5wsdzm1BG/d6PnWs+/2Z52T+qN7uO5LGQok1toi0OS7K5xRrLBp49qX/WFzfLoLX55euY6pEIbtJwhIb9+65zYKjLjB+xl2JT7Zktt/x2OEJ1K+FATZ6gIvbx7Ze/4zfEqLuqeWg07rDR+BcMDnN/MKfPsddUUuyN9SCM8/S5jDwmR12ibuv+tKuM8jwPg0l4KO1az2fG6z+zjIztPZ5y0WafS4e7+YAKDJKtIQ8i9fHHZp0thpO4a/ceRYbXqZN4e1qksPXTcecOXoe9S4uf1enLoGMhsNp7+g1j5jDP87qc4AdZdi2LmvBcYQL95pUB+OF2vNYu+Mlx0HWos/MMZyCkutuyNg8fCBb9OUxe+d2jzxzVt+23zODUmbwffudZ/jh+ECF7fae+S8elWnNnxIB9xRhc/x5mE3KAXAc71sWIAAzhfa0LFjg3G6RZwoQDE5q6/m2eR6hwrAFEeD0Xj496yfAGxI5U0DBosv1PosPv39VngE88Lj9sfZ2bndIuIl3+nXm22FbfLvrnYpCwO3edUcIFZeAo1UypqSFfTn3eBcv7Q0xiq1RAbdNzfRrFq0L+Ps2ArlKYzimk+gN3N+FP3paf5zC4eTMkCRSoQ7nc610bvuLsf6qxtTPj+AH3FYsXx5VN8T5M4X6bpccnutIYRtyT+lH1R8prkvYp3yK6Jg47zhpuO6J3bI17jXXFXfvXNVDgbPslJH1U+BvWTIsL1nV9TK2NrrUrcqzwLF+HHdWcym+m6EwPkVhissJT07C/WpJLAZMH1f70ZaBDzyPQ6EGVZD1MhbcaUtNCjXl8sqC2/6o0g0cyYJrWZZ/6wcKdztkFcwpvldqLmCuujtwplOvJ+v0OB+fu43dnPEs2vTgaA9fP3o/8Ip+549skHP7Y/xW7vTs3l8J3spzx+ts+SG43Tr3m1WMHPfb3YvvgbzstbD9nN3rInSQiss7erYkSSbBUc26J0es+N3c9nXjR5IJbkdYF+JSCSe4HSd7nRbraF7Ecs+hgEN5loKCk8IISawtKQXHNeoOCSo7c+/rIu3aspJVcVXJ5wuH9K2U5fyz09x8efzn7/U2B3noH0f1wvZvfG5iVlxbNV6epBAnnCwYBifVVbJKGRhzszrVyJDHGYGp9YYI2rtveVoZXencxaj6bOcEY6C7tAjXERvOvvj68WCH24MRooDjxik7OKXTcGHfunSFvaJtRUOgcytKTu4yCs6f6OqEo2oVSpZb4RL+0GU5ZfU+sqjr9QmX34+fO5xWvvvJAqDOaXWfSpydLrF13Yqxec1CpXALVlPL1rvQv3u9TkdrsmTdVLitKy7FpXqt5eouYj91UFERj2+FGuj1PVMH9USBLeo8tWkjxRx8fD/28MV3rtMnVDVx4RREnqmJa+fMVte74RaYT9+Su2BK1M+U6N3Cvc6rT3Q4t23oVYOTXX6m0O8WBrbfFym1+ix94bfFak/L4TdFbo8ccXFV0PcNh/etaQxH6bhP4WXOyPFzYwM8Hv/sRRsZzrL4zNchnfWs1//YKszX2crL8IrexHydrdQMb96jOxWEPKxMbKehq/7oQMPd6n26y2/ZaOf2JbokIz/4Em+HfTSJp6lVvdWn4fwKxpSffu2+mF8uHKfM6Ue/ta2Ly5Q+U3NXpLCdVy/IuZYPXjzr+fjz1fn8LbRdfOM9XNoMbR4GZje3iPhOze8l1w3u7Zo3g4h7w8n1v1Pdm8g5bwZUUJEYm3xLh8NZL+qP0LhzlwBBCue6anwI7NK72+Ophjn8pUdk6qZfSFavq74umPMnSaHDkSl+pkT6Vk53bg+uEFp/nzlMAm94p0659q3LDrfdR4/Xr/VtG/NPf9TdC9t9/G76n6QRX1x6laFI53Z+iUh+k7p6Z2ASqXk4Lx9S+EuYHvzi1DOV6R+e/wa3PZp7oKjoPZwJg2u+TKW/bHH7mt0tRrXz4R010h+pfefTE7DMc2J8aD5v70qWquMPv58ZhFA0MXxv/nU/C6sdAByT06tlUwHndvh3Nw9Kwd/9rNd57Wa/f7wJ4KiVhQvBtjJwXp7po2H8joIMvOEV9GOTAI/uT9cIeVqcgDh/0FjYs9tCQWqWdGxP3gxgWwCmPYb7hM3+bjhOGFfNvg/FjyV+y7p0xz2FbB3Teteye0Rxwdp2h+3F9qBwznc0DS4KqsPr7dTuLVzJygKOFs73ZeeLyfsVr0+L6f5rR0ebP/tqFJRv+zV9K2gXrV98anO0qb7ZngNud3sP64/t5gF/yjNdKtz+6K7r+W9YdapVSPHzUJ3eE0xEltjM3z60PL8VcRyBt+K20GJPArU37+YTaAG8fT2Xqb/nycYnhTPSdX3ZJcUp47/TmcU+mNlnAee2vO7swQK3E6nnjNSyxTn3TXBa1Ufw954GY+r8Av8eH132EfXyxFpKJdDlodVUBmyr1bz9xIMG3vrlPhHMnZND68FpEvu1soHbSlfidbYhjh1fKGq1Zz7fJWrfxUe/w21n++rAGT5zd5TjwuOYrsX+Jwa5Vzwh6PgKkSx+4HbMdoFEdQSafLxvYFS7A6MKP37chuANo8758rYyv2W9y+ZJoGxaVFxAtboPmVofOR+fy2f7oHIZEc27T5+3JxkoFZciHk/LJkxglp8xrZwo6MSd0N1Z4cfKCWwLo7t4qiGU8355NgBut1NbvF73FwZS21cKbi/i6brHzU3fui6Lyuf4smsV3L6dq/ZsclVcBLd+yyrrCl39wrGSccw3W2jB7WJusKuOW3D76F//zt2wMHb58F7HN/n27YIjH/JNT7Bt8+V8bjvhBfuy9fr2ndTpCrYsxKC89jXdyTCbew92exj1IYPb+WP6DYltGdy+WDemeLz9bbbnOZ/Ncsn8rKDHjF9hy15pzvvlhhUMII82h3fgbMd4m2q5Bvdy/o9xG9x+825w8c6hknc9H1cLt1cU+ze4bSJavM52i3NOT8SfObOM9nvgNlzEI3nOwQcuoGU61LV7bubBpbuYvxrXFU7Gde56w+IOdPuM8zTDY5v4BWf/Wkf2zoP7lOiTrfacj891R+F2elxXpDfJryiGfcVF8W0BfLO/n/OnuQUH/PUersnb8QPcNoHwjsXAdBXEA1W4P0hug2Wer13HW80Ji8vHP27ZwcA0QoZt8epN18n6EE5vfDx/OyXCHza00/zwu2NEBM649dWz4SKcvFe/kz0jGCkS/9jYN42+X8buUFRAkskjHOeJ+82ekJOXaTPqur7T2QZuL+kyf+o4WabCsluIMJfdyS0Ev4tPFCbfSnhxreNscwl/GM9uzpkdrev5L7mZH7dMOJU7Nrdqrum8X76veH2U45trL+d9W1fdTFI8OotrJruASXL6dF48pwi2MNbW27TQ6D9OsQstpAEqRfdpLnqN+97c7jYWKTEdLa6Y/Lhup1qUwh8m5R7ntjjMTibn9fHMpDqdlimO7OkYNUaFY/LjbxPHgKfET5HMZGvx/O2vCke5d/Ts0uqc2dJpDGuL3uxRgtOT1bPXayGdMD8Sd4Z9CGqLUy8a2TEWfnuVXe1loaVf06iVdFCp8ziD2jE/xJFdaosnGYbn6tXUFo6wzjt9dG8Miu7F8cn8ccyFt8dbnZLBrnO7kcd8PqIA64+ymOBVIbXpLcW/fzd7cVff541bhOHOy+WR1e0XfofCpZoDw8vU8vHZcMQKNrd/TZldLYbhtBT4d358ih3bV0hlgqHxVmfjPZxfT5smyNvtGI7vfJ/P3+bIxXMbrY35/GG/n/3n4mfjjuDisQwfLsqaLZmdd1/0wSPWXjoQeosnb1vn4qLDjxvk+Ei53Qltcc9yJXNo8NO9BUYdpsEvvtjPNKS+vHA5+YfHTclG1cVFhOuyu96+1sUzJAPtGvhDp9TCtuchE6Pu2PAxhYrUS9sxHlPTHttVYeYH7NK/Xh1QR+7iWr6v2+Ng4O1b4eA8u/0YexfPp9Tply7u4GWK8/q5zYfR272ejrCf25qLx3hxDd7bUytqSe68X+6+89GSE84n8EbX4Z2dzeGMRJDBViN0OCckd/J+1kAlfDAV7CUn9VOH34ST6bNuN3R5N29zRVZbdjhqNNyvau4OR4elTht3NPli+8ae9K61JIt4sO0H2RSonTwYoa172szbtzliT0NvW5u3t7jSFxe3dXWtZGLvfNjtNV/ffpBj/qrI49AAfTtvO0mAju3jEujfO9sG3o0pTAZfuQNP+1T35fpI6a4cAZq1/fqC2yl8tpPDbWPify2L7UoRkPXBLas5/3aKwPVpfePgg+5lyis4HtMP9+OQvzIESM6W6iLZHzNyKxMAJ3Ewnz/wNFmcfIV/OBU3v3k68RzRMz9jajIrGeAcF6rJX88MTE5dnFDOFPxOEzw+VeHtB58verHBguPU+jpvO01A8ggNsvl2xk4TPO4yT/hhQJ600whcmRH5nN87S0CuidGwyZ+dD3jcXsqNkr4297eLj+f2kjZD8jtPgPZrbV4qZlB+5wPg3X2B5gD97L4unoNy0ycfoN9pAnJQ1HX5a+lcwh5+8ff178SPnpElQHa1X56JYYR+Hdcf17EolCAYocdYrQWvPmbt/NtZAlc2/Txp8bnicWQJyFjZykH0+ZCkGm2usS5X+jFa5dP1O02AeuiD2e8fxtrvnQ543AzcbZ7gZAPe4He73MLiQy17pQlc5dOzTh+Ol9c7A8rjGVEvv8HX3pD8Fq4bt+O20wSuudncFYrZe7y4n8XtuPnOlx87T0Di67Zfq33ITN/vPAG8z35Cxu+/Z/2ccRvsfuStuAKtPIELXhJ1wN9OByB4WWanaJ3104Vv+8zGfHrbWYLHWwu98MFgfosNgWMaUQLvnyEzHI+LtDOZv5MELkE5vOmxehUhtmlwBBCfyXeSwNUm7SOcz/92koDUmtt6MrPfYyICypjEN3lbhyLPrA3vg6jIaK1TEdy+V+76Stuqi2vASZJ2byVmcH8nCci4kTksf+bk/koGhAIkp6jqM0ZxtiUTRw/AcP7tJAGyjrGGVJ8bOs9/fY5j8p0kIEMXmSTG+nf4IUNXXEDC5/ptRT6cXoI2+U4SkKLDBuB1/uwkAdy+228+3+7uOaZWEGFEu7P8kZn/ye/mbgzM/O9sAMKK8yDtU//INZfgz+2D/3fc2VTFb/+FMPA/xvT2mPzp/vkSN1eOgNwfMl2v83fnCNBEtO8vnv+thg9SfxZtCDyVJoyVI0DPEHHBedm+cwSkBGkvni9v0f+Ne9UnJPjsXA1g5whICaIM0JyXnQuAd59/c96+2tbzC0pUk787R+AChLOhoiL2tHIB8DI94OGomaznf7Z389sYXaeVI3D/+Oo5iOqDL3MAx7l9DCyv6AjsHAEKgnf3QzCSAfvX0OiI9JuMHOwdR3swAyav83enCFxw8HbjllpXpJ/8Ji1+O+cnNQLT3UJcRktgZwhIRU7xaIb4r50JgFsQYgMLp+esBv/cGd7lBHaC4HHJnvmTda2kGnuZ7oX8Ol/+3QkCz1x+3l6M0sBOEDw+3em+ZtWbiCIjTOby9lMNvO8EAWKHb+t+a9JVsIMAOl62R+rO7/dbt/hwO5rgZacISGkW18xxvYEdA4YLHRJ6qje+lm/xFxm16rzuFAG5Ttuq+E+z0x8TqYCHRp4+yLfAaxnveh03OOH1vR8gzuqPi8N4dzdiBOVa+wEOfXbOr5PvFAEajJdnIBAp2BmC11UFvIehcrwccxIffmN6ezuv66qvHwU9zVh5AysTQMaUlszPOZOTdV2V5mhiFfoFO0fwzh0p60IjQq5cABzFnTb5aGO9SyTVbqfvzhCg/Wi3bJ+vXjEGGJt/iF1NvjIEr/sHekBFxWBnCEi8VlYsNAUYqZs/CPKu1+wza55GjQwBIpK0mTbnZWcCXi9mcuxzfYP2TJkc5+1xA9NGE+nKELwUOSvuSy5xsDMB8CmJALdvv6/LVm6pedm+foavh1Gm9VzjYCcC4DN+hCTCd693aVHLDeSQ3dwJAnK4CEtW5+/rFdfgH2HL8c4PGMbuJ3jd+QFyvt1FD1z/4OpTEBH+FBeRcb5TBC6EyQ/rjwsj7FzAS6308YZyZCKRU3uC2y/Ym4JdMmElCV6ftvIcFYKuOxkAry7466IJ/JLWn8tcK2kel01YSQJyxL61cN5drygwJovzsn0nCTx1XJCXd+GEFYDIHH/sVB0X5ODXq6Or7h8+SrcrSfAS7JsnhVFU2MmA14/KPi6A/iJOo+vtcNidL193joBE8zMXheaS3JEMeHHgbt4ZgK5C6+flUWhj7YXvJIFnoD83wXIBxZUMQBXUvlwWI5dW6PX6Nqcr2Pm3kwSvS8f5Go64wk4GkJm23eg3nz/2oX9msu/5drC8m7u6l2rv6604DbmVlQsgkW1LqX9qKKjEpgtsP/p4+sMGbz39C79GlAp3MoD8dn/nLeiihHHoN96mIIBzOhDX61AlJqKgvbCTAa5Jiqn2Hxdf2Id+ON/WN3krJX65pFt9aBj+7FM/IqafG97Cv33qh9P9GHxc5Vm8oL0xX6ftY7/Lmzav3E9phjj2e/68uWUe2gyXl40mJ0tAxhJxhn3ud0FU+7pu588+97si6uX5gOZWr/d6entdQQL8rfMG+fZvGhUj07eP/S+phJlLR6HBwuS93g1ZuTJffexjP3n4cbmpt0s3rOM90qqIABbnNBvGt1V9A+j3JvO669j/unUvB+HmwyKxNSU/f3U/FiHgsFPmnre388ztvO1jP2qs30AhED728Z58Po479uei7TD6erZtOf0kibTDPvST5R++ZLmIwz7dk+W3p1PdQMXBDkd98RGVXxe6W8d7svxlTNrWIftlN9zo9Lpdo+6NxgY4Wdg++T7cUxKorydikHfYh3u0YH2H6vIOiBCOjW+vFDmXy9oKwcqIwMM+2lMruD8/a+AKsI/wr88Ne9G6u2Vyj48G+Uvf/3T3n567NyoIzOLyZtyPO47wcJbJZ3L0d9arDJT3HD/7BE/BoVNod/7tEzwFh2sOnyHwZndn/NS8v6D6J1yWms3kDODMq459gndx2tsNzNBnK8+7Xp3Nkn8EJDTWCd7LFtV/CihA7KP66z5rLHquAbGP6q93rVOfcBGILzbglDO+uRojArFP6ujc2hrmNxOyDeukTjmDEgD8/bd9CHHc3GzO8RtJxtdVerxhCiG0fVan+kFlfT5/62I7t9ekjoPmg28rg7sugNN9Uqcmcs10OVIQ+0T++sCYm6C6Ctk6eb9sy4v//hCDsJ9oLE6Iat7e04AO2T6RU1vhYFmcby1oOB1C7AcQEWtvHCu86PJ5pzN8n8gpukyJV5eE2Cdvl/BlJ/LHNSH20ZtijG0T/HWIVe549Rd//0Zbi/mHb3nlxNsRUv7hWxv5h79n05L4ljb+4VvEOPF+dIl/+BYb/uHvudESr3I/Cd6iwImPo/P7w7d07w/fIr0/fAvv/vCtsascMYZ9IM18C+T+8K15+8O3jO0P73uJEnwfDdofvtVmf/hWkP3h9RwME+/nZCi8bFHXH1zOCTDx95z0Eq/npJd4P2c64c/RSP3h5ZzdEn/PIS3xeg5pifdzGBP+HiHSH/5PNw/yAufUlXg9p6vE+zlGCf+OsOcPL+e4lPh7jkuJ13MsSryfY5HwegQxf3g555zE339YMnz4fZ9nEu/nPCO8HYnJH17OwSXx9xxQEm/ngJL4OAcR4f0INv7w5xxEEv/OiSPxJkFF8DgnC+HjyB/+8OecIBL/zgki8XZOComPc1LY3CeJz4kg8eecCBL/zs4/8XZ2/omPvU8RfB8Zvh/+nK184t/ZyifezpY98XH27MLLEbX74c/Zmyf+nV144u3swhMfZ7ct/NkqcT/4OfvqxL+zr068ff/8OuPsoIW/R3Tth/9DvAF/Z6uceKt/BxyfVTx7YuHfUTb74c/Z/Cb+nV1u4q39093zHVWxxOtRCvvhz9nOJv79vcvwab3+9zbDp/J027p5O3JcP/zRDarwTzeowtv4e83wKTjdiG7ej77VD390wyn8+4cNpw+e5T2uotg+K4r9+kH7KKAozh6K4rSjKM5RB+0TmqI4+imaZ00lcYo9aJ+OFcWxW1Gc6BVFruCgnYZQFPkNRZE6URRZmYN2wkdR5JIURZpK0cx/HbIzbooimaco0oSKIgOpKFKbB+3sqKJIvCqKnK6iyBYftBPOiiKTrSiS5Ipm+v2QndhXFJUBRVF0UBTljI1OoURR1FoURRlHURSIDtq1J0VR1lIUhTFFUXI7aBXzlESVUFEUGhVFDfOgXR5VFIVXRVHTVRT14IN2pVlRFLEVRX1cUZTYD9rVe0XeFaAg2g0URSODomiFOGg3WSiK/g1FszFESbSWHLS7VhRFQ4yi6LRRFL06B+02IEWzwUhJtC4piu6ng3ZflaKo4yqKXjBFs8tsk9Onpiha4BRFb52iaNs7aHf+KYqmQkXRrqgoOiEP2s2UiqJLU1E0gCqKztKDVmeqkuh5VRTttIqiUVdR9AAftLuIFUWDsqLofVYUTdUH7bZsRdHxrSiayRVFm/pBq89dSXTQK4rmfEXR93/QHh1QFFMJimLeQVGMUhy0pzQUxaCHohghURTTKQftkRdFc2hGSYzjKIpJn43OEJGiGE9SFE3uimJ06qA9laUoBr4UxcyYophGO2iPuSmKCTpFcwZPSUz3KYq5wYP2SKKimHVUFOOSimIS86A94KkoJkcVxfCpophrPWiPxiqKqVtFc55XSUwEH7RzOYpiXFlRTEIriiHrg9aYtpIYAFcUM+SKYjr9oD33rihG5xXFVL4iH+s/YOsFKAolAkUhZqAodBI2OlILiqaIg5KQh1AUChOKQrvioC1/oSiENRSFnICiKfpxyJYTURSKJIpC7ERR6KUctKVYFH35qz8iMYpCfeagLWCjKKRxFIXqjqIQ9DloqwQpCv0hRSFtpCjElA7aOk2KQgFK0dSWUhKqVQdtQSxF0WmgKFS8FIVu2EFbkkxRiJ0pCh01RSHcdtDWhFMUcnOKQsdO0VTOUxKafAuJ3J+iUBJUFNqFikIW8aC+FBcVhZijotCPVBTClAdtzUtFoaapKAQ8FU2txEO25qiikDNVFEqpikKE9aAt76oodGMVhfSsohC1PWjL5SoKHV5FIfGrKFSCD1rqw0pCvVhRyB8rClnlg7Yss6LQdVYUwtCKQlhaUShTH7Q1rBXFhIaiUNFWFHrbBy29biWh960olMEVhbL4RkeaXFGImCua8udKQj79oL6E1hWFUruikHpXFKLwB21VeUUuSq8gxOsVhfr9QVs8X1HI7CsKnX5FU+f/kG0IoCgcBRSFI4Gi8C44aJsfKAr3BEVhs6AofBoO2kYPisISQlF4SigKTwpF07zikO19oSjMMxSFzYai8Ok4aBt9KApLEEVhKaIoPEkO2u4lisL+RFEoWygKp5WNtlOLknB6URSWMIrCUeagvrxnFIV3jaIwv1EULjkHbZsdReHToygMfRSFI9BB2ztI0ZRTUBLeRYrC5eigbZOkKAyVFIUjk6KwdFIU5k8HbfMoReEypShcqhSFzdVB2xBL0TTUUhLOW4rCueugbf2lKEzCFIXLmKLwIztoG5opCkM0RWGdpii81w7a5m2KwuZN0XSJUxJ2chsdPzpFYWinKKzvFIWG6EHLZE9JmPQpCpc/ReEHeNA2FFQU1oOKwrtQ0bQ+PGR7JCoKk0VFYceoKPwcFYUf5EHLN1JJ2E4qCt9KRWFwedB2yFQUXpqKwoxTUbh5HrR9PxXFDJGicBhVFA6lB22LU0XTC1VJeKkqitHhg7Zrq6JwfVUU/rCKwl/2oG1QqyisbBWFF66iMNPd6NjuKgrfXkXT91dJGAQftA2GFYUVsaLwMlYUZsiKwhLloO27rChcmxWFv7OiMIg+aDtJKworakXTylpJeF4ftE2zFYXrtqLw51YU/t4HbYNwRWElrii8yBWFa/lB2/ZcUfimKwqHdUV3Sk6Iwbui6BNUFPorisKM/qBtW68ofO8V+UDeSMjWyqFL18fgC9LOCaENrpES6QaMCZ+EbK38NFK+g8WyZWJrZddISaXZ1giNlK+LXdwaKak0o4cn74Ee1Z63mlSa05JEs629A42TLhzyaDXNNUbsLWicfBH5IiomRBe4xklXSmEJF1SjH0+JrZRN4+TrcmlD4yR15jv/MGiDJzH1JFTtPWic9Nb98uUnIf+ncZI5BPtaNU4yymDvQeMkZWZ7ExonX8Rte9E4SZ0Zm9Y7oepe1UqQNNI4+brKbzoEvsXdvTVOUma+UZ9PyK3QS0L2o0hfGLPApWqcpMps7yG9rZuFclz5H4bQraLLPgaNk+hzVSyiE7KFMoUtZt46U14JXczryBWZ06Mx/EvoszehcfKZqhYaJ5lPxBBASPfxtR9kC2XVOEmV+Rldly0f+HSBmINQ2rGfdEkIn2uNky6W11+Nk5SZ7U3o6sZ0rt01GicpM9ub0DjJLPGw6PAkhPCCxknKzHd+W98agVPExLnGSaQWu9skHuRyU0Pj5ON+2ZfGScbdub/vhAo9efpX4yTeP42Trm6Jym9CSNtqnKTO/AzN2LtKJxI6d0LtS7lElwq9H42TKD1gF9YSsoWyapxEhsLeg8ZJ6sz2HjROop1BVvpOyH4X2suDmqstldrL40Kx9iY0Tj7uwdV0h4/MyWw13YhK8+uGoIq+vGog7vK9T8nIVgjt5XHpXzxWvoTssfbyuP5wL9rLA7KfqPbyuAoyDuojIWR2NE5SaL5v7eUB3axvekWsFD7t5XFFaXsTGiepNKdUP+S296BxsnysldrL4yLa9629PC7Dbb99XbqKW0FqLw8a4SN9E9iVXdrIc0+9saJhEikzDB1qQhcVCf2Tkfjt2sjjwuwIVd8JlZ7COVXm99JGHnTkG6I9NSFbKLWRB/QQMJ6Erjm+dxBa+58usK7W/2gfD+h5r6JhElXE0bSPxx0H7JSjYdJNC27t43HbAzyh7oQwJtL9PRKWFtr0jqfKjIRrTejBrvlL6KbKI1e8dz+xIlsp9ad5+/id9vG4MwaK3vJXU2R+L+3jAVXsk96E7HHV7T1VZuSs5a9GtbZi0ZiQxQbt5HHzEgaAa0K4C2qcxEFloAGVkC2U2snjfi33rV8syse1aycPCLdBjZPYy3Qm6BOyuKydPKBC5awkZAuldvK4o459shon8eSxN6Fx8t6yyoouexMaJ6kyI/b5JPSxtbkTspVSIydVZnsPGifv2+3UNU5SZWYg80vomc7fihAc1TiJXj0TwXdCtlBqK8/tYvq3tvK435W9CY2T1JkZxHwTqlNzTJGtgJ/GSbc4SEH+ctWgpnHS/n9bKLWVxy3J7D2M/A9LqdrKMw3QHm3lAcVIpyJGozVO4raBR3dLyNZKbeXBHq7VcWucpNBcqrbyTI86O3fcCV1vqszRHz1aKxnZWqmtPCDbR2srjxv7oeGl7wG1zqqtPKAv1XjdhvC9tJPHnQztPWiYxCfI9sgaJqkz23vQMHm5d7V28rh7o70HDZP4P+YtOHVmew/pc0DHv2knDyjMqg5C2aDcGiYx20IJsCT0pmMvowr90T6eafuJNVBC9lj7eNx8lKPCm1CxtyBxkrkMzHFuJbZOvrJsYW5n70CiJCVm2xVIkGSuxK4vMZIBlA+lFSWfXV0iJK6FdeSnICQuy6jbLD7avUNpGcPEqgQtDgmOTO+g4CGXwuSyaOcO9plzGkCIrYzauOPDR0+VuEhR+b20bQePUg5bj5Ln+7Rzg4qyXV1e5mVN1JYdysl2cYmIWInbr1n28RST0ZqTP/TBVvKScMg4Gbo0t5L3poteiS2G2q1DIbnQ7q3ElkKtL1FGpiniUWKLi3bqjBsPXfmBUkK+6UtVYqugtulQQEbMVy51rVEHIY3DalHy2sUlAA7XaikS/yge30WTYB1FtdQ+RenYri7Bj/nMnlp9qBy/NNAc0l24qiiwXXGRwEfV2HarEvfcYJyWhEPceUgbc3pzszQJetSM31v36j1E9s8fysTt5yZiQhC0loDHYG8d2slOudiuLuEOW/lOPUpJtat/CkLAW8iNKphcHK2Jos04Rmyp014c6sQlJaN9jlsbKigSv7f24TBIPrq223UsdD/twqFCfJM1O8Sn3rUHhwJx8Yl7IbbK6V+Fa8utDThM+CMk0pTYIqdHZkrDN+dQJWgMS2SjMJyyJcgh9Fc7b1w2wRW0hBT7TUhUQ7jhYxu6CSXhOf8sBGd6CWlUhIv2ozQGalJgd6GLW0tCzUd3tOEGqY2P9V2JfVrabtOaK4XrY1vitNUGYZHOD0sJgosSyBpjNOm2aEzR8LErQRZN/ypmaIYmrqgAI0LdlVT7QyWMUf+l5+pTYrf6KzGqMT7zaYMNxd9b85WI5CCRPpSEXdomjM68tyw71H3Jhb1KbInT/TWiQt+njTXNVeObhLHG1MzQvhpqvujGViUo3EkYo+LLZyF/BRMzXXtqGgMz2lhItdc+LtlouxTV0IYaar2l6QrSGJZ5tZ2GSu+Le4qSC7eE84e6otdXJYxR57WrSxirzMkM7aWhyosY8bk6+mUkEx8loYAmxJYCWV/RYEMfUC6FJUjRLhp04Np1SRibSnLaQ1ObS1VIGKO6axeXMFbdp1sbaNDNs6tLGHPdvaLtMyj32dVlT12nBY6EMdQD7eoSxqjrvrf8ZhEwtItLGKvMxHzaOENN93arEyE4bUoYo6JLMlZemYmY9CHjF3try0xlHAY/MiVhtL4J7gnPJVEMaUxsPh8ldpp9JIohz2kXl3eMmMD9yeqEPKhdXKIYQqJ28ZH+1Y2Vm1zKDdS0T4YSbtE8JGKqdm2JYtRv37tKFHNB164tMh8DMN+Q16F4axeXKIb4bLu0P4babdHb9HPjMu2OoXBrF5f9MxK8ti5KFEPDd/rXCEFlRqIYMsJpRaNkW5q2xSBkbBeXKEbB1hY9iWJfnTo8r5LyVW2JoVxLy6n8ne7l98j+2aWjmzbEoD1tJyIJY5RqWXLlD2XWpQ8JYwhl4+JVlDxaC/jcCEwbYajRlqZ9MIiF27UljFGhtWtLGPuYcelDwtjHiEvVHhjqs3ZtCWNG7EygLTBUZ4tt4uRa99JSEGJLXJcw9rkPi7a/fNNTW56CjZr9kLoSW+K094WqrF1cwtjHXMurnS/UZF8EQ5Wg+S5hDOEbu7iEMSqy96NtL0j72NUl/lCPpaX4U2JLnPa8UI+1m1K2z6gtDS3IIeJkQVXCGLVYu7iEMWSn7CwmYczVrJp2u6CTZeFIwhiF2PfWXpe3Lk88IZddXcIYVdj70aoy4md2ddk+U4Ml7D9KEBKTFZYS7KuN82jM2c5A1ofXXbK1xYXy6+2OrJugNHhpgwvFV9sHy48CiUD81G4l91u0uwVRQ7u67J+RS/yq9rZQeLWrSxhDypFimfyhjK20JmEM8cn+yiJM0RVj064Ed1AJY+ht2sUljFFxnSoYQl42TkVJcXe2BdzW6dV+Foqtr3stCHnt4hLGcKb66ith7HG7LO1lcY1ZPAeV2CInv2tUce3iEsaostrFZeXBDMwuLmEMIeAPfy0l2AnIJ+h+ZrqdoL5q15Yw5rLKdgRoSh67uIQxJKDHeCSMPa60p90r1FbZed5KbJFrsoF+3DNWe1fQ6rarSxyjropc8afksatLHEOenJkA+UMfF6trCiqODkOJLXIjPwdvGYlj1FPt4hLHHje2eGX/jLw9tdpbiS1yTeIYgvzt0naVx22wLlmvHoZRPm1WcRcCRAoOYRRlaKsKLpq6eaeIateWOOaGDmnqmxJqYZR6Ezwo7No62DyWb4CQwkjFrcTWuKrjWp01TltUCiZxTFIqeThdfErsofanUDq1q+tcILMnaTqNyRNmvpTYGqe9KRjNNKaTlNi6qJ0phbET5miU2BqnfSn49mATPpTYV64FZgqmdxpNwKqIWryKDOCYpj0puCv1L8svsMglkQPWuKqjWVuZRUjDzUPHtv8N5fo0LY8ydknjy3jXPWmklUXuTdPLLHI1DS+zyLU0u8wil4dEMQnQNhSKpIVOLyV2JtebB6kxmpIOYbxk1DT8xyLX0ywWi9xIo39Y3qRGD2ZLepq6cncFLarhWF3yKAuLXGo96SxyXSscfdrWalP/MlEUYkdKfTeMlHyp6wRHy5KaThgpyeUoJkpq7mNGfTx1nCD1eafGYwzaU7tJdV0ZLWvg3FlSswmzJKSAlbz0gmibHj51qdPkxb1JK0KMkaTs280UyZfbrVjicpcJS1zXsj8jJDX3mNgi96buG1vj7txgwhr3at2sLMlHIXYPpO4SN9zrqd6PPVjqLWF05M1VYaSGUmuJu1i8WuxnbuRLjSUXa1zTUj9TIyO1lTA00lINCgFL7SlBez1FOtcV/LSWwQKn3SRYdZaU5mZ5004S5kT4/Qqwj1vbSDpr26vZRJY2bSFhPuTTBpLGwqbtI7b5/uu/t5jQAlt1aIEtTzSB6BgtsAWPFtjKSAtsCaUFttbSBCLKtMBWb1pgqTytx1sNaoEtGzWB6EstsIWoFtiKVQtsaasFtgbWBCKWtcBW1Vpgy28tsGS61uMt5zWB6H4tsAXCFthKYgtsybEF7vQvRMJsga11tsAWRVtgq6ctsGXWJhA9tgW2cNsCW+FtgS0Ft8DWjJvgaMutx1uDboEtVrfAVrVbYMvfAZJO3gJbUG+Brby3wJboW2Br+U0gon8LNLnvk4jgAlttcIEtSziB6BcusIUOF9iKiAts6cQFtsbiBCLGuMBWbVxgqTuux1sFcoEtFzmB6EousAUoF9hKlQtsScsFtvblBCKSucBW01xgy24usOQ51+Mt4zmB6H0usIVBF9gKogtsqdEFtibpBCJeusBWOV1gy6EusHVTF1j6qvOx6LAusAVbF9jKrgtsCdgFtlbsBEdTdj3e2rMLvLoaJTXbBbbsrQPVx11gC+ku8KZvRaV5F9gavhP0I/a7QJX1PokHL7BVhhfYcsQTiG7xAlvgeIGthLzAlkxeYGsrTyAizAtsteYF9H+8NZ4m2egFmsbTJFC9wKPxNElhTyCa2Qs0jadJm3uBp6fP94iAz8ciFr5A03iaVMkXeDSeJp3zCUQnfYGm8TQJsi/waDxNyu8THIX49bhpPE1K9As8Gk+T4v0EIo2/QEv/QgT4F3g0niapfwfqFLBA03iaPAkWeDSeJvODCcQlYYGm8VTtGNbjR+Npsn2YQHwjFmgpnqpDxQJPiqfqhTGBmGYs0FI8VXuOBR6979UGZAKxEVmgpXiqxiQLPCmeqgXKBOKhskBN8VTNWhYoKZ6KK8x8LO4xC9QUT9W+ZoGS4qka5UwgjjoL1BRP1btngZLiqZoHTXBMhtbjmuKpmhktUFI8VdukCcR2aYGa4qkaPC1QUjxVIykH6kS1QNXgqI5XC5QUT9Vaa4J+vLkWqCmeignYelxSPFW3sQnElmyBmuKpGqAtUFI8VQe2CcSqbYGa4ql6wi1QdL1X67kJxLtugZriqbrkLVBSPFU/vgnE0G+BmuKpOgcuUFI8lU9bbA0X+FI0Vf/EBe4UTdWpcYGWoql6Qi7wpGiq7pMTiH3lAi19uGKSucCToqnacU4gvp0LtBRN1Td0gSdFUzUodaBOpgu0FE3FMnU9flI0VcvWCcTbdYGWoqm6yC7w/PyLO0VTdbtdoKVoqra6CzwpmqqB7wRiALxAS9FUrYYXeFI0FU/j+Vg8kRdoKZqq+fICT4qm6vI8gdhBL9BSNFU/6gWeFE3V+XqCY5C9HrcUTdWJe4EnRVP1Ap9ATMMXqCmaqj35AiVFU/VBn0CM1BeouqioYfsCJUVTdYafQKzlF6gpmqqF/QIlRdOPrLZGU8S2UzSl/p6iKeV3XbfnOLREU4ahUzRFdDtFU3x9UjR1vyCNplTiUzT1uWiNpkxFp2j6+hScRFNsm1I0pS6voZGqfIqmTEenaIoId4qmbp6l0ZQafYqmlOh1MaJAn6IpQ9IpmroUt0ZTbNBSNHV/NY2mVOtTNGVcOkVThqVTNJ2K3BJNsbRL0ZTava73VO5TNGVqOkVTpLlTNHVzQY2m1PFTNHXXQ73xqeKnaPq6P7hEUxS6UzR97ceUoik1ffnvJ8VTr+ZrPKWYn+IptfwUT5mdTusKAt0pnuIqmuKpl/Y1nlLZT/H0cd0x+XwZodaPF5nuFE8xgk3x1Kv8Gk8p8qd4+uxC0QF3iqePq81IPKXmn+IpJf8UT32oWuMpI9V6ByPbneIptsgpnlL/T/H0qUu46oA7xVMGq9O/wI1P46mBL8VTWgFSPKUTIMVTd+fWeIqKd4qnqHineEpfQIqn7lqu8ZSugBRPfdBavxQGTDWePnuu7oA7xVNaBFI8ZeA6xVOft9Z4iqp3iqcP83UaT+kXSPGUdoEUTxm81vv+cY17iacu7q3xlN6BFE9pHUjxlN6BFE9pHUjxlM6BFE9d5FvjKRLfKZ4i8J3iqfcRyLJCF0GKpzQRpHjqUt8aTxH6TvG0bGXXA64UT+koSPGUUewUTxnETvEUve8UT4t3z5yVm/aCFE/pLkjxlIHsFE8R/k7xFNnvFE/pNUjx1FsNNJ7SaZDiKYPZKZ6i/53iaUG7RoIjbQcpnnrXgcbT4hay+Z9cKZ6iAp7iaXEFm7MY0YKQ4ikdCCmeMqqd4ily4CmeIgae4in9CCme0o6Q4mlx4QKJpz6xrfEUVfAUTwvKTrLe05qQ4imtCSmeMrqd4qkPbms8RRw8xVMDJcVT+hRSPKVNIcVTJrhTPEUlPMVTNML3fzOup/EUafAUT283UJF4SrdCiqc0K6R4ygB3iqdohKd4ikJ4iqf0LqR4SutCiqe3y+afj5cx7hRPkQpP8fSmvqrxlD6GtHTTxpDiKfPcKZ66ZrjGUxTDUzy9qa/qLUxPQ4qn9DToHcxYd4qnrhyu8RTh8BRPaXBI8dT7GzSe0t7w8y+eFE8REE/x9Ka+qvH09kYeiafe66DxlCnvFE8Z8k7xFCHxFE9v6qsaT2l8SPHU+x70S7lXg98ClFc1niIonuIpTRApntIDkeKp90BoPGXmO8VTlMVTPL2or2o8vVwUR+Ip4996318dqxSJpxflVY2nNCukeEqzQoqnNCukeHqhCKLx9HItBImnPgGu8ZT57xRPmf5O8RSRcV1WLnRBNJ5eKCJoPPU5cI2nTIGneIraeIqnaI2neGrgTfH0or6q8ZR58BRPmQZP8RTRcV25LyasNJ5e7soi8ZTB8BRPGQtP8dTFxzWeIj2e4unFtJXG02uPoyxAfVXj6eVa/BJPXYRcgiMK5CmeXgxeaTy9qK+mf0J9VeMpQ+IpnroUuSxG171cPRagvKqrEQPjKZ4yLp7iKcPiKZ66IrnE00GrnHwpg+qqRFPmxjWYMjWusRRVclnqUSTXSDqoq0ogHd5YdOIow+MaRseWGozHzW1z9t1uj6vGUPoTNITSnqARlO4EDaA0J5z/TM1HDI5r9ESMXIPn+HLn0fhy4xEj5Bo5x5fbjhgf17g53tx0NN7cczTe1HLEILnGTMbINWQiSK4REzlyDZjjyd1G48nNRj5OLtGSYXINlkiSa6wcJTcajZL6jJgq10DpM+USJxkp16CHJLlGyXHnFqNxpw4jZss1RPpkuURIZMk1QKJJrvFxXLm5qI/cW8SEuQZH5ss1NrouuYTGPnJfUe+praj33FXEnLmGxd5zT5ELk0tQ7C13FPWWG4qYN9eIyLS5BsTecjeRa5NLOLTH2ktkD1MrkbtJSyykz0BDIW0GGgnpMtBAiDK5xkFkyTUM9i/3EPU3txAxd64xkKlzWRRQJtcI2N/cPtSf3D3Un9w8xPS5Rj9mzzX4IU2usa+X3DiEfbtGPqbQNfAxhC5LbC+5aQhtco16/c4tQ/3OHUM+iy4hj0l0jXjok2vA61fuFupXbhZiKF2jnY+kn8jFPLrGOgTKNdS1kfuE2shtQoyma5xjMF3WkdZzjxAC5bqQtJ47hFrPDULMp2uE8/l0CXCt5e4ge5yag1rLvUFMqmuAY05dVmUfUpdlGZVyDXCt5rag9uWuIMbVNcC1L/cEoVSuAY6GAQ1w9AtogKNdQAMc3QLnP1M3EMPqGuBcolwCHPrkGuBQJ9cA157cCNRK7gNqJbcBuUi5BDgUyjXAtZJ6gNqdW4CYXNcAx9y6BjjG1jXAoVCuAa5dufunXbn5hwF2DXCMr2uAQ6ZcAxwa5XJf1pH7furIbT915K4fZtg1wCFTrgHOHmvLjz1MHT8Ms2uAY5ZdAxyT7BrgasvdPvY4NfvY49Trw0y7Bjgm2jXAIVauAQ6lcvnwa81tPrXmLh8G2zXA+Vi7BDjUyjXA1S93+NQvN/gw4a4Bjvl2DXA+3S4Brr6puae+ubenPrm1h9K/Bjgq/xrgKPxrgGPCXQMc8+0a4GrJTT215J6eWnJLD5Pusigw564BDrFyDXAolWuAq3fu5ql3bubxeXcJcEy7a4BDrVwDXL1yI0+9ch8Pg++yxDL1rgHOBcslwCFXrgHuG7mF5+u5g4fxdw1wDL9rgHPJcglw6JVrgPtabt75WurdYQZeAxwj8BrgkCzXAPfV3Lfz1dy2wzC8rCNMwmuAYw5eAxya5Rrgvi937HxfbthhIl4DHPPwGuDQLdcAh2i5Brjvzb0635tadRiM12WZsXgNcOiWa4D7ntym8z25S4cBeb2XGY/XAEcNXwMcJXwNcFTwNcCdb/HO7TnfnbtzfDZewhuT8RreGIzX8IZauYa378qNOd+V+3J8RF7C2ztyVw6S5fI5Ileu4Q1XbA1v78gdOT4nLyssU/Ia3pAs1/D29tyNgy22hjfm5TW8MS6v4c2Fy89diWi5hre35T6ct+Y2nLfmLhxm5jW8oVyen55acLDG1vD2frkBh9F5DW8Mzmt4c+lyCW/YY2t4wxtbwxsz9BremKDX8Mb8vH74T+67wR9bw9v75K4bBuk1vDFGr+EN/XINby5eLuENg2wNb2/J/TZvye02DNPLrYyAuYY3PLI1vLlBtoQ3CvEa3qjDa3h7r9xnw0C9hjfG6TW8uUW2hDf8sTW8YY4tSwKD9RreGKvX8PaM3F/jFtkS3vDH1vBmj1NzDfP1Gt6YrtfwhoC5hjfUyzW8PS311djD1FbztNxVw4y9hjcEzDW8YZKt4Q2HbA1vTNtrePNZewlvTNpreEPCXMMbLtkSrp4v99Iwcq/hzQfu9flvbqRBwlzD2/OmNprnyV00DN5reGPsXsObq5hLeMMrW8MbRtka3hjA1/D2lNw+w/C9hjfXMZfwhlm2rMrPnVtnmMLX8MYMvoY3pMw1vLmOuYQ33LI1vNnj1DRDSV3DGxV1DW8U1DW8UU8//5n6ZZAvT8ORPXfLlJ6bZRjFT5ORPbfKIGGe5iJbbpQpLffJMJKfhiJb6pJhHD+NRNbcI4NTdhqIrLlDhsH8NA5Zc38MOuZpGPLL3TFYZadRyC/3xjCer4OQb+6MQco8jUG+uS8Gq+w0BPnmrhiG9PXpT+6JQco8DUA+uSOmPLkhhln9NP1YcjsMeuZp9rHkZhj8stPk451bYZjY1w//zo0wCJqnqcc7t8Hgl60Bjsl9DXDM7WuA86l9CXAomud5x58GmPHT/zJy+8v46X4ZP80v/af3pf+0vvSfzpf+0/jSf/pe2k/bS/vpemk/TS8t97y0n5aX+tPxUn8aXupPv0v9aXepP90u30+zy/fT6/L9tLp8P50uX250eX/6XN6fNpf3p8vl/WlyeX96XJ6fFpfnp8Pl+WlweX76W57f9paf7pbf5pbf3pbf1pafzpb7p7Hlzn0t909by/3T1XL/NLVcPz0t109Ly/XT0XL9NLRcuZ9l5G6WkXtZRupkGbmPZeQulp57WHruYOm5f6Xn7pWee1da7lxpuW+l5a4V/u9//et//Otf//1f/+XP//6zUPGO0+5aumXOZtc///Hf/vzXP//fn//0/5Q///5//tx/3PngtV8qcgX64F//8e/2P//PP9ef//x/e9qf//j3f4lQLNf9f0VKdr61Iza7H4cc7X4cgrX7cUjaxuOlebsfhijufhyyuftxCOvG4y29ux9H4N+Pp3rvfhjyvvF4CwDvxyERvB+HiPB+HDLD8XgLEe/HIVW8H4eY8X4ccsfxeAsi78chmbwfh6jyfjxVl+PhlmXej0O4eT8Oaef9OMSf5+MjD70fh4D0fhwS0/txiFDvx1GHjcdbyHo/Dqnr/TjEsPfjqZYdD7ec9n4cgtv7cUhy78ch2h2Pt6z3fhzC3/txSIPvxyEeHo+3vPh+HALk+3FIlO/HIWIej5fK+X4YMuj7cQil78chpR6Pt9j6fhxy7PtxpC3245B0j8db9H0/Dln4/TiE4/fjkJaPx1t8fj+e6vT7YcjX78chcL8fhwR+PN4i+ftxyOjvxyG0vx+HFP98LGr9B4Si/wGh+n9AOAMssN0DDnB/gfMwHAgOCJeCBbaTwQHhdnBAOCIcME0T1uPtq3BAeC8cEP4MB4SHwwLb5+GA8II4YNpFnMfhKLHAdp04IJwpDgj3igPC4WKBZYJxHodPxgHhpXFA+G0ssD05DgjfjgPC2+OAqMgcEB4hC2wfkQPCa+SA8CM5IDxLFli2JudxOJ8cEO4oB4SDSoDjsnJAOLEcEG4tB4SjywLb9eWAcIY5INxjDgiHmQW2C80B06jmPA4vmwPC72aB7YlzQJxrDghvnQPCf2eB7dFzQPj4HBBePweEH9AC2zPogPAVOmBaD53H4U50QDgYLbBdjg4IJ6QDwi3pgHBUWqAt16UDwpnpgHBvOiAcnhbYLlAHhFPUAdNM6jyO7pMFtifVAeFbdUB4Wx0Q/lcBjkfWAeGjdUB4bR0QflwLbM+uA8LX64Dw/jpg2oOtx9tB7IBwGTsgnMgOCLeyBbaj2QHT9Ow8Dl+0A8I7bYHtr3ZAeLAdEDncA8LL7YBxlsDjBndAOMYdEK5yB4Tz3ALbne6AaWB3HofH3QHhg7fA9so7IPz0DgjPvQPCl2+B7d13QPj7HRAegAeET+AC20vwgPAbPGBaEp7H4VoY4DgbHhDuhweEQ+IB4aK4wHZaPCDcGA8Ix8YDwtVxge38eEC4Qx4QDpIHTJPJ8zh8KBfYXpUHhJ/lAeF5eUD4Yi6wvTMPCH/NA8KD84Dw6Vxge3keEH6fB0Sx+oBpG7oeb2fRA8J99IBwKD0gXEwX2E6nB4Qb6gHhmHpAuKousJ1XDwh31gPCwfWAcHldYBnBnsfhFXtA+MkeEJ6zAY4v7QHhXXtA+NseEB64C2yf3AMi43NA+O0eEJ68B4Rv7wLL2vc8DvffA8Ih+IBwEV5gOw0fEG7EB0zD4vM4PI0X2L7HB4Q38gHhn3xAeCwvsH2YD5hWzedxuDkfEI7PC2xX6APCOfqAcJc+YPblrcfbo/qA8LE+ILyuDwg/7AW2Z/YB4at9gDtvn4fhzb3A9u8+IDy+Dwgf8APCK/yAaScej4/j+AHhSn5AOJcfEO7mC2wH9APCJf2AcFI/INzWF9iO7AdEbeuAcHY/INzfF1gG8edxeMgfED7zB4QX/QLbr/6A8LQ/IHzvD+h21RNlaEIZ9TtRBtkJJIJfAbY4lRNl6Huxy54oQ2OM3fQnyiCHofcwehl21bM5RVHDrnp+GLTqPNRNBNjiVE6UQcjDrnqiDFIfdtUTZb49gnCA3YH1RBn6j+yyJ8ogQWK/rRNlECmxy54o87kk3XV2p94T1eTzouBhX7QCC5/1RBnUVRBm/gTY4vScKEMbl+13z82AqItd9UQZZF/4zd8CXrvsiTK0ln3Pd6IMvWd22bM7RY7GDq0nyrhgTblPVKHbrcj6TzecXfVEGWRy7Ex9ogz9dHbVE2WO1M4BtjqVE2Xwpunlkqu89NCPE2XoAbTLniiDPJBd9kQZBITssifKIDFklz3rO32JdtkTZWhc7EX+hd20LJJFQKmtnShDp6Rd9USZ6q0y71k66LW0q54ogyTTM87dg2YTSt63gGafxYky1bUD2okySEXdtBEIsPXpPVEGtalRy4kydKQ+4yyCdKzOeu8Br1317E8Rwaqtnl8oPbJ21RNlaKL9nudEGbps7aqvPK50Gd8COjFlv43mpcd2ogyNv3bVE2VQDbOoc6IMsmJ21RNlEB6zq579Kb3I6KcXARS3T5xB78wue+IMimh22RNn6I9mDKILsLXoLL3eYF3vE2eat05c5yNGyq3f/cQZA3YebSfOYEs2q94LfCxP74kzdIx/TzlxhpZyu+yJM+jUEYRfAcMue+IMXezF7sgmwB5+J864fp6EBAT27KryxzaWp+vEGRrv7aonztCZ3+924sxU/qvyovSstffEmeZFqefEGaYFvuc+6ybTBNQ6zt/GJE7vJ86gathprRNgN+B3Vg4mHOrJyLuWol31xBnUFmft/wBbnq5L/0m3q544073ltp04gwqkXfXEGXQi7aonzjAHcl/lxBkGRfAKeAVYAB1nf4p+pV32rBRUurotKOcq6KLLfopSV21PU2DLUzlxBuVNqkOfADvJjRNnmLd5ejtxhoIXTaJDgK1F74kzlLwqw8QbuJjbfeIMM0J22RNnqHqNr584w5TRbIFYAG37+9PHtj69J85Q+aqtnDjjc0/XLV81bY1lnDhD8cuueuIMKq6PvAnE/O/vRBkf1XrfE2W6N2KWE2VcW9Z+s1VAt4ueKEMJzC56ooyPl8k5pLtCzXeiDKq45X1OlKEKZlc9UYaJN9sVnyjDSNxHl7kA2/ec3zxyvpT5bgG2Or0nyjCkN7tADrDV6T5RBplhu+qJMlOIuJ8oQz3MrnoWjuGdLd8JM1TE7LInzKCQXJCSF2Cr033CDMOOF0L+Amynfe4uqmIYetwCbHX6TpihLtbvU8QF2OpUTpgZrsZ+nf3p8NmdccIMqtR21RNmqI55eXuDyur0nTBDfazjGCTAVqdywgwVstqkXDFajK6fx8+HgZaAb7gJ2AG2Or1nf0qVrGPGJsC+1vuEGQplFU88AXaD9hNmmPzFR6UIsJv6O2FmuMCspImolvW77Fuu+DQyXp0CSq1DH3921b0/dX12asmPAFudvh1mio9R91O8B9hKVJ4uwFanU753ZXm76g4zaM/bnu9sz4sPgJdTwgfERMcBtjqd0pVr4tspYgwBdjtdnzyudtWrCBi415y/jR6zUuWfYIX0nVI+wFan5+oCbH06i6J7CBTJsU6XgdrrI6BSf38F2Pr01XOV6vOZdxNg61OpQ4AtUHeRx3bGHO0Ab5I9VX13ZeD8/Amw9enU9aezg5xtMYO4Hn2JrQJ0wGdXffQZDc+g86cNphHqUwXYNU91H2Df6vMMAU3O9Ty25ekU+Is38Dynwg94q2woALZufHuDCrDl6RT5C/Wyky0t3nPUT5EfQIvzpc8Y5Tll/kK1zC66owzAVqdT6AfYSnQq/YAujRQFmZFHv0WqZfajr68AO5Geaj8gZlcXYLJqnHp/cYGU0zrD448kyC3Afq1XO38aFnjXKfkDbKd5av7FlV3qKfoD7F+cqn+hQw6HqVtA4W0VAbY4Xc8rwA6Lp/Rfbp8MbfLWG4vTKf4DbHU6iwJaOXSe3AJscTrV/3K7gu84ywbFsn6d6j+glUeWQKpldtX3/G2Dxem9bgHRAH6ALU739QoYdtkdZQrVMrvsjjKA1y67owzAPuJzB9LxSVP/vggtoXyPjwBbnK76Cah21R1lAN2uWc9FcL18Tv0fYIvT224BlWadIsAWp9MAUKiW2WXLJ+CxVeNEGcplzBwNAbaMyN9KwyLqHAIesmyPAFuc7hNlqJZZ5D9RBg2u2SZ4gG0FTgMAwG7J0wBQvIO5ngaAgjgYN/4rwL7Wa1QBr132RBm6qu2ncaJMca0l+RIaq9N3ogwFM9qbHgG2OpVL/4n9Qk8DQCnuwnMaAACvXfVEGZdsu04DAMDWp/dEGQpm5CVfAbYW3SfK0Ppulz1RxsXm3n6izGN37XNyZDy2n/CXQMy6HdBZKPbf5jJ54z5Lx+NCE6cBAPBJvpTH/Wmn/l+ol9lVT5RB34+GsFeArU/lRBmGGq5x6v+FqQe76okyFMx0AUOZ0K56ogz1sn6941wEldDn1P8BtjzdJ8qgmGhXPVEGTcXTqcZD272e6n9hcuRB70rAi3HgK8BWp1P9B9jqdKr/hWmW2Th6wEt2+RZge61T/gfY6vSdMEO5zC57wgwTOPYhnjBDucwue8IM4plXl78dr+/7VP8Btrk/1X+ArU6n+l98rOg61f+C7Kdd9exOKZfVesm3hGCbRf5bQP/uU/4vPgplP4NXgK1Op/wPsNXpOWHmxWv9OeX/Qrmsnn7O4uNbvZ91g/kuu+oJM1TL5mjIAoXV6ZT/AbY6lRNmGDmzq54wQ7nMrnrCDBKyxMcioNhl5Y1hdf+eDgCArU6nAwBgq1M5C8cUvz3rBuUyuiGLgGZXPWGG0b7Plo1zkc+Fek6Ycdne9pwwQ73MrnrufMYNbW04YYZ6GeWLIsBOCKcDAGDRsJ7dEvUyi/0nzDAiaZc9YeZdAzLnccXeswjo7CfO34aCWG8nzDDV+d2nAwBgq9PpAADY8nQ6AAoVM7vqCTNMmtJA+giwM+npAAB0GrHrP4Hdyp3o7vdOdDeFC5XO8UR3e3miuwc90d2onujuZhcqLe+J7r74RFfvfIK7vz7R3YQvVFv1M94d/Rnvxv+M93xAxnuMQLFMG2S8hxIy3rMLGa8Jh0z3HIRiGZfIeE9VZLyHLzLeMxoZ9394DZn3yHiPhWS8p0cy3kMmGe9ZFMUyspLxnmzJeA/AZLznZDLe4zSKz9BNpns0J+M9wZPxHvTJeM8DKZaxoYz3dFHGewgp4z2rlPEeaVIsk08Zl79//TpFlfEetsp4z2QpltGtjPeEV8Z7ECzjPS+W8R4rUyzTZxnvIbWM1yhbpnvgLeM9FydYx+cy3lN2Ge9hvIz3zF7Ge7RPsUwAZrwHBTPe84QZr6nDTPdsomIZYcx4TzpmvAciM95zkxnv8UrFMoWZ8R7WzHjPdGa8Rz8zXgOiSmWMNOM9bZrxHkrNeM+uZrxHXBWfQdhM97hsxt8/xAodvs14z+gqllHejPfEb8bfP90lMj+c8R4zVizTyBk/f28EdLI54z0AnfGek1Ys49T/P2Xv03NLsyX1zd9P8QyN5NO3Kv/XgAEIuyUkD7CvxAAhC3U33SDTNiCZr+/1i8yqWqtOXmRsAX2i91vP3lVZmZErV0RE+FFdR/gRZ0f40XBH+JF6e9gpwiP8CMcj/PsHx4bdeY16hNOG33nFe4TbhuF5/byHncw+wmlD8rxoP8JtQ/OcA4BHnU9AhNOG6XnXgQi3DdPzHgYedlYHEU4bpueNEyLcNkzP2zB4+DVriGjaMD3v/BDhtmF63kfCw85uIsJpcw1nXRHhtmF63gjDw84vI8Jpw/S8+0aE24bpeS8PDzvLjwinDdNz/iERbRum581IPOw8SyKcNkzPO6BEuG2YnvdT8bCzXYlw2jA9b+IS4baZBa7XEMbB3jcmwmnD9LwLTYTbhul5TxsPO+ubCOcN0/NGOhHuG6bnXHk86rx7Ipw3TM87AUW4b5ie9xXysLMfinDeMD1vZhThvmF63hrJw6+BUkTzhul5N6YI9w3T895OHnYWUBHOG6bnDaUi3DdMz9tTedi5WEU4/07SvCNWhPuG6Xl/LQ87G64I5w3Tc55eEe0bpucNwjzsfMQinDdMz7uSRbhvmJ73OPOws0KLcN4wveKM1SLcf+cCxZm0Odh7uUU4b5ied4aLcN8wPe8z52FnRxfhvGF63twuwn3D9L7rqffQi3DZ8DzvyBfhseF53t8vwmnD87xbYITbhud570EPO4vCCKfNo3V2hxFuG57nzRM97DwWI5w2PM87Nka4bXie93/0sLOJjHDa8DznORnRtuF53sDSw87nMsJpw/O8a2aE2/YaY8PzvFFnhNOG53nbzwi3Dc/zJqIedl6jEU4bnuedSyPcNjzP2aA61JulRjhteJ63Xo1w2/A8b+TqYef3GuG04XnePTbCbcPzvBeth1/H2oimDc/z9rcRbhue5810Pew8dyOcNzzPO/hGuG94nvcD9rCzDY5w/n2C9xbEEe4bnucNjT3sfI8jnDc8z7soR7hveJ73ZPaws26OcN7wPOcDHdG+4XneVNrDzns6wnnD87yTdYT7hud5X2wPO/vsCOcNz/Nm3BHuv1M0b+ztYef/HeG84XneTTzCfcPznDW5Q72BeYTzhud5O/QI9w3P8+bqHnYe7BHOG57nHd0j3Dc8z/vDe/h1kY9o3vA8b0kf4b7hed7g3sPOBz/CecPzvKt+hPuG53mPfg87K/8If3+JiwOI8Ngd2LpwgQinDdPzUQURbhum54MPPOzyESKcNkzPpy1EuG0erktu8LALeIhw2jA9HxcR4bZhej58wsMuoyLCacP0fOJFhNuG6bn4DI+6kI0Ipw3T85EdEW4bpucDQBzsYkIimjZMz2eORLhtmJ5PMPGwCzqJcNowPR+bEuG2YXo+hMXDLqslwptB4nNfItw2TM+nyHjYhc1EOG2Yno+uiXDbMD0fhONhl5cT4bRhei58J6Jtw/R8ko+HXeBPhNOG6fn4oAj3DdPzYUQedplFEc4bpucTkCLcf5/ifZqSh13oUoTzhun5CKcI9w3T84FQHna5URHOG6bnU6gi3DdMz0VaedQFX0U4b5iej9GKcN8wPR/K5WCf3RXhvGF6Pgkswn3D9HyumIff9LGI5g3T81FmEe4bpueD0Tzs8tMivFkqfBZbhPuG6flkNw+7ALgI5w3T83FyEe4bpufD6TzsMuwinDdMzwXiRbRvmJ5P1/OwC+GLcN4wPR/pF+G+YXo+INDDLkcwwnnD9HwqYYS/iEs2jHDaMD2fkxjhtmF6PnXRwy6cMcJpw/R81GOE265DzwVHeviNl4xo2jXpuazKCLcN0/PJlw4OCZkfPG379Fzm5gdvu049n+IZcBf3+cHTplnPx4d+8LZr1/OBpAF3yaUfPO069lwU6gduu549n60acBfC+sHTrm3Px7p+8LZr3PNBsQF3ibIfPO1693xG7Qdvu8HjMm8D7sJxP3jaNfD5uN0P3nYtfD7AN+Au6feDp10Xn88O/uBt18fnwogD7EKLP3jatfL5GOQP3nbNfD5YOeAugfmD510/n890/uB919HnU6ID/qZJf+C8a+rz8dQfvG+oYQi89rhPxv7gecMOQ9b2B+8bfhjSuwPuYr4/eP598Q+x4R+8b0hiCCIPuEss/+B5wxNDBvoH7xumGFLVA+7i1z943pBFn+f+gfuGLoaA+IC7JPkPnjeMMWTTf/C+aw13WfcBpz1w1x1Og+DvtFHOpRveKAfTDXGUkemGOWJOem6oI3jecEfwuiGPcj3dsEeZn/5OMPAzPTf8ETxvCCR43TBI8L6hkPJL3XBI2aZuSCR43rBI8LqhkeB9wyNlsrohkhin/vZTr63IQ6arGy4p79UNmcRPdSf1AN+JPcB3co9p1Po7oZRf64ZRyrZ1QynBd7IP8I3wA3gn/ZgWrxvxR0p79UdKe/lHSnv9BxLXHbFE6bojlghed8QSl9gdsUx5LwJJeasCQRy7lYGUv6ADKX9BCFL+ghKk/AUpSNlqQdDV7ogl8todscSWdkcsU93rQVLdC0LQ4u6IJZLcHbFEmbsjllja7ohlantVSOpbWQgy3h2xRM27I5a44O6IJWa4O2KZxl4bksZeHIICeEcsJQTeEEsMdHfEMl17gUi6tgoRRMM7Yklv845YSkK8IZa0OO+IJT3OO2KJE++OWOZjLxTJx14pIvnxhljmc68VQYy8WSTw8N0Ry3xu5SL48+70IuA7wcg0/N0QS3x/d8QS/98dscx5KxoB36lGwHeykWkW/Ds1wDJ4Ryxz2SpHwHfSEfCddgR8Jx6RzfCOWOI2vCOWuW71I+A7AQn4TkEia+INIZRD8YZY5rYVkYDvVCTgOxkJ+E5HIlfjzXojb+MNscx9KyUB32lJwHdiElyNd2oS+SHviCW2yNvRM7aCEvCdogQr5J2kRCbKG5aRr62oRI7KO2KZr62sBPfkna4EfCcskf3yjljiwrwjljRG74glndE7Yklr9I5YlvMrLwHa6UswXt4JTGThvCOWWDnviKUCpDarhOE7kQluzTuVCfhOZiL75x2xxAV6RyxL3ilNMHjeSU3OqX3/nViigd8RS5yjd8QSA+kdsSx1qzcB3wlOTunmN8QS+fyOWOI6vSOWpe1EJ8A71Qn4TnYCvtOdyKh6RywxrN4RS8M30hPgnfYEfCc+kbn1jljK43pDLLG63iqNx1aAAr5ToIDvJChyxt6qja+tCAV8o0IB3slQwHc6FJywd0IUmWrviCXe2jtiWY+tFgV8J0bBPXunRpER945Y4se9I5ay5f59yqjnVpGC4fZOkgK+06TIwntHLGmq3hFLDL13xBJf7x2xxN97Ryxr3ipTwHfSFPDdIoEX+I5YYgm+I5a1bOUp4Dt9CvhOoIIZ+E6hIhvxHbHETXxHLGvdilTAdyoVHMQ3MhU5j++IJQ7kO2KJEfmOWNa2lapgOr7TqoDvxCpyLd8RS8zLd8Sy9q1eBV/ynWAFfKNYAd5JVuR3viOWdWxFK3iZ71Qr4DvZCvhGtyKP9B2xxCp9RyxxTN8Ry3ZstSvgO/EK+E69Inv1HbHEZX1HLNu5FbCA7xQs4BsJC/BOwyJj9h2xlD/7hli2tJWxgO90LOA7IYvc3HfEkk7sHbF8vd1/w3dilvP351q2chbwnZ4FfCdokR/8jlZiC7+jla1uNS3gO1EL+E7VAr6TtchLfkcrsZTfPe+2VbaA76Qt4DttC97xO3GLXOh3tBI3+h2tbH2rbwHfCVzwm98pXGRdv6OVONjv3vKxFbmA71QueNTvZC7gO52LXO93tBLz+/1ldlIXfO13WhfwndgFfKd2kWH+jlbim7+jlf3cCl7Ad4oX8J3kRSb7O1qJ1/5m8OC4v6OVPW1lL+A73Qv4Tvgie/4drcSlf0cre95qX8B34hfwnfoFfCd/kbX/ztGmbAUw4DsFDPhOAgO+08AoDWBHKw3fqWDAdzIYRQTsaCVJATta2dtWCQO+kcIA77QwM1VgQytJF9jRSkIGdrSy960eBnwniAHfKWJWIsHvtJJggh2t7GMrigHfqGKAd7IY8J0uZmYZbGglkQY7WtmvrTQGfKeNAd+JYxSAsKOV5CDsaCVxCDtaOY6dQAZ4p5AhAGEnkVF0wo5WkqCwo5Xj3KpkwDcyGTITdjoZ8J1QRqELO1pJ9sKOVs608d9p5chbsQz4Ti2jpIYdrSSwYUcryW3Y0Uqllf/OMkbZSmbAd5oZZTzsaCVRDztaScr5jlYq7XwzZ4y6Fc6A75QziofY0Uoav3e0Up3ftiLfn7dxlG15+O3zK4Drt+tXunk332dZKwrv5EQtvMA10++/K9u0Za/Cb/dheTYqKaPU85ljCI4Y/ff7mQ459P52/8+zbJ7WsogUfhqtuq8CAbVLfp66Wr9t7fuOksd7cg6qkte7CF6JTY2DDb2czbH9OzZR8Camj89YfrwuwZvNX+2GK5Kj7ytBYa1h6vl5hTgXsEX++r5yj7emcNyKF5z60J0PLy72TiQhfl/0x7ITnD+f76sfg/OI74TBqcbI53d+eaxANR+N60gPTl7G+M5Tnd6pen1mtcdhVJNgP0a5r9JOzny+kyN9d2P8NpfS+3I2fckw997uWRNOtd9XMSp56nGHKbxTbWj67mHKf4xSheeSy40fSTfYrxtQgWz7qO8y89ivCrdd8RrbZMKJ0H2Wq0bnZCnXd3l7fF3Bj2sxR47ILr1/cZGkVl1Pe0k/i+pjF6t4oXEca9Q0ZSbm79rctJNkxMe1/LGhBSeVu98/1shcN3r24QT0UjViRD8c4vG3VUCS/dhFsWh2EI/5cBEOHE/7mR/q8vjmKomJuO4btnF4nF8CBLns+XfC9Pjxgh/Ett3fxu7IyfsdiZc8MPE0/xC1x+hXxM5ekfWqVZzoe/mN8HH+oYCgD0F8HIRFKO0PrO2LipMEz3yIptSTNoN8ieljTSwiS0DGWDjZrsf1JbgE0ikb+kOIH89j8WfbE7f7OkbJ2ctEXs0pdjnWxx0Nv62Uxdrtu4z7r/Kw6viyeXYsdh/ql/1j0Txn47hbeKybZ8LYaM/nbeYiMvyz68AGkVD47y7l8YQW3se9C6Id6Zx3J+x2CKgi8PmzOXq8poXb1DnuP0s8rW5a2GQpQ5vl8rMpe0yshZc61nxBsGY6xndvxxFiJQj6sxV8zLGF9/vbsE3t4gNxR/mYays1LuW6vqXsKrOGftiZsrQQkfjdyT6u3eAnXOXGS8tzCIYdMVb19njHdwf92IELP8iRX/h5HVnzXdiJE01WF+w27o/NuPCiIBBw+lLGvPmhAPD4lM+IvrOuN0uVzzk/hkIC4oZGRECsOzz+58C2sqybI7eurlktVC+ow9pqn77VjsdXXRmDNmOt2hcKDFvK+7dqQjPPcR75W2W5/doFn6WuSR/N/Ilh/6dYcyilWc8qFHceH/iJt5vrcXJ2pfNbI3p85FVTuvp1f9quzUzzKTXRfGnXGd/S1ONPrzTHPK51c3S+x8z9KXGxmJK5/amIPb73wEYU+irE0SNKgFGsq2EI123R/NbhXj994eSetIXbYxb/CfW815Bf9T97gHOVpxnjquTnxLogrnUI5r91xNfpH9yunup9Hd4q3QVXjqQ1ZPTGaxWql2+CwCnHiXrMm4a1XtEEHaugtJ6cts7mT9X0jSZQ9Oeoa1uhFpaqOTxUX5VtQC7Dp1r7Zh4ITxynLLza0Bmfou+bmaAiMQlZ99fM9hb081M8xo0wk7D6KTa/YQwKP7U35r78Abe7PjVrGn+IuyufGveT8QBsi+o5RyaOiXb30xUr5fgr2ioMlwqF9Tc6gkL8dSmAeeLVlmFdxhfo3+wJFfQzVObGmbH6p9CPCaQNdhamcDDwhlroIIE587pxMmj754AhS+DHPjEeSLxpGadMYxQJPHEb7wdbyXCwQVdXGtzaeBDyxnAoKbcuakpzGHHk5XOeohgPY1Ppc/7yxnuAn9d1D3HCm7u2HO2+wOoCV5iv0eVyf9B+pd5MfwCEq2extS19DozewBHwYk9+3V64Ta2acPzBE7103UZl/xxUvUkmwm2kTnaV5dI1R5k/8MriPOxY4wHZG5EivOX7viCXsFfm+hy0vRkr4PYs3s8nAqvS58AOP1V4Rfkc8L3hLeA2m5xz5Vdvou0grs9BIXatRoXrFc8V70gYBT8bbblutDE3jM/hJI2SNhVqfvKHmW/SjPA01iKTNYK0LQqHooqq6V032R+ivhE2E1/Lvvo5jeSMz1nsG4Gj7OszzU0XbaEXvCye6GKRa0N79M8J8JusA267tbVNALed3qifk2SaVEfVTjKcPL+RPeCDtT4vvLDSnZ8TbJpgmc5SPPB+koCElqNM5kYrrbFUWxbjsfmbJKRjduD72xx2z870OX7PCn0jDDge178RReC2APQ1PdmgrpXE63jsL+vjQ1vV0CbwZh8pJ73n+vxde0+4JaHbgA7kwgwWexPeSCXhJ6/wwgmmYtSHHoc3k2kGui8GCNw6GYyxVSLLcV6TS2iteLOewNVzeC7cpigVFUKLBo7T9jaU+mnpeDKklEhPB/cD27LG6xY6Q+j+XnNI6CR5s6nAbe9zv7TGQm3+rOPTkfKGW6mDpRzHUR88a10OnS10qdvOql2xEeYNzVLfzLC7PG48NZUDQj8NVt+230z103/zpnGB2zNZHG0yUohqaOPJYqTH9en6eUO+wJMNhDWgIKSo1z/dQwoJsz1o+XQbPeFhE+6rJCKz85Nk2Ni09IaPqcmp0Qt7402LTmx+MrwbEdI99s1Sb6oZuA3e67hxm+GP69NzhcCB7W6KLVpvWBrwsH11vr+N7fiTBrjv9EqyUCV8O3aGvSls4DbnpXJ/e5t+yCKNHWZvjJs60rI98b5wAsV7+nSq4V9vzxxmGDrb3nw4cFtPcr0/bwNKu43QISd5iYKFY0fdGzwnPPV1k5lRGmm+sTEP9cp59J4/jXxvoJ1wu8p8/6WC4b/4NAS+iXjg3daCOeWD58wkEfoKCQ6gLjc+bYhv0h541v5iwnbBK9VPNyOxBPaVNBZ89+Ob4Cfc2PTz+TwILI5NlEiHKMN+ei7fYEDhNgvMtZzkhAMm8OndfIIF1ep5HQ9ozGN9+G0ARd3ECUD5NIy+cYU0mF5Ze52JNwKb+6fxlCyIhtb406j65iCeOopp17g/T3Yy4764fldEW3ZbWYKLb4998xWF21R73Z8/7YawPhTfZosojIj2/GnLfYMbJ57L3P8hLuskeX/ae9/kR3C25/WGs9GJ69MlTAjHZXwifbqK30RJcPuq92yBBs5Gd/50J5PxkWzfdH26md+oSnB74m3dBrmlnJ+eaBR5NrVc16eH+k3AFG7De/0qplv7Iim2Yr8Jmurcfkrm4LaGXOPT0Y1ukFe/fDrA32hOcFse0iTU6A9tmlyffzvJiVZhyW6fzvM38xM8N+NI58LTqqWHDnb0kLYp15B1De9vlqhgm7Tnmj3jX/Qtfdv8E0WqLntbTNbLhpKA5erTfY9m016ma3y69d+IU3X3X622+/M11zlyfNc/mlA0s+WjEnizU0/ZrNuM2RduY/HQwPdqAwJzUtNJUVAnvKGs4HVQBBEuS0XNC0Hl8Ka6TlVEW3t74Uc6b/wuERDrc2btooK64o2LlRjDblS/r8MGF2LnRRpIcrNtM8ZH0/HG0J4qP6f+XMbW2vkCeW0IUUWUvtpHS/Lm256qJxvJv69z8CKOjyZFAbnXCSsIGpY3OBfcps9zTb8c5p0imkEL8ybvSjtT8iI74KctBuWjqUERbT9Rt81rcN5IX2l2ID43nI3v5Y+UB8H1kcUng/TnjQoG7zbNp/vyNqTm01rqIaVP6YAoCo3e+GHh/VxzEaImm5DHR6/0pBcDGxc81vp+6KRZuJc9KSGrz2XDy6TeVGRwrArXXHTgUJXWdV65FUr3QjngI89645ZPhVn0tTUEZ4brH5kXsV9s6MdHFvbmOAsn/7sufGQbdvUjL5tB0NryBjnaGxA98aPfH68qLQZN2xsvDZxoS7j/qK21LCFRGncqIEQ9DUFK9+ZWg9u0vuYi4tNspWbGDJK8k26EefIbJHxvILZwW94mtzXcWANnZ1EKiEOCmiw+0sE3aVu4vRUPztLF3BUkiG9UtySL47r6/XeNILNBjVJGnBxmISkoH98IcHB7Ndt1/1kbLbl/BJTk2dlD6TnqLd9kcWBm/slEwO1D7N2CbFP2FHb760fm+UaWC4cIj4XbIpb17b1c9Ik8n+rS1uf6I9gIRP2oTnHR6NoERJXqG6UuUes1Ft8Dzyc7tiB2JUbQpgINNa+NfSPawVuxmWBeRj9dRYugsSWl0Ka/1D+a3Df7HTzZX5qESWGHNa/rvNpevEeq9nRBCvxmygtP+YHpjmDxCYriN5NeCmS7HdeDs7dKH2UyDin2E4/zo2R+w+7BbUqvz69SBSDqoQmHbJqAon4a/JiFJyplZW5ZcHFJ4hVeg43ni/2Xmp+8ZFteMJQOhBebR9c8ZFzFNmv1+ki/8ZSx58c2j/qW7cLbfX2jGKP2j4QcbxrONcpHck6W5oCACx9sBef16YUqLKJRuk4kpz0ovVScoNojHg+eD82vXgJPsudI8857yTyWOxcrm3Bb+1YRGdz2puv6r/Qe6x77tRqvXqovS5+04GHft95/1qjSHH5e8Y8z0KGzVRkEtKPm+zJHP+ZjccYBGAzZq3+Nj88AWahzawPOpLTuWmZ3kjSevF8BkaqJhorpb2CPa5LVU+kdh5669z0gmdW2qbCQ4JOAb5I9LT1FVk8bx/3GbX49+sdvAf8lm8g4CQn+DOD2dSC3KgbRorZwG/aqUgefh1OlT5pf0sV+Pq1JBI5p97Z+7CKwibK3jTkq2EucsrorkDRwm3nXC4TdlL237WNTQSSuPS0Gc1Ik6Ej3dfJVRr+i24WCdQuFjWiOgfuVPSsGA1UZe4cnRyGf1760vqY32ZCL1qXSSjDlAE8wh4kby80L7qPp4QZvD7KCbcDAtFVl4ZI3bsyNMRs8QogcHvlcl389RRRFbJc/J24PKd14hhD2jzcJHmMXDFNFk6OV++r2oFhgo8MJscip6jQ7OKLgYFahZMKhRZPAka7cD2an6KwiJzSbwEs0YgE+qJpP2KbqRQk4XxhqxQl+LkQ927OCj6niYWOx3vg5CW/whSEx2n6hru99ZJQkndWMCG7Ded2GQ35zrCjBj+ZQvBFkV/41tFTVG69Nh3rB1+agHbbr7DH44GBER5un4G5TytwmHNQyz4uyRbDTwc/u0HFstN85eA1qzvM69hTer5NtL3ykj42P4TajlzGvY7c6n/fPOo1zpOtjB3To6F/7Cu8eBGzTC0cQwIeKX+AULW0/Nj4mRLj92YPQ3Sk03aQ534Hnrh6GYGaEa6C9lunjfQScbMc8v83Zzj4Hw0HN0th5+ngoHXptLr0p3nPpeF6niR95zi+YG2ZN9cG66aCBYMA+2ezbpDMp/mFEsNc563gDKKwTaSxMH8Oog8JP1fkmm3qjk+d9ndaTOp2D8ZTh1RZOzaZyMr/qfX0dB+ePgdXR5SOsX+sNr8APSLZwDnDXGOnaR1PbCsZZh6IX5+9NVDTS87vsPey0WgQDrmOac+s+eMMunCvtaVHBJn/YVrm5+B2THWu+88ZfOGAe/WzpYxR2cF6uNYjMY/uW/b5Msbupn+vsxg6OXwbnlHIns9nrWrAta+var2fZAWXGnfXjcYar50W7oTzRaImctxImrbaCaJWGOag9Kk2aHMmUc7IRcLvb+fpYrmEyitX3x6EN2BZTLUwHfpr5uC/PuFmXf53e8DDF4zX/RGe4g5PxNlie2c8WDEoXbtslnewHhznD6QBibxEc6cBtGYbcrUztSc7xWqXb+fw42x20fdJv+JrgYdc62RaQLVaTGAFnbl500TOYTgL4SXDdwws2DygkuM0rZ72vTgcALDC49+Epa6/aus7r9md4tsfKLodN4tlXHyj4mH1mwTVQnrW9MM8Fl8ED40jVFIMpoeBE1+bE746PQxmx7BmiueGhZEeKuNEM8dC5VGdtBrf/cM1nqllq+AVTxYODqWPeNufBKOfeeeQEzGnvfRkbM4MdabByxAG469whWj+Cp6JfxaFAKu2GbdlVH0RwkMRguFSV9oLj5EGqy6mj4lNL5CrVgRs/0d3xzpUYGNuwpBoQnC6PRF0mczJxUrk9FmcHP84y2scx86Ced6hWHxw2jycMS46cF0qEGzdicbSPU+chD3gdaQdnT/k1G7koywh0tbcCl67ijfcHPbBSLSqIBjvRQ1OqVuZgPwpuY+Gaf5XDhev+NnajSiofG1Pcpu3+soYF29MDEQP9ZcKpD67ZlQhVIz3jY596cCBvU2OPbqvAnIxfgm0dP8p9+TZsaR4f09aD5haO6j4mr5hrj8kUMIW1BfC6v05h7ekfs9hDp3mtf7xlse6uWu6jF60svYeOhcDPsoYaKQNZh6fB0nY6g9MHEi1wD0qYVU3BbALac3Nk25spYAUrXZzHKQH1j/Wu4d2GiIbgSf/k6PfnjfXCCIKDL8bmNmGsyz+GvwdbtmtoAFLvbeeDc1qkH+t9gw8KpK3p895nGJ91+pDGx5cYvKlaJzbOIe+CKemxBQ/2xti4t0wbc7RDlr17QU4Fnmip4PP2gmlLmEe0VQaH1bM2extm8D44GJi2zVfvWpWEM/Fc0c75lAv9pZ5Jb/8MXrNRzjrtoosG9cJtQ1BqtJEGt2+vzbBznQa25Vg1I29SDZ7YexbhLBEa4eBGPRNrkze7BrfXRw3l3hxbuH18Xb/QYDFvDxVe6mXRZBucTV1L0ZRb+LFuA2sWR14L721Oj97cG5yyO2uxNwMHh6XxeGGctsdYt5OotqqagzcVBy801dVoQg6e7caVEk3LhScapCdOhfz+u8moPNtV530ObBPd1aNTOrA9iaxvQ4drH/XBjyJZoXdcPwle4J7U6NAuPFPWEm5sNtf7831qz7zRO7Dt2UU+vTE8uFEQcfNDmYC9lxu34QXH9wbz4LYXVXuxN6QH51Cx1mhgP/EkyQd4I2Zk4clW3JGjET44cx8FUG+cL1wDW/DJc17wkY+DUwtnv29bFbRDtaTo1g8+7EPwIBiU7a/XXTD8zCraedd/cJteEFCElADhia4CpQpc1A1vvNI4OGLaAHhps5/QpxOA255ajcFwHCOm132dzMg4Y8oBuKI8RkxFAD8zm13hJ+0R99+1JYhjGh+ucBJLkq8CsfFhDODDBoM+r4bWa/1c6sA0GMdQB3DI5hUiIITWNKiMAp9XSvfVK+X4HpMkwAtM/VrJE9ec9Sc+1NDvEynAbUBpWnABFsAMC1YD1nb79mnceFELjM/BAKb1UJOpy804SYlJz+epjK5vX1SJaiF9AxRZoqZ2F9YBbq9b1gNnO5bPNRDg/9RjY+gHOMUEzQouJEQ4hbn5eRtzNd/Xsang0JNyYSPg9svUusZimp7XkIay1iFNPrTkJIWnqpPYZ5xMOI0bbkdaqG1LWMN9UIpgKk8DuLP9uC9t3/ewv+PTVoALZw1d2SyFg5UbLsOeR4hsAU70RJUQ8CLYHpLNhCxazINlwba5ohDgQmJOwo1steDStK713NqCh00FNgB80AywTUbV/lPWGbv1z6fp1ck1pNUAI8XlRw5Vs9ZSl/TYzpB4A5poaLqUjzNsv3T/RaOanLf62Bxg2yFxj1lJqorXwCdKY9rgWDFo30g3bH9/nCGSB3h1U7Je2Au95hfOyzs/zef6ANvzoPrLKsI+/b7IYbzMZsdLYuJ23n+SXhbulMsMOonRutiIsVTYXm6NKPrJTkrMPncI2IafXeRnLSCLctjYtd/edJGU1P80YXt8NH37TCNg+2iygcRycB2TzhAVdtB4GHKRgIfdEbuZLBJ2U+eyPHQWToHr0oFgno9M6WQc699xS6dizKhsaG2YDUqAbM3tv/FhTcDGre3+Cq5tyjvOMSi+QLpZFxK13RumbaWGIChguy3cGGZ/I0HnfZHCrSghTQo4272oE67rPOZUClxhdLIkpDIbmYAPeiJKSKo6B2NF5RKtCLILmHC7LvaxPu5KMPUEwNoXzSHSzn66/TKWA4b9fWXjVoMR5oK0gM9KuQvYFoCpv8F34eJkzGdxCTyR0AmufW7KgRubMl05IWq7YY7jyhlyvoDtxtPiyTrA8XhacEo0jYewMPk/SDQMWpciQu4Pc0PG2sCJQlowIjNGksshA24cyfQfrQ32vz8XXKhSnT7LTGjNrA2gdVXn5PtgP51nXtTUeNzXOLNNqj3EpMn1obGl+9FqQRl1wcglmK5d1ppgfoO+yFlXhRm4IHzSj6Qp+kGNDXFXXYwbsO2Wuv35K2sEzUWSMMmizZnPgpPhw1VtlyeYA9qx4E4lrALbXHjmG25d5/c+Z052D0YPmPKzGpbW87Ut/Ukvss+qA7XlKS8YrVtdsL0SVahthmczuawe7NH0kIInowe7H3Y9FptejuOG66TsPkpPsE0wtj28VAO6x4Iakq+mT9twG3OxB07wtRDTB2wjknYtFqGu9xL4hLmh5/VZf4LpR02C0eO0BVdW5hO4cL2yYDhtrj5GUFYOdkOqLp3gVHnBp22W8xmiCIFtuaFABIwodt4S+I1UP6xkaBuvBXfOREaIOZRhw9VoTbik4i1rxFMRqKgEfFai4FkoArYJ77gvcqJqSMCNs7y04OOstMT5HEZsE4YO5C5a3dI84ZFXg+0VmftclqNguyVGmYFzS5NxYNUwEDEB2wr0oHTklsunRE6bhkFDDCvnmCI1mTHYD7f/kKBJVvlywzYy+HsufxKY7bG9hRe3d9ag5MRg63YtIcNSsN0O3tIDieVaijFisN89dGmbJvt9DXuKI8d4zOXCYPM7sK1UZX2a7WQSS3IZmxM+eQcFGyFrCy4cWVbgdF7Ph21VYCD6+E75LNgN4WlxUt/O+Sphs1AzHQgs7P35frYs25e219RHg06TBZrlWO4r5/0LNYpmLCPEiwpml6RP2wKW1hdhMdC0OjhjqNd5X+QYmIuE6FIZKdj9M6YwMPZJiyTho5DRRSj/tB2zOw/YuKVNEyEWdboo2H+ZgFO+N9ekb9tbaqu3z1YVbP9j1zex+aHOFw8LBduuGk0gn/Xi/FEwBxtU3X1sK+gyroF+GKGZ+4VOt4rtz2f0a1nTPu4Jg5Ho82DlkWC/3CYrqAqvdlmwDfJio9yHygqmVDTh47jHKnuLprtKo94Yc4MshwSuEgJrZZBQ6W4a9L7b/3ejmUBffT/O1Of0LneEa32RJwtXJghN7GGIMc/NKFYHl1wPfJ6uYLsf9iKLG/VcbpgOSqOhQ21+eT10dgUHW1Sf1Qucs8SwUCabutcQRobS6CRS4O81LXSW+wEnID4HWCYH9tPt24pitWs9GrQmiV2mDxMWzE/rwImj64XanMnppojXOYX4cjK4ElUTn1MMTIPwpR9pe8S6Xt+DHGcWUx92LNhuiV0R2Na2SQ2wK8DL6lRgsi14k55hV0D/Z/E5yqD2y5LA1o5z1v0Mtd8FXx9qqruncdkKlHmJJ6FZTgWnrXMduOjMdMGNeSTGPAu2O2IbSijglabIT4YEqbA8QwHtXs95pKmCytLmI6SB1xHXQKncVnGmYcNzMfyqqlJz0mma97Mt3z6dWpYD9tO7YKODdVZacBawP27rjI+4FlwhMsCt3ytyk8ZJs0tl31HmQMNX4Oo4nfn4bPT6xhM7txv9QJ5uVXIVoPFC3zsj6MkL1hb7DNHc8g4wdpYEn1q6Fkx3fAnx3kIznVmgDc8WoU1uasaAYa5GGNdvpKZqj2yE5HC5BlRYr2BbMebr0XDR4ax3xo/b6/vA7AFHSCWXOUCj+w642srZbpgdl5Ell2wuy4BEdUoo8/4cOvWvJi/FB832H+UGbY67QmI6aM303QlG+5YWbJwF2uRj1yX9t/tR+4RZaRZsw5rTPgj0vWNG92/vZouJ7pL9475QBNuef5Iw1P02XFhQUDTXRcKAj5yY5VxaPLDNu3Rvw7Y5likLZpkpNUTOA2PnZGMLuF3zKF8Cf/vtLB46bqtzvkXgj1I9pNk7ef+YlZ453aLit58+/6LxmbM+8HzkUPJ70UTCbz/dRi1Mng7LeaPsHxxzJODx1KkNHk2EEdiG8rojSJoplML7k12vLtS+RrfBjL/bU7uWSD/pqScZ+vX7GrSOGxUaGOPcFW3gKZ4E1uoOisawlfnhjCtAWXDnYHwAP5U3BPqc6hehKK/Tgo339azfYk/lmrUgZPhM3rrG8dTEUeE3mRNhG1fL8z2OQ+2QbCiegjgS/FRtfRRsN2lNT6gI5whmHRrTJWcq8Af1GuCnet6oWF6agzlsPUq6r53s8XZ9kfLUzhHaX3K0AGYo6I6gs7d7ams5uxV8mc4FQ84uwekptKOyR/WZgI2rjDkJV7xeBocxbGKeMrtgTrAnmsqNGnmg4iOLOsqpCz7sN2bQ8VTkEdKPxOwDfOS1zlQJD7LdB4NhH/N9BD5OvXhTU1LvT+MWyfQJJx/H3D4ilj85aAQuT/W+woUyOmFgW4fmylufeuCgUzb1uWyilce4pAl+SvqSync8IdhMwfevBVeKY2yl7oI7WKost6BIYu6PGoVO9guwyUM+1xbMLtreGfZdT/EfMXymXR64j2NKoaV5t19uX1X7sTwr/6Cj2Gov9DkQQPBu48a2fTjqJZVjJ8z23MZ7p9L8fO2m1Ux/MBsxP+4PGxukIZrNm11r0gXgUz4awM/hQa0M/tP+PJu6kqZ2R5J2Y3iXPn08RwpI2u2OzJ+O8miN4AodZG3WZk8HyhPmDbOZHPguAlTWT3wAQXFrnOtMLTrQOvTh9hw/ANsdsT8v+FhVEYMxybTn1Ke7z3o5oPWZWY4d41MFQLOOedgAzhi33de2kYo/ksGoiNsNcwhw6dPpOcBAmm5swfZIbDsxLugL7vM8gn3nc3xR1cTITp1953XWufKiP78kKex4Ypa8fg7KRFsih+DnTAP1uboWcQrMTEBCVc5hgmeT+px0AJ8MUsHUMRa6PF7Zuo7jWi+1jCwg2V1WSWsaluxc5xtdp53TbgPY9oPcena6zwHIhKlwTvhYM4N6s1mXOkXsPkU30pZfUkh1CVvWuYik5Y0ZiH0xdegbliPPBWy7prGGPAtC7TbhAj+nKCjLTxotf6Yn4Zh7ZwTkRgJ4kka/7/plxRiCZi5QJqh8w3Tm2CBlF13HXJGlHkcqKvQ5W0E8zu5aMFNiuz+dKJmBpudoBTRzNC34WE2d0ohf64cfvZS5P0MhPrBnE/ycuMjDlwLSD9tzmyqv+9PV1nLb+nVsnXo9Hti+KZMO8H0QM+XhHG1r137Ndk7gMx03/Jy4IA5HPFKAcXCZtw+j26EiI3t8W/smIwRGHjTh5yAGBTjsR+6J5Xg+mzmc1ZXTc96C/NtuiE2nvaoPoN2XMJqI1ox6gHGiOVbxmsWKSnfkeM5h0H7bHbFJr8sgY5H90iePqcDjOXABbmzygDsmP/e1cTa1KRL7xZZW6RGFt629bcLPQYwU3vBp4CrxqOC2Jj2KDQeOyjdq72zTF7kRo4jGW0D4inPbJ/1251Cql9e0WfJtu6O26gOXNdXirXrOtQDF8HHNaRyRdpMvW8+vwbNE2nR6ZWAbBtMPUWJsI+fcuvzaPgu2mzF0Efvxqx4kg1NkslQ2smrACz201+/5tYIGRttkSzAwbYPz0jyiq3Pn8msQLRW2vaL2nIFpAmkLtgWUhjYKIZVWngVXbBdAH9NoKbDtljDGaHI8r3rDJ1e274cBVjnP+9KoMe2d7+l1mEa/rDLChIt4zYSbeLVqLNfUY0k0bd+OlYBWhD61JNJG249hFUT13M71YlCqPxFW9vS6VyM5hrnaFgAYL9Gy4H6emq851bWf0Bcs1peAcehI90VsOi76i42j3PkXccxKuLIA0wLSF0wDddKveWyxpWW2XzN/pG28j3WzT4jcdejakj3fn15KB1lm8gIu2Pae6dDXhkWsiyBQMX4n+HHcljqZAai7bbuSY711dL5VLeoJC9ZcbtjYGSeOuG6WvFY2PBjxSNUXTIgB9chQDmNwrfuK++HcNstqcf3I94sgG7Zfc82vnaeAWLJhBpRutm31z3n/sDuk/1I3xJ76XI0lDmY7Gu8q2mAbRPPTtni1yWyR+tpvGfoe0Ke5NqL0zdfIczCUMeZ+C0HvJUlHGDpyHJRXiAbauQoXOAhWW6n0tUdnLC4YcpzigAfFAKbGlwlbQZt4maL8ewpsd2To9S3IsdqCcXGf7+k7B2TZF6838p1esvqwkH6FOUoOhIn9fpj+JB8eqGVkdJvrdX9BOt3GM6liVEgb/hmn6jxn8JTjMoD4uOAvGNcSYHtafS4x7VxTuDTJOikMyxewTXSpxxVQSmWjWldcXXE0HNe9cN8rtNAkfgMxv9qkVMA2g9UzkgJEzTRj5cg3gO0+jytyFjwRs/ZS8B6avdMD25SRAklCF21PJeVItIBt5qg1kjh8EoscfwNBRC19GbcUy7Rt1bR9F0yzVYrkU6aK1N0Crc1ysaGdJlBjBNe0ZETWLRl2sVlVHH2aFy34lHQ5MHpcGGvFCCfsFqZmG51s2IkA58nA3G4G9DznJTgLmIWSrJPztXN8t09ZhVCOy8IeTKpv21SluL1D9G2vxdyxvXtE4Fny6NN967q/tf0ULYN+VwqMh8kIG94sIVvKNW6ZgRO9zcAQoBtlz3S0uEkHPvAjiTv9ZQHZe6wioDAfOqam5LB6OQA5YL5i0UKukJXRHiofwNRlU6yqIEZv4rqhNJPl8KKCrVyT2wMbk4RahGoQsP30M8eKUhYpZAfmi1XSuWPfGctgWWVa9JIqmumsYsFdLh6hxAZ8ZsZkqN5JK3/0WVx8S4DyoGyqzfjqIhaU0BMVHWna6vePLLTU9FjPRFc/8qqsvkVRye1xS48F1ywySptHqOUCn12VHF8QFnzS4kjx+GjX/Rc55E8llJ9BD7UZhxI2hpfYidVYHpfh5aGzCF95B7ZvSs2myp9mveowtnbNI4C3qI/on36DHA8MsuxySopnEXnS3NTigYY8AlDH6lAkpdVTZjC9RDbbhiMUYBxEUjyeAZ7LWjjjwWjA+M45wumRTDcbS0M4mJL7wEUXTzjdAh70/Ai+yiKDwFWOB+E8DTjdB37voRwOBmOsY7b3wC9LcKT3wx8myu+gwKbDgaRcPg/s5cNZJ3BNaODCOSpw5lxEsE2wz6+0EaU75c9oZRWqFgh/+Atq0/qR4rlyVuWcfWQ4nMY+tA8aXsLBN7BtKFM8U88S3GMuEs7lsWjAxmad4ve6Xj2aZuQeHVoBZOhwUe8LXQbyK200UIVWBWAbPBN+uyCAsWf4dFJg/mC87zxDj4asTXEmj90fghFkgHJ++KAn4RmxrwQb1KElL/SsAHPU2mLjyzRNrXTE+aYavCYGZvyhMQe0FrUj+p4fGVM0unRC45DgU602/Ni7YI3tqk1R/dOrBFxECULDE/Ax1DjkW6nwvMC1qcR2LGA88kds9cIJ4+K8ObSLgdJhq7415qj2fJgdeosNanLTSGdJscsNM40qxucb6GSxQQU5NuFh/ooW69Pfl6UCbledTYK0xr8wvgWhdxCbjjqQNIS+RNl0XGxkQmsjMA2UKTZNYt5h007RtW3BX/1OwLZrO1NsyMRUFsPg2Ospo49zTPhtGAW2meFSKytd5WsKoMtJ4VahRxX7D0o86elwlSGIWpp83yx2ICh91QRst+Wo9+9INnyPHltyMQlBoJpiu2+GsBQ4tlqGz5vKAc8mQ99JLC/ayjoSupTxnB2zDd23OgPbjaZTyWZVcrbuT3ceV4/d1VkdUezqQou2/GlHmk3Xb5t3lqkDz/+S4fG4Hrgc9GKEFnJcayvKntCGjmkt8TpnbGXP4ox9Nr4bo8j3T0+2TDNp+XZ44ONE/xF66vGxtdF+9tiYj9PJ5CuXeqFX1QvY3tB2fpr+cUBZDpdBIyB7W4nRvNIAtKgZUDgeOWPhTLHIMIOSQX4pKS2pwat8ALevJtWZV1BghntNwYJY7mqSTtLAyQXE6zBwVzG6rd/k1Ry4q1T7xksUYhv6OccIz/UcH1UIrisYIX3FJZjkYkJXPloU8PNU5JQ0LS2n9uCqi0atC/YtRoFSipIZ3FvKRaN4FNjg3tLWzZclzWowEm5LXP8IePDanfNUFPyAn6r8Rd0Qbi/24Hr/6IzkwVtl0i6NtcwVJo5hoVRbXseUdFCZz/rRPU1v3qbB4PVT2MaMJKdw9FbsPe/fxaZJKhuvwwInEeH86LmS2r+UNuflX/Lybe1Wiz17DXAbs32K0YgGOO/bZjxaAtAgRpvevxLZeE0bMJEc6aOBkyVw7Tl9NHOY2NCJck3tHc3f54Nn5RAETR44djn5o+HD9kYRJx8pIDipauMjHZSJcMntliCmRXmFJ45zozQxKUGrSHDlhIzA+VQcQ9BD4qqTi8wDgn4S/DxvvWXOdZ354baTmmLVgg5TrsNT7erlnJgOUwCeMsyBEub++IlpwfmRheLCY48mXR95KX7EqcqdGxuVNvL6PO1pXQZyQaaKa4/t0JcM9pW74tpjC139ymOTbu2l7zNkRHfdn8eh9/jKb+VTjMVFVOsCT+eKQ46Kqxs+sbIn5fEFzW9Sm1quU2v8aoexKbZbWOfVG54M93WIo9Eb7TXIeP+MIg/0oGVOtLNmGcgF7TO4UW45Nxje87FmKmyNu4JbvLZ6mgV12SN7Lbbw85T49jxUJi33dew1ZpoIUm/wyjl3jdJwmQjZ6nHkJSVP1/N5AtSuESXm4DRvtyBUl+UQfmU16tqF272sU8BeCUG77wI79JajbH5aEdVjyeYfmT0mP9eYkn98GSd1AizqBw8afhkUFRngeck/cC9FkXneOWDih+TZwumtXHjjSGREBwJwo4ey4PeGBec0R5bHC25pSel2C8+yk/d+CMAZl64z+ifI/wj/j+mfUOiJvi+TpoWzc2eQKxIf79HMQa5I1PlbNIUQjjnLMotAyzE/nxVv16O3hMySzq6sMu9RAW7TpdLBzqLMqTWzZ62TtUSvC5krYXqXgjWG3JWwGJuXx9xx3QNO66oyFb3xhlyXjDHJgMQZdYATknd+DD/kxjQ4ShZsM125P05ZW/fS+Yac02E5r8s8/iPCi5ofwdmwrFWbzfjMkvA+JjJpuoaszbwfinAqUGf0TwHvpA+0iY9bSgF+3DYsjzuLvJ7OY9qnODeX6fVU5E6HKed1LkEVuP1f4wpmMbKAUnycd5YBzXhNtehQM3G748uhhg6C+/OJDLEenW7Abf9Xjxwdc2QYtQIb5as6rvvyR55m0t53Rz5SJc3f6nx65CNlQ6R+/H6mv5ScHLCQLel+N8/XjsPZBsl2yn5TLtF+aPpOZWWVyRq31LmJAzfWpm/vbIzkR2XMIk2fpfujuFLVabH0WCYJL8f9UZu/jrlZw6WKnfPHkgn8JCQs/QQLJ7lXXVdmdHgrqImrUV24zfZzC5YUF1tliOUspWRrVYskzFhQ0TBdF96QPE+rqfzoSJK2ciI53spKH4IKnRPvva0ncjBDyYCf/7SSoAuOT1XTahacsvQjjb2xs0jqeS9zgeSmFLV1gXe78cf9ebrQznkf7G6Wdn8ez5B6Rucu8BNDqPl3abWfLyfPc7ID3ap2rpHGuLBhDLHwhmGypWriFcBsnu7LGLNVJFdS3//6tTgRZxlxydG79DkxghsbKCXalOklKIdsSjUwaIVYeMPBZH6eZsXJtHn38jiDMxqgfVIMCrjoLGriCf+2+XGkpXM3w+zQqMFMPzYbInP3A56JyYo+bZp97LeW6aXWrmOJ6zGNIu1yfnl74DOvSJNbIlU0+sCBI3SXtaPaAhZnYVK9iFyZfnJGficbYHK23yVLxiQXgnVz4ESXnPO9L50mefb3EzbOcN4ftylBMU8ylcdZbeFI9seyt7sUgwtOJWxuHzSLHce6bUVVjFHWn21rQCEBuuaLFb4NJ8gdgqRfZRuYcl/GXu62HiKStrmrOOUBJl4uV71+rqGTeRG1+nDXkMDlhXPuvoaau8uPS7BwIjfSwo1wKZqIp1UUBQVOH/chnsPTtSl5rpKQJDo05vds+T7ax5MVNVr+jhK6KsoyBbRZZN1kJW/38/r900b9xvLnw2xsTjvnKXXVeY/BawYeCs/PC+Guwz/4a3OM97rWbFjrFM0Jrzd7g+QWzR3za+I7vHAbAQqZiNdHvdPbmhYapt1j4bZnlC0zdxPTxGvhtqlTPI7eibGEYhgmnSqYfZ6WPJgUjwNue/f5orPJwGtyfn9k0PM6bFZmBNBcM9scDNiF2rg+1ivB+dH98VyyqFEYnLIF7W0Ncbjq/KuKNevXdII8kTdfCzfWo8wY8C7d7MSLffurLudITZQ3PhSQ4x0ltbFM0oQKJ+dGT0t+RlmhLmly+fkq4qw5Cbxw+YMsnOPoo0aHy7lf7kpjAbe93tyCs++G8c/vT4LWHJ3s0+13jenEyTIyp3GcLNt15uW4aTvCuUcGt3+MMzpxghvtUAAKeF+++rP8YA9gfr5jgNgXDuGbt7nTqTufIq6SRblc3gBUjkNXvw06idlet6HqmKPPn4UNzdzqYBNpq1uat0dPtC+cs9M+bVDxSpgLBfaOjXDuaFSqohDTxzQ8PVpfbb8HJwjy6VOISZ4mbLIKKociO8Dtd6X7MlSwyxV9U1Xqsp/V5nVsVKyKA6UxWlCnbypLyXnjNq8dbX59+0ttsjIsgait5+jXCp4R+y183C4U8iWk01A43g/r+pK8HHl+n2fXQeVQfWNCCbs4F2xERQEXbIeo6964ERUFVmhbVY50Xz2fffqXOs9a8LURE4757nzoLAJJ1pXs5o5yrbvD0lmPryeu6rMkYU2cPOtZ68Soz14z3WXnuav6b2rToJewhcmIKRbbStyn0e9j3At+0r15Tfw6Vv1Arj11jPktH2PgiePgOXGchtPCDZT3owyG25z2VQJv84+O5xuqIeS65ne80Kv0hdMbqhXXeRrParxmcOeMLNTuo9YrDu3PRVhxv0vEwf4E52XV+vNRl4Pz49TM0QDWrufPrNWsIidwGnPMOBtozhfsvT+m+/TjGi2Hu9E1Bpz59PQDkkGU4raktBPcaCGdVtWPtTX2dkUd5sEJmwMQGN4Q3K8rlRu2B7rgx2ebQ5Qq737v1s2Ji72d50Qfb29ge8fztA7HYiEvmGVyGn4/xuGc5bQrfWzGsRSy5y5LdWyU02yilwfe0Zf5+GNhLgu8JptX74TOodLguPInGKfrrAmZhmAbAZOwyZeozJ2Ks2W/tDGc9M6ZuwOfSVs+Tg2qfBEF0w0xpif7YxEPzNeexvSP0zzWdzaDtGlAf/vSc6DWprk1m5h23JegnCsm4jzvOZSjSDkt9R/rfI7w6Lr5OO3L26iVZYR/YXSg+0eF/ZBxmbfx53iwEZMc0wBkhZfbCiGwBf1UDRDYbg+Lr88U4OiRKuQnmgAjvIFsJAQZgGLWN2MYjElf67M2JEWqfEqCjkDRRsSwBRyPzufTdzQDx6i4p5aJlrlBAiVI+YqxD7jicaR4xfAITmjJ00w/88Rbm4QJZ+3XQwQFPkiYD18xyUJeeWpjCMEXsspLd74Fuch1XcQW8hk35GI1LqWlXCv14knn0An0dY6Y5QE6i1aCbdxc6y/ab+kr+eNJCpF3ktzsQ+AIR+HyDfbpJPLTa3X9Qej2fP/ZuGW9ST73RM5JeJDEmBSck2w4sYOn+es48/3Lj0ZUa4xg4fx+HNq1+cQWGSqVlj7BL8C21T7nRWgAvD98SOAUQmVoJCD3IccImkvewsc3yYZuBDq756cL+b/rIihjUo15OJech+ZzdLE6dDqgwWwhhEcGTHWmbVBAVF68YD2kEhN+aKIgdy7HQCBgG1BNaKGAs24I0pn0CRuSO98xeouZRRgw2Xyi10PCp1lBoPeDJrNP8pEMmJJOPV1+Eij1romyDM/3X62Fsg73IUwy7JsR8D7K6VKzoAi8QuXpJVhwmnG4Pg8KX6ZDfR0hVoq2lzKr0HSn9zzlz5eE1ap9+9AqWmrsa69MrCfjCgemi1Mzwaygog1XnrqwKyZoXTJdKvMaT94WBkw00s+YrCe2C5j/coaCPSlfgqviPIApxKwv0s6ZgeIixC6lE6JxCDFkwEX25T60DBQvkZlN9mSfyfEpqSToo9KAc5lhlC5xDZjzoQkXwjPXL8cF+hPbBlpRYcb0N+BzHOsaT1gcvlFDr7pPnLtkK66wGJ9bJ5OphszlTrhTv9VVFtJHm2aRghsqqxCdB2yj4GgxaQ87qgHvjHl9l7LA7zjAJ94P+KzHShV8UgJpCKNzZsSwQZlX9b6yD59sQmB7Y64ZcXggR1yfNraPMjskHwJXGaWGoETgdKqQ7/MW6VgzknO0kM4ISu9aiRmPwAq8iZGQlxrx5Jdc2ML1qa+RleMMTnR5k6D2to5PbOWlpmTtYnzK5aWzCr10PiwTmGDyM2ZrYrnVVYsIEZ3ARb4aUy1W5jZ0mUfmKwZ9XnP/1c8YFwpsj0D3780cBU0zX8wnlGLnxXI8YtDppRaV8/zkogJDBq8Yr0qfos0sZcaZ2mq2ZgWFESmU24e0AqcuO3gX9YolGKLVGgNjL1mdXSsv9smXlRVmw0EhhNTSR0kKfImZtmqvFCciAReRTF1olmo1BOZe8luYKaMuXxfYJpnrjCm9wPCwHsN+6fOUBUCIBpYlp/xMQsIw8Em0wcwjzkuwCbzaC1xM8aXm/Gtd+gk7Brbd2ZgZyE828qWM+TRqjFi+FAimlAufyCxv0DaDvF2qM25oFAuuGA4NzKw1M6NpNqs3bE8vpZgwfUlxrFKHz6mmfXacehF8rDUwf7/GcGxgGvpSiNLGaI240ysGcgPbzbw+ud7AKDlmmjhnGOvKzJD5iuHgdALD03KMGAfGcOWMieTAhzwOQ7A55m6ti7T5HHSZqGaF3fg4dXqScd9pMZUdeK5+gm0cPXAd8j722e7AaT72NyAegzjb17Ue4+SBa9XC60PpgdPsOfIZ9nRSjzlZGtyfvQEN1rSnCr6evQHwoQ5C4NaOOQ8fqrLCFyoBLffeQA4YCoTACuHZG9AOQiCN4PpsDg4tU/qTGJXfu4CD4rhMoiv2SvcuQJ2ZnEBg4XDeLIftXlaRHBeIh+9DB4bSlYAR5d4w81kWXJ9tAF2QBw3v8qN4+L4OGfH8A74evs+xYj70xNis3Xz/kFeQ8to71cXF7Nm92g/uguvD7JEbdbk948/xMPtD3W+crADbRPLAONzMa18Ps4cirWsr23Qxe1y1DjWD4Sty82x1lKpyWun5uyk8HaVZ6V1VjbCLwh/M99hhyPekvhcxrqCaW1Wga7uvYVtjzRicZS4KLz1AzhqA1HAWV5/qAZ13GFzXWihv31I1RxlPvEk5Zn82yjXrUNZaiyGwWm9/ZCZzs2/g4xQRazylxb6RMbSZCdgYRWe90g1jijnhm30D2xW52Qb3m33jGNjZhwi+bpo9JElDFCzbnZtnA59zY45Jz82zkVlcM0+icQa0eDawbVPShPsiTKA20UGvmpa6mTuJj+CYWWBtcsuz37DydeMl7J9K/fn8vWMldX6+3VEIf1owh2TA6EuyEkXCT8TcuCrOLtwQuhaQrgglS+paaOJgKN7ToQDn/H0C6lVFzRUfI+WwrJiY8NCH4vk0V/ohwiCvCo3GQci2wOm+CAO7fMYZ9gwnLpxhUFJpmwegYQRTaSNZ6TPeZ+mOIxT/zgA3euHCCwZak47T/esoD+iuMeneXVDqkDW+6MAIOWqcFtAa0Z9R49wCPA7FnvqZSPbSth3ucd4CrtJmhFkOOA8dH/k5ccqbdObpZ1DgMynCTI4+V8njhmngi9PwUM9mveJUjh/k7K100z7gUIt9WCOAbXCWM64oQ1VNxY749Ucwce1xtZIBJWYuYWkDpXGhxPURGJeVFldTwYe2t37tBabu3+JKDaw5KSzroDaqUwkcQOipVA7PF5CdEVqRI+kANkpWW6QowB3L7UhoBJ+ahjz9GeLcOeVIloDtxes1UitgjmVKJGKCT0R5gcyN2afNPs9TP6noWlmM8OaJoOeofURSKVjxnJ6BgmLbkiNfxRnUhuFRI7sFtm1UypEiA3fZSwdCLZN1YjUm/b6IVL3h0TT8HCsHrpeOpD2HF0wUVGT8wIWxE/cHwLmou8dtJoaK6siBwoZE9qdjXC1uXwTrYDfsdYCNyNYr7oyGwseVCu33UcD4X9e46xKM83zcuQF35TP5bR6oTd+1xk0hcFWza9hCCj5mLeDdb4La7oBJ2G9OgXGIihtciTXHrBC47bDgk9kgbJ6BsW7pcasNbMMM0uv25WOm+bD8+E28YImJw5ZfXrMzJtTXDYBpwCmxygCMA/6INQngKs+EUMEALiSoxnrHUKyQkmR8dQQYg4USKyyCm/IfgdXDvGCborRrdWUaYNviavy9NR0UsxcZZ7EANHR4M1Q3cOWiIQ2EVAG+uCT7XRq7Y4VqiBbPCpCrZw0tdLH0BZYVrxIKZcBGsq9PWU0y3ykN8UU4YJutYC6+ZCdYZmZ3yU9RClmhd742CGxT1vmpJA4dTWHnFsqOwO1q16dIKdgmyU9JExibpU9ZVFbE6s4JRVSFOugF9RXXIY8JldldeRb0nL/a13IFy2fDF36HhH9FSfaueDzkNHWuCvRTagZGfD+r2EZI8v3LcX5hkvT1auCe1Vzki9tjFui5Ib5CDsx6c8V6OjDzV6zJg2Ir1GMFHzgNrQT+GEAwJvvx0ECacaQd4eABlOSvFk8phjQySmh3Jx2go18qsrtzEeAue+JwtiI46Y3zJzFD5jFqwXCnOaDoSc949AOMa1uPB0WCDxUd/GkTMJXHK55NAaeilhV/kgVMqubnNAz46JpS/dmZDK8v5Q77kzbBJ90o4bgOePA34+EesE0gegbvASGoDSc9dXeYCMxeq8ajR+DS5uGUO78ULNtgyd/tGd+DNecZU+jPQIFTz+mKJ6ayG0C0EI9dhzKRtRT4Q1rBJFqGE128vu311kGvOxYe03Bfo8EdIssZ3BhZDefQoJwxpnhoDVwVjxSOuAUfmuH8MTmwPfdrxDN14DXX+hN44HWe4I/xgc8h6ZI/9B/TlEg9aK5zAPhIs8HQ9RnI3CHPOHXXlQBse6KUQ2MDaC+SdPkuCGBi3kfsmZCHuiy7Q+PFkDtSP3Ns0wC279RK7PUATn32XbvOEFlVtBks7vpIgI82u5lcMwr+7JeCaiTasxmoPjBZ77GhBdhW+l5jU8yYPk1qmns7aECbwhBCuw2wvfn9jD07wOeh+DPf4YMfh5TBvkloKNhhdmC5liLgNN9q34A0sHoilDN2MQHXmZ+MUoxwxhsuZXZgu16oIYmf4pB9S9VQD4NGq++/AsbIrYcuruk40ldb2tMghmN9X5ngrs8MuMxTbt+sBmxAnfB5LMNTYCJuW2yFw/tkNZm6RjtQHNtidx+m91c/c429g8D2hq2OyKdlETgrTSQ0Sg45UaXVAv70bQI3GrxnV+hV1vTMwtNy+cS5A5+z0cD3tA4pWMcKYX9aaYHr6gN2jb0KZkpn/USwK5jpKt8ubODKgfuP1xOAYh03r8HreI8/+g9WH/ojYRiyF23nbJx+dBNy9mdo/wRZBjAxulOt8ahBcMLpQ7ViLzYZMiNVsd1rWeSbc6VjSV8eCoo2mMiMqaAhX2UsGNPtEYU1wPYeHCPqcIZabfXeeDkPcCPR6hH+gGSVlLxCSE4/Z2s5Co1IHaCt5oq6JOByHvMaNpWk+1cTNL+u8WieiCgYNNBEiZSSC7JaOryiCjhP2uF1WcAzgtWruORa1Ot5RjEY8BglKscEyrLfq8xAESyMqFUDXt3/Xto2Y7v00nmB3IxVuKQ2dHq6Ib+7cn3kd6QtzNsutR5uW+tLo8daIr5H3AeMu0WJWkBgI+StRkWhkhxGyz0KEIfsR3Wi6/WKeEGNojqsUz2Cttnd7DWSQ7bVErM6pSVonrHTTpepHLOiAzWv7sSSykZF+iR7y6lq1HQG6eiQBDcv5Sh84/52Z5HRZ5ClAp+z1udVrPLGaqnWqIUF7itz+xHOAnK6mqL+FrikKTh0ct0hEc5MuHfiXmBsZs8oECbwQsqYqCcG7kuD52TJwEgAriBiBk29rgzuR/EMfKYZGn/KBXHONeRFHGpU8npqPMRQJlxRfj207uGwHlTcwOlS4dKLvscMnTg/2nES5mxJv3qUmiuPLqsQ7pXpwLWoEu4F7kMucmeOcnjQU4aCXlOPT5otv6NEBT4wBGzlXx/3W1rUvnRFeT8oNkc9ugEAH1WOC847gBAR1CGfhGtgW3SXUcLjWAAMzzqj8cGQ7upUnLSzSQA+Lu00vduC8vmuaV3hzBmAjRnpN75WDqD4kLZo/ACclHcg+EC0veCDGNhoKzHU4lbaFV0ogBt9TdG0Ykg7odXVe1woK8Xo/BmtMuSCl65l0PE4a8gzr6qW5o04hixCruXD8dh2AN/R0s79Axin8hy8QhTEcsrPwDuLGCwfKKH2TUdf35runlKiPcnQ1NZWZvXjcgLMferRFGXMKN78yYIGPg61p3krFrkIFrUDe+cWYFuQ+4hGL8DE+aboCwNMJ2+N9jJDtTm1CTszGtAjSTvsrWsImxmH+t+9Aw4w1khXNMwBhu5MuCfKXwtOV182PY/tDvBRz/OTxSxjxayzVef1A9qKdsLeMAi4yOsx+AsBM0HmaEcETKXgk588lEKGyClYIAF3XIqiY5KSKhHaBtsl0CwFrfdoUs5OatOi6TF0GnmGKQmlGXysz7ahU2LvFAVKnG33rlKAxOxFBypQmQMGFytQ2xbVHiyvFOnTFBjr/LFAsde8gseW0EO5hs6QCxSLj5gDLLTqOzgHMKGFQyNvFyY0E9zmLceEJgWVTmcyAcf1SdkdkjopJta5oAkdeWbsPpZpQjv1Jm+vJrTSLOct2oTiDhr83ITSROS93wRK9OmN4oQe+Lh4sznQivORN6YTqAweZ2InsLHke8M7oThPBnc8oblfV3DYE6q8Be/GJ5QE3WDdN0St2hF9/oSOs0dTQKENouYdBIXSgxBcCIXiRh8sC4XSueLcDYUx2QUnxInSquBtE0FtB5Gjx6LQQfKvN2QU2q95hcfTcaKYcDr/x7GsQ4NVpEBOo4Ov5ERTT8GEUmjBOsM7VgrNSrl29pYTxa7DW2QKTQSaej/NieKS7b03J0p/uzfqnCgzq3f1nGgIfxR0XjXmOU4UKYL3G51oI0DJmZNOtKYrOJnOPyVvYWd7Om8Y3SXeI3U+smPmLT6GqmsoTFPWx311DqU2goHrHIsohbzb6xzNSlp7nWHnwEc84F1khWIBEyxn5xvJYub9aefLy8D0Hrd60RM6LW+Iu+aPXoJ5rlDJib3T7pzD0gzse9x6Nd+dGN95a985hR4zRO7xARba8kyyK35mHkrxdK7DmsUxYAkWxUIp4wc/Y6GV9iFvfix0UM3yTslaSQ45/Tq3ZaFYrwRrZqGVIDnv4yxUSSve9Fnr1sEhnjeOFppn1ppbehvm2jX4UQu1Ox7Nq4dEt7phzgBbKGfy3ixby+mBEN47awtV7Ji34RZ6ySDYGXmDyk/Jm35r7T6OHAzCBVZFpjmP8SGBLlOr8yMXSMBR8C4XTeCNCv7noOxpYhaWUBsgV3BW15OuyCq8DbuoSu7TO368k/viL6RS4V5586JDZ0DeCl4MyDZbOfjGC1VgkfOYH/KMLjMC6/DkjADgFDzthY5rhi81T81KhTt4s3wRNgJfguH+pHEU6r07P6g99XQFK3+hHb21s/0XPTwVZuGSAyZpzCOkDAAOXOdCJIFQhdL4WAOhYxAP4CIQQK+k1DCXlyBUjf0+XEEozV0hoIH3+5Djq09zENqOGZzTHAfjyL6XOyJi/sfHTAQ6HQezP4S7hU+jmF8KL3QfXTF/QPvkXOjHqvXaZ2UIrdcnWENoKiWmcOh+yzHZ53sIlc25TxSZTww5rU8w0cNttN50WsXfxzijjPqpYu7NwnpFrtExw3hJGCIqfsMpmnuTMOMRnG8Qu+tIWC8Z3RHxuo6EdU4N7TfQDvmSMMyZitDuSBikmziiQ/y1Pe+T5p+uzuPnPbXxnbKucDoS1rE1aD+E5b4vpL3SVL/apaC5Z1qbLzpoKc+kcp1IxxstqS81I2rEhk+T+erDrLDc6vpbp6NmEO/6Q0auY2YN6b3Q7v77LMe9Rk/mS83Yutgzb/Q/vtQMtyd+l+yJHmqGQtmmGgJvHTVjsNvE1x5PjrUQ6Wy2yZjopWaXDF2ajnRfamZj3AZL65I4P9SMbARD6Xx01AztwgnaPTXrGIeCVkfOmC91gezJmS1WNiyaTjNecmZbS3uRmiKGX3KGCUQD7Z6cVZlGkUbryZkx+qzPZk/Oivqpm+qnLzlDtWI3ndqiI2c2FLi9FOMcO7ORa5SKbFnPzoidrqDZsTMMTHSB07EzWww1GCgSvOysDHozfmZ+7MPOio4mQKtjZ7YK4p3Wps3ezc4KW8ECejh2VmzfYDNHE1m57lFmI97GJiGxjrKVrBxuMmIdZSssUQO0OMpmmzDOClvSyfxN2Wy8kbbcpIa6J3KlYdn3wk/8pWy2xtHSS+Sro2zZ1sFTaHGUTZX/CzQ5ypa7joVIdnWULRux4C4QLvVStoxkuII2R9lo8ebr0tz4Uja7B4P3kibGl7Jl1HEN9HCUjY5h+xX0WL9rMt2E9oPqdUe0LPTkYFRZrC9ny6nhREsWq+NsNjvaLwU9HGnLNsLsnle6F1/Sph7jE7Q50saRmc3sJK460sbNbbpCcqyN7G++A52LL21L48KqpdJu99K2NE77TaDtJV12n3iVqjprHtqW5BRCfKpjbUkbPNDDsTaO0Wyiqhxvv6zN7gFqlaqz5oe1ySKELNR3LUgnMX0COQNafwqFjhEiQ5PjbKfREnv+BKE6znbOJCJyUB1pO3HT+lEK6svZyD62haFyCPZytpN/CE2Os51y0CTr1FE2eK/N1WSaOsqGbZPdDiJNHWWjUdweHommjrKRgG1vV6VF8Vnqz+PQU8RR9F3rKXhzAeqDL2c77LW3V4N4UsfZDg7HhBbH2RDaNaHJcTZ7AyiSVmIx3lcdzawtbxVjzZezGQ2jsZ32acfZjiq5Od3TjrPZkMCRgOZpx9mOjJTm5x6Eh41Ce3LKEn0ZG+YEPO/zztqe6CGhZaUr8WZs+ISqhFNPndBNxoZW+MJIgWjQh7FRELqYbWmYtr3OfGlAYSOg/eFxHLnR9wpaHx6H2LhinVJpU7x5HJ1ThaOLSpfizeNwNiKB8IdY0IfH0Y5uPFzoI25h7q6cpRHz+fA4PJAU12PoK20BPRhIhHw+RI6dakHfXoZTsCg4nF4hsjwfIgea0H4T5fkQOWryxNeCvkoV0IMVV3rVm8hhiIUW/ofIzofIydSOGaV0p0ehOQO3yx8lc663VLkn9EaQy/kQOeTWjSpM6U6MIhE2YHNSFAUvkvNQmpOiqI+WyjkJnA9nYwQjZgbN7wU6ZwYd8NWhKIuEVp1SnQxFem+MmUt1KhTSHDGHBn1FKEkZ1WCvAkUlR1qfFJp5MzZyWzRGycx8GBtoJRq1FCc/AcX1+EfRmDdjU4QgQmAk5A9jAy0cxhGB+Y6ETmuIXSA7lQn+aB3nypKdyAQ0QdNLdhoT+gBRYIC+EhNQ8ipBbTEozw2zLcGlv/YKT9RJyMk6kZgPjyOoprKtUCLmzeP4n5k1QF/VCVr6RPmvJCc6geNQBgN9RScI7E9aqUnJfGcA2gNswGNm8PA4FXQoUJfTKU5AJaSiC/rhcUpfpu5FE/TD44Ta4P2hB/rhcaBaxsvh1CZJB3z2M2X1cFM2ocwRpGA+lE3fgbYgQjAfygaKaWm+nNBEP4L7lK9XZwJoz70BvjIToTzgfDmZyTLRG6CvygS02dOhxfkhbLqNFLjycBITUHsrC+irMBGK2XkeTkkCerGQy0XkJmw8M4QnP0RcPoRNT5JXCduSh7CBygeFXMl7RZarArZEMy2y3JNYQ1yWQF8NCWjFRQxbloewCb1sQJOi+BA2ZXgOe+vwgXkIG6jM4RVpeBM2UKbdH6UR3oRtprnauCAy8CFsGrrEn5IB+BA2UKI+fpTqdxM2tbMxY+X6akfE7yvQKxwBw4PvRxl4N19L8ktpQl/diGRQNupmwNyia0lpkzyy4kQjevlg3sS6vXO+7VM4JyB47aFmoBzpko2W3znfaCzTcM5OLzLtMRiL2clFhOIXRrPyQ810BVsUiM16mBlgw/xTaVXvQCC3rwK+QhF9LXp4yWt6mJl+AubQylS6mZlQ3YPzr9zibe87/dmEHp3v6m0oZ1bEGD3MTLeLlZwYooeZ6dZSL8aa62FmQlkjFRR0MzNQ+2aArxRkPjAbwdiGPcRMaLJZSSk8NzHTI8dXnN7kh5gJNTaWLqcCSfI+PoU+I5MX90f+aTcz03BjElDozM3MZqOl3SKyYhwzY7zajEPCi2Nm1GXsm5DXEubli5MHpa+8HMzmRGyCCEFxHIwAPZvTyDRxHKzN7UjqTv2BX6Rt4CpodY8R72t7zjjrvU+xIfG+AE/HweietkFJJIfjYDZKbNLD9M9RMOoc3Jvm9B2gOXd9NjsKRtnfZnOyLxwFw2nY/gRJFo6CtUN99Kk6cQfeL2oJoqfYUTC7p6xDM0vioWAclHAX6qvsAKSj+QefR0fBapcNKNENjoKhjzz02eo4mE6WM2h2HIzu0Sr0dBxMDVN2hfyKOgAxvwbsjoNxfFqFVsfBdLRYQLPjYPgp2uuSshN0JDnD2iqAE6tjYUQVnj9yhX1JWCVqMoNWR8JwDiv6bHYkzDgAC6QM+F8SVuyFtKEpH+2XhNF5zL05/8qNhWJ/99RHqyNhZRCERztwQv5xgyhBcSJ3xMzuIaWpaX/+EDOb4zFgSIdTcIAi0QXtjoJRWQKrjoBRDmHgH068gf+PPHIxmXcEzG49/AmLeUfASiaZCrQ7Aka4Fb0w16vcUJd1uwRmR8CMXnO3cJB3BMw2ysyrdPs6AlbY4SfQ7ghYOXXwSK+vI2AFGUYGTY6A2cSpCInhJBtJRoh2ge4EG4Cn3Pa602vgdjTgCLjAOwJmb6G8Jfur1gDM8urpTqwhVP5nzWk1QIl6AW2OgGWyyfAKcEoN0FM9dM0JNYTKQ6Q5nYbQQ1Y1TqYBeuinVafSECrhT3VqDA4iLhlNVSfGEFqloH+1GAKnLNRJMUCnSVpxSgyhRY5PTogh9KSNsjglBmiXVtfpMNLsc0HZ42QYQuX7n50KY/4xud85tYW+7pBVnhNb6I7J6c1JLdJMO0JC8Cot5JAtpWpyQgsNhUMCB6ezkEmW+p6Tk1mAXorJSE5OwcA7ujpjnZwC1HZFNGv/lZvzjQUzXxpYHAXDc1/RFk5LMQMz1XrtpBS8JqcMaQ6npNArJQ344RQTev009g8nmNCrOrtZnV5C3EvhQoeTSzAvHHg9XE4sAVgpoVxOKiEPMgwdrlcoAVYx+b2cHkJT2EkOqFNDAMItf4bTQjAt4m7zM5wSAvDqZN46HcQ9LWNTQIHoxugYneDzipNkSki000Wwmqgjvjv5A+udjHW6Ez+o84g/1J30gWVY1fMu4cM//PHHv//jX/38Z/2T/5MkDx6S7rOo0rH481/+7udf//zjz5/+Wf75+//6c/D/z5dtvnD/5e9/zp//aP/nv/2BsM3o29E5XPrr3Uf/+M9/nMKn/HEQ8Vk5fpgCzNw7unIbHH/zn37+9L+Nn3/xf7+fT6vFUW5GtEslRrC9JpsP/8LNhWYW248iFCBswUjWSSf4759uaiDIjZjO8vOLwi/M+Mp2JzYflzg7F8LB0SxKRm//dR725m2+Co1KNmWNKodgWi+MsHRqsWP7zVEKXLY66J3+xaG7jcdqgI3Y3z+f1DFK6rp9ZaoHGPrZAsoC9vunqeAeCn+2WeSXokxst3uqO29zy1H/GVtXUtPPL6imveQk0Y3tL5UpAf7qCldj8rVZ/ygcS/7+aboh7VpD5m1KarVPcxC0+ya/GhvkTv8579Ev9stQDfs6x+7iv9Dt2vg/OPXs9p9L+o+TBhWs3eeVJG9rOT7aHPIRFpj13mwGwAW1RcDMbrQqMrxjdlq23x1eZx+ma21+dfIbi/23eXvxWW3EZXrWR9kpyCFz9+HZ7JpsQeOB4u5Lfkmh0rf7lbSLHtj+YEXDGZzxKrjMuXuJkgpN9H4Zi/tFa54NsiwT481Y4QYzRcM0fyHoZH7TCe3+liBBvQhJqdpdVqJD7ZnuBhZlV3tw9tJh2vOL9scrYxFYt8++yF7XyLEyko37HRUD2JPI3s2vRMdmK0ZCmGQvfxaVpILT9u8nJ8A2P9D2qS6ibDsEW3a345BWieusBGnbxIIguCn2xSa+3bVR2VR0kGQC/EJQVdTqDNHfvMwV2kzrqxxBmFcuvDXH7mfiRlRshbwGR4y/eDsTDvondtfbF4L2PGwE0zm/ivEsDruP3eRMIcAe+KC3zv5bShMUDU/sZLe/s8B6KgdttAtJO0d66fZnIt6zEbuIKTJu9BVqsNtdm9eRKgravx8lNqLCl+pkMwtJLsFKYU+70GvXyQ4b/ov8q//RNZL7ke1P0qdhE4j/xx9aLv+b/e2//u997LNUTvnBhSlimvGOVE+N7XD39EUv/6OGFACZgxfWM4q8uQ170uf9eoWP/+KUjCjBQ+kijMJxUk0Z+X588fMUxBvm3V0+I5ijkvFnm7W++bja3PJ51EOmFhTZOAdo9IluLt7p57CZnXYnBiqdhslem8GG6/fPN9wXUAM3JItJh2pcv2+/eZb7QjJKrzdMtmGkvZxjdx87tTDsNZD5UMejsYN2i7K9jdNoGgtaPNi4q0YzsTmmpeX3z+OiQtQ6U6b90CrvIdsG9b67i6gb0yU/hPKjdlXOO8mA2j3QLsGqXY6XBJXDmOvZ7tMyJTHaVpgDm5ZOrE0ujAK3T0ipK/h6Huzr7T9gO3PZ9WWhurmNnJQdxFhQlNEkx3EnzZO7X/qL17CojG//wM7lMq7FAc9utNAVgZfDDHspimY30k1u9eYm4pREXCiN9PqllPyG7EW2wwUXDbiVSMqqY8xI+N8/ndVNRfwVaWU8T0R0NsvtRqJCp9LMu5rFYFyCFOu3+TQFJ9T7tAIPTXGtiSCWa/dO/KKswARotK7McjuTJ5n3u585JQQVPRy7p4PDNHsrju0tYXq10WHza6tZFJJoARoKj90dV9jQiQm2qvmELjHNt+v8S++nLXe47lJZ+kVToU1bmHLk3chitb5I0LF9ki08VXVimznU9ru56UimjRmfTI02ztixlyFqtp/nEB2i1KSWA6WxheVQrWz3SxGM2stpfNme4fxmtGbbf7C7dpLY++C+tAyjtK2NjeLe8m4AoLeoxM51VWaoWncyPLdPiH3n0bUTnIMc6TRawrZ/nWm/wX720uE9+nC2YOxHt4Pc5kpyxHHH5OLXidCnoHfcrER0DXbbgTNcpDZIJK0h9XKfngvsWjzTz7+0nzvWGvmnf/F3/+9/+Ju/+9//+p///M1//eNeg/+T/qeEltW2sX/8H38kHOJYlNv63zvAfez97z//wfO/nR/+S//9wXf7eTa8/M9rmf611otMWqzNto2X9iJfU6/cH//8z3/86X9lE/vz53//B/fmz3/7x7/5+Z/+8f/8h//wt3/7d//4T/+N7Qf/Z7R2//af/Pzbnz//yz/+lz/bbXHXxoNXOrJ5bcpg/53r/rv/6//5h3/3T8XKTn/BP/2zcxKUv7eP/kf7PzcT+fs/Eok3+SBdZN6iyqEzBat1h95/33fE/Sc39JQUnv8d++T2/4M5pV114Y9VXTj+QjlBX4EVejwPXqpAm9bH+trp0gYAT/cXyDTAng6oRjau7ACjQ7SMTCDPJKn8jBYAnIxonH6AejZKwS9gW7yrPv8+b53fC0BxanaAveDUo1+g47vcHECP7jEeINFofzT374Jw73QAJ4MtO8CmSMrBN0DDW5fy4AFwez67AxrT1OUAm7/dL+FIxgiaByhwp+yAVgquUi9g/4HNGg9AD4tU0y+QtWi8/27YUpwO4Pgpv59AtqTewxfIlPWaA1bT1QsM+6v5/Wn4/+TD/5sWm5IcUO0aV3HAsL9a3p+mfKdydQekobTJF8DRw/2zkyr//jLqjZWmzxdIiFOLA2zV8w9+9qjX4QB0Au8vOaXuJYLsBQrVwOSAbs+xFQdc9mefemGm6Et/aHeA/VXo7gvYlJf8By7+xvtX020H8gL4m6bqAONEUks8gJFRVPk3wKlcgWy+QKYR9HQAwUAjOcA+YGTuAdCkqxH/BXKVUcgLYNs3hgMGwV3Pv0XxaOV5gTy9yV6g9uQmAY5KTrZxD0Azx6jXcACH/uVyAD1xx+kAFG71/bOEXHGW6wA8RWp1gO00UFi+wBI63ABV5rOc7t+QgpYcYJPT+b6PnJPZRNmqA2zLPc73t1FLlwnXC5AJdl4OgI310wEYdKbnzyYZNEqN8wDF/mxqDmhz0/QCFz3Mz1/hWLOO9/XjRJQI4uSAxiDODrDZ6cjPb1PasDoJXkBS2uGAdrobmpT9Ut47ylEy7S/ZAevE+QUI4HgXmZSn2cj70/BASO1dZKij2F+t7t82O5V3blEyI73PD0BLj5yKXoCj09odYGRxvIuMQhLTu0BQMTsJwXKATU/5XWRoVeClLw6w6ekI17joMXz/qv2/7NovB5TuBiANGKdSzF6AY8L0/pFp/fwuMpjQFR2svAANV+8ik25p8P1vml9JKXVAISPCf8Jmp/QuMoT1HZzU3EBG8Jyvd5HJhw4A3kWGzptETKsDqEK9qwxGg2fN7yqDIaH92XeVoVXoOI93lWEPaX/2Heb0HY3m/2nftb2rDPUM+6PvKkP/04kv3QOwsWc35QBck95VJkuffL2rDAaTzN3vX8Fx42rvKsNutKfyrjL5MQB/AZRm7ypDG5r92XeVoVWtuGWcSihGwMkBpHW9D1ZhbUZA3z/CNorCkgNscjrfVYbN6iF7/hfAoP1dZbQZau1dZSgv2Z99l4jZWpjfVYYNrv3Zd5XBh7Uq1+YF6Dgo7t+NtS45AIusd5WhfpPofnFAJiSoOaCRmTgcQDLVu8pghDv7G14gFwl4XsBmp/auMoX8lKu87LSczE75XWXocLU/+06KNMLW4f4IjsEqC96ADqv7u8rgQDxafVcZGnfTFHg+gM1O6R3ockOu57vKFLnIXO8qQwOyav4O6CW3d5WhnXlQoHkAKksUAxxgc1F6Vxkaq8/6zpq0X1f1eN0AMlU8Xh1A8Nu7ymCEPds2XoAk83eVKTJTcz8NPQuFYAfI3C47ANerd5WhCZ7UoOaAzEFsd4BNT+ldZbAmt7/6fs+hQPF3laG3Hy5VHNCm19YL2OxU31UG33X7q+5+XcxP7o5f8kJ5Vxl25Ge53lUGs3g8TIoDjAe1d5VBZFE4j3SATU/5XWWwvre/+vJTLPJnK8oLKHy8OKDX3t9lBr9++7PvMoM0RRtfBxR1TL7/7pTkTgfY9HS4T0jFNN5lhnMpaqbNATY91ZeeUnFSCuADFEmZ3mVGGqHrfJcZpERoZ4sD7H8/3mWGiIfa27vMIGo6ZPHyAs2R4ioDv/QuMzOV4nyXmaqOxeslLai3TgXfvcDyEbgBzF/ltfsC9kvzu8yQ2EEgbnLA0CnDA9ARfl7vKCY/hISe7gAboO1dZqr8t98XA7EdpqHJATY7ne8yQzaK/dV3mSFDpcuAYwGoA0/KOA6w2am+y0yTP3B5lxkSYeh5Sw6w2el8bzqyx0TDkQPkB9Yd0ElquRxg09P7xiLTxGs8OWC1br+APJqqA3RS8/7VrHyMd5lpeTb7XA4g1+BdASRxPfLLT1HCFhmav0Cme6M5oCW5+78AB/DvMiPpbnkHBwJfnZ05wKYnV1xohNHqdPkGMHQzgtUcYI/A8SmEyxz7u3/bVFTfVaYRSYyXogMUVlscQKfqO+chyCas8P1p4/beeoHUT/ctlMBT31UGAXnFXPABVNFP7yrTZHxxvOypIeKo17vKIHhPw41Igqokv1xAP9R7/q4yXdXJ/K4yyPYPmoEcQKzI+zJhAkBKw+WAksY7rXZOOX2ZCTeCUyE6N0AXEJUTB3Dk9q4ynfY5CgEOGMQcPv9GScS+1gH2h+q7yvRHAfkCNju5/VCXj935zhsdB0AIvgPkKXM6YOBg/P42eh3P+q4yvSoJ0N0ODgzIiHKAzU7Hu8rgr1HcBhMXjiGTrxfgpDT7T9AU9dJT7ECIXGkOsNnpfFeZjnU/E4UDOo1TpwMIf3pXGQ6A0Z1EAKOwH9ecNlESoX9cH9tEk97+p+NtgieFFtccJ/SUe6Pro5sosdS+DW+iksi6jr2JVhnUvM19E81MWq4PcKIJEuRaBidKqKVrLhQIt06+DXGiOAX7jsWJauLx3Y0T5jaHVsgJp2lY+fZNTvg4ZPz4NlkCn9fM2nAdmRM+ldHk2jcFU8qLvZ4TLnU2ez6NoRM+r/npu4lUaJ9x1K7hdMJNaUyuO3XCRU3JrpV1wqdSslzfq2BsN0pokp0wftq+oXaiSe2srvlWcL1kKukadSfcTnn7v129E9Yc5luABdOsH/uFJ6zWf99cPGE1F7s+5Ikecop3TcuC7f86RuhwnnBR96Frh57wqdCUt3VaKFNcDm3WE66yDXY92RNOsr12DdyC6RE4Q7f3hNunM3yiGWM930Y+4VPu+67nXDB7wB4a1CfcFHfmutknzF4ttL5POClyuz9t8hM9mO59Sz3wcelsz/ffT7jpZrtm/QkXpa+6xv4J52MqBh4VwIQP5n4vGRBMJ7QTF0ysoDv1SoQJn3IHdrIFwX0oOtlpHCZc5Qj76iEmmhHmeu3EhI+pnXh0FkKbOgu8KGPCNlJLUHBM+Kw6GH3lHoJtM3KUoAyZcKM5zstIJpxxzPGakwnb2pKDQEVw6eSaeYXLhLHl8GqYiZ58xCtnBFOoykFmM2EUfV6SM1EsxIN+Z8LsMbzWZ6Jyiva6IMG2s5wypEdENGHaOYPiaMLUeYI8acLqVfJapgnb9qR43dNESbQNGqkJ63l4QZVgblMP6qsJcyzilVoT5e33qq6JFnJ/nQJsohkq49ViE07QFS8tm/BBW5vXoQkmgCKK1iZMuSco3CaMZVWQw01YG0uvnZtwxhHFC+0mnOaHH03eRCUe9gI+kZwL3YYX+00UM4wgDJzwOKYI8FERrmtgGeMlh/dfPFrQJz5fLwUx4/oxlDi88nH9dD0aJ5NcN4rzOq+pXLeVkz8vwFwPgTNEr9a8Hxmn/lPVOZETM1ev/lwj4Uw1KEXXsMlTbJo8qeNs8RhBg7qGHiujF6xOeFC48eLWNapp4/dK2PVqwGW8bHbCBasVr7Fd7ygHal6Qu95o7JqceHe+/mefDYKHZ3c2xo4SVcFrvuHo0kuIJzzKhJund0dRUrHXJk8Yy5ygY17zIT/GaZ4n2nS3nUB6wiwyXky9JmA1jTnh9YSN5CYv0p5ooULnBd33lI8C3qm/J4w5XlCKT/hi2+dl5WuVQSjsNegTzgRLObX6RCujyyvb17pG17eXwU/4wqDLa+bn2ih/di+wXyvpeeWgxl/LLgfMXro/YRTOQed/r901eALMhf4gQNIbCEw4qeO0v24DE65yR3idCRavYJPsXQwmCzmx3/GWBxNGgxr8ERYfyjZzeDOFyZ5OjG2888JiYIRneZuGRePYFntPh0X6KPx6/4cJFw5lvVnEhOmfDc4Sk5QyZXgXiokW8rq8Y8Xiu/jreneLSY6xFg9WGBO28exdM/Jk4yTOeouNCduNOIMfx4THNY0+Tk/vFMnTgtPHhOnVCLYggtv8bPfkTvFbzbuNTPSiDOmdSQTbD7A/7m1MJqxGcO95IngccqpxBikTZgUNbioT7jlH6xXB9rX6CO4tEy5t2rdUz+6YNKd/S/fsLtmcjbuNM5GZMMu+85uZoFKSvTeNYB7uFYxsJkwjZHC9EZx06uQtciZc+nTpOT29S5RRzmC+c8PcVmC788+PYcZrwb5nwpAcb/UjtBznxxdowihug4nQhDtnKs5wSChNrSOYE024UvXzTkYTHjTHe9sjwU3j1lskTRhjteCnJBhjieS9lyaaERB4n6YJd+wbvamT4IFKJzhATbjQzOHtoiasIG/vLSX4oiwSjKgmXP8/us4t23ZVR7ZVWSXYzeZN/St21APsIXlyPjLzrn69PT38ACGkCDuhF61adCYuxClcgTFXWjj7sC/j/paCdpbwTUzpdbYWpQQ5aHItzPZKEPASThRvB7WvhQs90l4abGHJdXkdMeF8M9l7KbKF6YwKumUL04AYRM6ES2Lv2SuiLVyJ77x82sI0f72zq8Tga1BiW5jFvFdtW3RSG+Ql3oTVeBn04BZufABePE6YRp0elOYWloKNl6VbeF4tatgJj8JSwQveLYzFUFDHE0YVv3klPWi55BTvVfcWRiE/SPQJ0900gp7fwloZe/E/YVyFo1Dgwks5z6kKCjPFRAnChTs3wssVCpP5H0HbcGG2HYIQorANdkt0sbgPF7F/+8VedFG4VUY7r9AoTKtrDnKOG0vMkMjn6r8Lse+i30ESUtgi/TmCfOTCiqqc1KTozGxIelnKhekqChqWYPsPSxpB8HJhJIGDOqYw0v8tSGkK28Js9KC7ubC96zmIdArbaGETh1f0XFi+0l7+U7ioN99rhS5sQ1vxuqKiSE/OoEG6MNsAXq9U1C4KtV0nbrrwoK/IK6EK90wU4WVTFx7MSV5jVZh4MgVB1oXn/VFvFbY53QIQL/W6MApuXhYWSg+GfUNOQnbRSXmnl5sVphl6Bm1aYZqVUhCyXVjbEl71Vtg+mhpkcxdFojxo7AoXCx5SEORdmDaWoN4rTFlOCVK/C3d+sNcFFrZJxsZIpyG8qJRrndywaFcHsdcmXpjN0iBkLEx2PqoeL6wmWi+RLDyxUwl6yuDOnkMK4ssLt7SOnj4Y7IT6QdV50cKNb6rPut+hqN+yovbK0MJJhdNORXrRgUKmV5wWzoyhQZ5amAd2By3rhVUD44WvhS0UtKHGq2QL25K2jSCpLdy1J+L1txeeUpN2Yt3CtpKzYcQrewtPeUF4GfCF15/8SYYvOtj99fLiYJueqVT2UuQL014XdMsXnv0jci5sJ+TcTiZ94b5k0qebUka6SUV69fWF+Q6DVPvCq87c6boL29sySxCBXxgryqAYL1wkbObl5Re277EHLfqFO9+SF64XrjhiepH7RSXe7QXxFx78BieeL2pXV3sQ2l+4qVTXqfILU2g8g4T/wkUtF07vf+E+l73A7YPBMW66Dr2TwMIVy3hvO7Awve7eokAUvZgS/AwW1t6ANz8ATzyyXpOERVhBBzOFhendDc4LwnTKjmDTsDDSlMHTQdgm2GUWUfygb+MJwZd3i1jYwpkZrCWEc6psjzsfioWb9qKdaYVwIdUUDC4WLkz1zgxj0YF4rjfOEK4J0QfvsrFwU+F8/1lyLMxmvDBKFe+v0W8Lth4L2yvZggfIwnZTZjAMEabd9g7uIgtLNrk7KxJhe5m4EmdbsnDVG+I8Tha2O5u9S4qoQV4Q56iysPqCnPtK5pCLTmXv1LJovXoLti4Lj7kcXMYvGmRvPlGf4/xiFm0y0nHeMsI2PNmg5Y1oFsbPOZjWCGfUDYLBzcL2a70XjmBhIycY5yw8WGV6lx3hSs2oN+QRtf9y3MG9Z+EudyVn9SPc5eA1frZAi6p1YDgHIWGbY3oPdkPCGJSk4E208MwfIyMwOzbLNyn9YkHayDPacMNZJAmni8r14fyUFqabMZgvCRO99+DUJFy0YPC2TgsjYOEcoARrw03Uu0UJ26hmX6O3lhKmUi4HH6qFSWx5zypRBuAWDK6E0a8cwQ0LnCA2FLbnuHSVqwQrLdEbvYzguyVMs1Xw6FpUAtPe0EuYBbb3/srrG2NL1vuECdMNVIKp2MJ4fQQDMmFbi/ca3MqE8QrvwdpMeCTZZDkftIXVUuJN04Qnhm/BYQ1s6xIaTb0dm/Cd9A4477aFJ9XdzudNFFmAFhzhhHOlPtPbxwmXRH+095oTrirs8sZ0C3faN7yLnXCrlOh4yzthin2jP56wBV/jDmZ6C1MaFpz3hKf2VLxNH7hcmc4S5+gnesu53Lv/LTzRbvNWgcKYKKfgKyicK+7p3oRQGDGEtBwLy7jbD9O65I0MhamBSN70cB082Rrz/ogLd2qPvZniwhT0BOfFhSul8N6mcWG0BoOno79s1A5o+f9hRJy8L+TCNy0F3kRy3RJbkebgOLkwe6fenXJR+el4K8uFLTya3vZy0ULW3VtkLpzZqfJ2mgunm8oz57258CVDTGfUuZ7vLAvXX8wojO21dwDd18d34+1C/f1rGkZLcXfbjvGWo+uxU+Qc/EkXHlQKejNT4UYs85ieitgqqkdzVGHk+aOT6sIIHwXbVWF7XZbvavvFklTJoD0UDF2F71sfr3N/XXgQz3mrWGENlsFXVjhj8hxMaIXLxeraO9YuTFzj3W1F7aJLdMJdeJQczXSFm9xOnfHuonhXBZde4Y4dZPT0Fbc4mfo6bwG8eJvp4xgsbtECFXbeYHjxYSvE6EcMt0d1zY998eJzpOB1LEpL44jOyOL2BOaMRsqLk3iIdsziNgXIdNq5Ny8+yijR7FmcjtfgDL3orLNEH2lxG+CvGW2nFx9tW11fPoZEYrB/TK0Xp60lemCLd5pwomX24nRjRodt8ZFq6dGQe/FKpAGngu9317bGqff1Fqcd5mMOvni/7hmsxMHIC8wRjccXtwi6RJ9ycQxrSrQ1X1zaud4EXTihFBU90xdnGI8W64tPfGuDI7t4XjWr3sB98Xn3FP3exUmg1+gavzjyQcFjXpi2jxkd6Re3KOljYC/e6AWLfveL81qJNx924t3XmvjwcWfH1oPzj6d/b3P2dhfPPtJkftXTUuL7F2p2TGkW7z7Y7NS7FPHpo01cTigdvVgL/OYOG6mrHNoJylzAOa6+vMQZT13EOSgNWLz7kJNhXt8EdYou5hyUC1FiTKGiCzpHkuUCPPuoE3nBzasPOwelOes83cedQ0JI4tMHnoMtlynltdtHnsg4cntuyhV/YYJNlKw/wNXHnpIyusW7Dz7ZNEjrNNNHn/YRY0qPZoKPPskYcTdvahZd+DkU8IKrDz9Rt6Je9satxcWf7KiOdfrpA9BBtp3jqVt0EagtmjRsorbgQ9CBge0U9+GjrXCG5INlQfoLQuelYA0+fRQ6b3K5xile9OehuKqIZx+HIieG8OGtnvdfxIlqYW3i3U1B5ITqOr0FzP0dSGx9u88yfShKfpap6a6Kd965acr3BJx9LDrpHa7i1Qej0z4xhq97qTC90ejE8XqdZ/q40+42gYqF749MxnM56KeJZx952gyhURaVCB97vr+2qdPpd53pvkW7D0nJxUn+ma78X3hiMXqmaBkdWB+UDvVzg7MPSoe9aHqA1D66qNRw10dI8aMLS5kuKM2+qX50cSkzsu7Nqi75DS5sYt3i2Uemw+4xY9GtfaRfDDpo24d2H4JaXFL2WaaPQQfN8fzV+d/7O1O+9eZN36ai0amVxZsPQ6XbuvjwcagtwRk573T5bhUG0U52EJ58JIpk6Fy8+FDUjkaREd58LNq570V8+GC0o4vBeW7ft6JJRvLo6fadK/BLTRa3a11hCrNwqQk3H4/aa1iZgRHL8AEpqj7chZR8/wozLT7A4snHpMgozcWLj0k7gnRZvPmYtLOuT+LDx6TUPvFjs+9hkWqt+mNS9k0s+rOX1Cuz72KBI7gE9p99z1WNCyn7NhZlBWjBRdD08iEpiniiyYeSSNLeixcfkFq4fxNmp+IbWXQr+d23tOXcadjF5xqrb2WB4w8unnxEqgGjihcfkdp9LHo/qu9m4YnfGOfCh49I7U1QYxICID4i7bQDQ5OPR20UrIygqfmGFm0d6StJzXe0rLevLD583NmbRJttiHI9LeBMzT04hbjTAigmTemH+LgTc6sm3kLcibvmOs8IgWe/1us6fGeLPqqqZzt8awu8ZEwW0vC9LYrQ2GG7pT3iA8/e2Q+GjxB4EnJxPdO3t/Dx3+qXmq69BZq6hpbp+1sU56nrigrtEHeOdrV19hHiTvvtmQamy7e4KC6k7AqeQtw5bzTB4TXEnXaniFOROg5xJ3YG6/gZ4s4pE78bwZMYdxIqiecYd95q8sm3a3bR5dNpAe4+7kS7fKzTTB93dmzG+bnJN7zoIaKuD88+7rSXoej8ybe8aCTVYiYn3/OywvsmPH3YSQ+L7kL2TS/6sEilwrMPO+0DxZkXXn3YKaHsdR4fJFAFpZ617BtfNEjpmRTf+LIGXh1efOuLen+1IEWYxYedCJkM4e6jzo7kfxKfPuxUQF8k7H/7sNNuq0aRXH3/ixaMFF/Cqw870RQf6/juw07spuo6/3ThIhesX9V8DwzLXUJr8ezDzmd5rDpumwje5TqSuV28+nAUQfwi3H00ik3UWKefPhptpHP5gLrrkCFlgfGBcPZhZ7N7ox/VfY8MiZWq2AqRWR93opPDJImujI87uTQ9lOHbZEgiZdre4dnHndWWwZtX/0rVVIZ+1vCdMqziLi188vC9Mkq5sZBBkibkPEl7DfHsk54od03hGrKeFTlXcA9Zz5WChNMa9L6BzN/6yqdvo1GeTMF0uXwfDcHcUPyGxo0PPPNEJl68+sAzs9rN4t0Hnni2EYlQDe4Dz7znT8rBfeiZ88pTUQ/uQ89s8RCL73L/9x56jTrXKYYPPdMsaihNvp+G3RU1gsOTjzwTdURNvPjIM8mE+5Ygp5tNEjLhiw8feKZEX5nx7HtqpvqXdWOyb6ohgAZZ8NzeGOGm9LaIFx+L3n399OwbbbRVRxUL3L8YSKIIF99qoz1DFCxvyfS4WBSzz3sdX3wsioaVmmqL77ZhuxMBLPHhY9FLobTx6vttVlkf+VS0fXwsKjMD4eJjUQtMqTWENx+LXhiYVvHhY9Hr0m70XVrourE389ZfbbHtZipjhSaQL8DEhaGtk4S2m11tAMcI/K1HQX6Z5XxpsR+HjgNuQY/9OPYlynir9NCQQ1B1i4aGHHIL+gR67Mix21V0kT225EiDg786Yk/OKJKOgIemnMGKLYmHrpwhqXxw6Mqxz5q9VHjoy2E8IcxApcjXYnZU7G7x0JlDjMewXWZozbF5WhczY2uOLUn0sc7YmoPYBQlWdI18PeauiBOfWNI+HK3hdXxo2mkIZmXx0LXT5JMrHtp2mnRgwKFtpxXiohuFJF+qSbEJLx9CSb5Ws9nby/uB7H2s1rzkXmbcd+7YKL0u5o6tO7yUjS7zFHt3akW6Dhx6dyoprCke2ncqYXERD/07FaW0Kh4aeIo9P64mxwaesgry4KGDhwJU3ZwcW3h2VbN4kg395va2pnWe0N2DmglhN9pNrmxLAjj82hL7ewqCDMKhv4fvqC0eGnxweKtdPHT4ZPb71ulDi4/NZ9Tb3og++bJO/BUYtoyHJp+cpyK2WmOXT2baaeKhzccumqEZHvp8UMXBFm1JRf3aNUanchwcW306iqHg2OqDgvo6S+z1QfZoisdmH/tP5T3X/3b7MFNRg073608DhCqIW9JTvgvI1lO6+B77feitvtfxoePnxkF+nT60/CwZhTpixw/l5mNx3/JjoY4Wp5KsclWeNzs56/DQ9EOZB/MaCvm+zvOmrImLmbHt55rcBfHQ93NhNXWL+8YfCpB062fs/EG/gRRwnbH158JqDWGHK/b+UO5FtrRdsfmHapCFQ/MPogAEvwhkhabvsgRU0MmKugCF1rG73bEBCGEV6UzcsQPIvsG0Dg8dQBev/S3uW4CuzCaq8IzdwVj72k2JPUDI/euPptgEdNlrSajRUuwCoskY476WYhsQpWlkY1HjCu3fCe034zk2AjG8MURRth4awFPlEVK2HhrAbfHV1+GhFYh2albQv2eaLq2jWondQDalaYXfSuwHuu6uvBxyXp8e8Kl3o8SOINZFbBW1GluC4LJhq7En6NImgnhoCkK6lpAYDbDQCH5X7ZIgBRY6wdES5rG22BcEn8K+LwjxKeZ2/MpCL7h9euvo0BiEhjffJeJhsRm8KyeKhljoBsdlMImH3iC8rtlTkRuOl/uxyIbByXjoDrIlC4328NAeRNWQvqgR+4PsDUosP5Efy67yk/QxM0YboUPoGUKpWMf05R1aMV6Z4qF1yJYGvS0eeofY3NDLN2PzEDUWTGySMnMhKjU0afHQJ5QR4W7ivlEoY9G5Th87hWxxzhDdr9gqZJegvCvyZz5IfWZ9VNDS9RtFS2+SFlrqaK6J6KJ6RfzTRSQNTXhsI6q56fz3p4/IphICxn7HRiL7nm6iFhTVfPRq/600b+7YSdSq7oJh30lE/kMqOym2EhFXkavuKTYTPVEqVe83Ht9vsDuVUkObLUS1vWkthESbj14tuNT3jFKbj17tUWmHuufYaDRpoW3iodPoWd5QEo/k51s+uRAL44dUyWp8zjBlb0vgEP/iLw3RtRou72KQXavx58pJbchg7/NLVRCS/tyYX0IKnlJxyUAqNr43XhtXOIZ9HpQ29fgi43P97QyC7VN7l9CTRp/8eTuope7KKYZ3aaymjvp99+CYbK6XLMlUZvNU1qZeeIcH2/VdU35454c2vnQ1/hMRpl5v86vl53LKTKiBxk/NeLXXr+fPJ7uqu7VODJ+4eFdRT19F5GvANN7xomifoYJycJYuI44s4Gm3814DkX3t6bkctC7v+zNAwdfU5oczKI5N5TP8UW5e7meU/g2XcPwU+2d4HVSGLsPspgXHfeWX53WVbvQGj7X1HQb7IYnR0vpncoD3a01ufjIZaD+nrpnTTz7wWjQ5+LkKTHXE4mmU556RKsOl4jPnUUafp/aXwhwJH7SKfebUgXBUlgFdmIPhrcnhO0zZFORfY6mPuRkeTEfHmrLvhCXTw6te2BAmgJFYKp+wYtzaULzHJwyBY4HbPmHLkN5MlrO3D3PUH6DPMERF4K4eYqIoMrLt4fOSRHyMruCl7SDtF4yBud/3J3ij/QCr5fIJ9oYGoLaCwA0sAKFGl/ARF9sVbS4+2aoMYeWQnqd26UIYCsfYK32iVhoeyl310vgoF25hj2Z8HxVjim2PlIRgiKLhcscAt7KHUCidsPkTiy/791rbJ3aXM3SSumKI9eFzh2F+aTCWtBgzhl9JyKR5Kn8cFh5wJKcWxx+vPD+K1+rKn/ULnELH+VnvDByB6tzrpt/6CG6fjkYnv56C06zQPuuvoe13WYGH5Rq8bGfkS12j7TkP9Unp/iz7RlKJV66fZSKcMtPvspJWFBzcZlyFgguugp9F65CzLwpva5GrsrWXz+u7+B0ShFWWwq+VwbZu4hsJa2s6YLDXGJ+1+JCcZOtx5Q4lGmqfhf5g329oY7NKQizdz9lzpsftky6AY9XwyS7Qd5OUM4vZCLhNiTzakL0YZK/6VIrIJ0HgxKj1kzQZKpJX0EKXP9INz2XypBgQQvKFhp9cmaRjsgbebYJsn9zOYDuzpJ3ceVNB4EYI98kc0Th057t8M03i2MlvTmLy4VWu2jFjNUi+Ja3DQoYLXlpWIs5nxOD4bfdPBo2OJdzm5yfjBiekWxm3xo7He3yfrd2fzN1A8KY8Gbpfpg9Om3b7JAZpiWKqTTGPCLY/q7fBpx3hk4F9pSnpq3ouU/5Q7ZPWhJNLz580KHxeZadHf2lTerGyVJJilhVuNN2frKxxhGqUsfZZXHhZBdxVQ255f5cNNdigxmww3V72KZbySR7D0VD6JpuNo2KjXJzLTYPxpE+fVDZ8jfXwTAPeczk2Pq4smk+J02WWFdaFDDoYf4bxSbgPPMdz0svm8/Nwxqb2yefTrUZfXf/k/+FJjQLi9tbtWYhaobYu3+8vGKdweH73I+ClKuYN2xdwG9JTi5sdtMnZwHJ/90bgXX0V2kuhe6a+fNXahj2WwQeYl5er35OBt1WvHvZw6MO777UB5bd84MwN92eLyDji+vv435bSqOtL0A7UxPXsuTuVyLt/dqaGWmlKvT87WYONvawKmLDzBaf6bcR9siGhBNVghW01uM20ukrqzNMTDVNFuqrww+4cTYaKqD67fGMJ3OX52RWETwxOPnuI9CXaJLp3Bd8tR7AtIcd3hxJup6EcHl2rLhFfeFOAeNXPTie8q7gpbIzS9ng3lcmGfVR4nXVvjP72XYekIbTjEfZp4bZcnmv/FnW++fJ5qfwo7PfSWIkIdfvsDw9ulUWV47OfDLfbWdbx980d3NwGMAKtsC09KL1F7zjuYoPtTv3Z9KZz06LWzYuNU++vpZIu58/e+WAGLnfvn+333etZ82e7Ht7R4tTufpXEy8ZjKpUZdv1HlyhwaZ8qAXpGbenKcjIUFRi3a7ivVT2Q6GCqD7f7Or/FCUNmCKpFCcUMcHuTtHvuax8Gn5OizadKQqRN/VDJV9XyXCGhRh+fQgvjSHqXT10GmAK8/KnjgKPauupEqA0eD6d+Vt+UrwcxPkq5dr3Jr35EjbC3Mmyh3mRIEkQlx3BbSKbneuyjUvY31K0Mtlk6rduxzoWOWvt2VLzj62XgdtC1ju9sWmxsX1it96fqZkjZ7C49FumARyc2jjU9gyzpQLcCjkLmftzSgUJ8IZYG0clL02L/lBINSfFoLyuUHsG7YgW0J0tKz29tqDjVTwETDcH9UPA0UOhYBY+hQIpOYdJUi2N2fz03gSKxUj6FVoMGvYILTizMglMfOT+FXEMrCi00s1oV0/0cTx3CLvB668EGOcisrGooH1OPclLNna82A89V65GXoWl6TlOQdM+fojW4vYJ8yqH4jV5n1Rx8iuUGPW9pFSSqPaHk5++2eis89zV36o3G1vdTojdWQTxxYyjpg9stYLuCEsCqEfXhc/b+KQ2kyZqKlPwpJZwX+4Laywqlh3Rf26u5KhJtHXqvgEZN2VJEjBWMk9ykTdr3p+BR3dpdwuqhQBK+Xjx4QvqibY4FSv8WWtLeTeL2/tRlTor4sR4XHxhbvXysfQZf3kk7+LxbmZ9q0IkkRdN4ib6vjTrv3aEER6WHvqp00gtQ1KQVqlDhLDx31WqXCPDikmfqn2rWSctmr3f7FL/Scm5TaV/H12xPJb9cBfqhhnaSVr402oWaW1rUMYkqnxpdOEKGq3aXctf+/Nk2tFCKtb70tNubqrvva4MnTQsqakDimU/+ucqJsf2nwngmtitnap+CZDieqEk83WyTbX5rYfIpbJ4krFiZfAqhpwRbp+pKyb3YQfnhNa3z+ILqicV7VsVKKMCmn75yH8QZO9boCx/yDY2F3DTa2zpctZMYAOY+Hj6utt59XxA+6a3I6swLBeTwsrIgSX1A1345yYJMymBiITp81LxOo2bStLEFWExBoZyd3nx7VsRvcNpRnrMj2HzVWBWvnv1b3Y/gPHYARNM+jev3p7Z+IviojnZxlDj65rdFnOod8TX6k3V1QwREHBXysjkbTfNT6j+RJpnqYUWhnZ6ivLlFVU2l/r5lAAWAkujXh9OFtuamyXoyaU4JrQeSBqgqbU6yFkn7GWrBp3EqtDBMyUqm3Tpha86+bz4rsrnsVHwrxKyScKyLd4THn/PUq6mAPLRUICdgt1NPZSmG7GGZFYJ8vGJrBjoDa2qD57Ljz0mPSdUSKHR4SGhgavNagvza917cppK5L/9tFJnE8opioShRPme3VZLmrNBuArebqR4dFlj380419s1uplbaVuxq7uf0Ex+G/mlnmVwa4ZQ428Z7OJLi09j81xaDcoGFLm0119jMsZcWcxk31/xpr0HSwG7avdpumBbKc/xANLl8mnSm2oYV5eOnQDH5uk4Jgms1H5p9Jm+SLaZWc5ANHWNFiZNwsMoTaDUNjf2SiyvsC81EU/WCytXQfET158t7rbv56NeUNCWHpjorzCMsON2/V3JX9f42N01pDmnTCwuKKlPPxRk28/w0SU1Sw1Twq6cKlas9wDPelL7522s1pyQos6iaNJ6/yheh/hrfsYXagoUnY3Vy1fTsJMypXeqZY+dXQYXB7mZenMJEXT3c4kPtqfkOMrh93df+uxfCBM957PtXk6zvQ4PbMrbesW1NuK9ZCJ7ripbhHXGjEbrfwAMToo0R8X9Og3uF7o7roStoPNS2BkLM1Npa5sOTTR27ue7txRNnwbMu08LUNubm5V47jr6nD75T27QAsnew7ya+U7fiR98aCKfNcq6WRJvs2nVvPkpdjZCuxbCgFmF3Wb2BbOnQvflweyYE+75VEU6x6XxaG8f6hhZPksPwLY9w4sq7xhZJuL3gXZPrzd5vas/xbdxqcPCtlvBe22rMtJC7vGdnZpszNmzCWVZquiGyKe1ad599kDx1Nb++T7B9/lkdZ+zwo/71cItVH/5kL+CFfdF1GlwD5vxxRSS+CxXe8In+dK3CO80Mq8vVovcrPddDSbYu33W/wieZqdVdW9NeXRdEMOw/0MvjumjhNsGrQYiuWxvr23j4mH2d5m3GBSMb0VYzrr0INb2cPvZ1mrepF95QMJyxCXhxWykm8T5RC93cghweUWgmhk8WvauZuNa8+tULYhr24TLu+6ZkuC32VWcnd6g56715Yg+jvn3NIHtVpgQBlHm903i4fZwlx9boIuENu31THHGvkR/O5sWnxRpuN1Ildr4hGz7XnvQt0eA812ka3hNFrfaurxtuS+iaNs+l5r45o4V0CFx/OBwhor4uxx5gzw+vlxYhoc8cbotcrY9w+yKR/RxPXX2tsV8dbnPd1Ve/ertUWb24Bd9Z4hCu771ICGTk0WOfPHwrSIhb4FYfzoqBBZJvt4dnsj7r/PdV9ovQVfKip/Jr2gfbE1HPMK5pmG3nh9tPbzX2/sNRCB15KwVISHhzKYIHYYFyyZqkXyUKEYhP1EMXx6e4bE5MOWYUNIDbKHar+R/Nu7FWZfDSKXGMwghwu7NL4UNhSk/P+Zs95xH1FcADcdF1mnZfy5xBvEeNBpuV+QZ6GVHTQdzue9lYCbyFUT6SgIBThigSPMlq2YLb+JSf09CUXaLABJgCJL2VOPjltmfsqQokneYnXwFG/mEu+QqLQlp9ToP0UKpRBaNgHVlWxgfVjFbXX71V1KSSIi+mAbcQ+Uojim+Ij6K9ITh5341JdN4fDY8ikZUur0ekie6uBUqRBWWeMyqBgEln6oXPSjDP5yIHL00LgiIFa0r7T7egCNuF+6di4H2P/NElgSfl4KKOibjd+Wsdj2DDGkExs7RJRcOZ00MRt1tfl66KOhKe8zM6tSirArZ/KOmPK6W9nfsWs/NoY+CI8ixwG/0UVGBu2Upb86wkX+rSN3EqL3CLJGhS5P/V7rneYo6xb1GjqBOLgdvIppYAnDbt/cx5c/tv1d/jNWfgWywcztAwn/PbA9XC32vXwG3OyG2dp9kY3RZfG8IaV5wGjrjdzXtp41CLtiYfPbqibJKT0gHb6k2VzTw3myVm2byyQm1RkQdusbW+nltGVrVtPAoF6/+CsA+cCjsp8iiNtiNJ/DrnSpd4gSA4WjSk7Hip0ZCfm9v8pK0YLzQEL/h0FvGyd4zB9tLJz9TrFYnbzdQ7xZbueE5uQ9+a8p3qkficzx+19f0e5G7JmKK9H9ST4Laku9JSVWIPekVot1xt1H7oVZjEx2r+ZVTqqoRa3N7LdH/UnOCNsp/1d5kZyvN3LR7NPYpCCVM3WMRTb2u6k4+o7p+XlgLf6MKui7RZ+NovQlOXKbOyV6gSt0FPClUM+k+Yx2xGXd9H6Urc/lRe3L7BVp6/a+H/1E1wilni5ZYWHVOW4mdwV6tKLlF4SxzJuXWaxJQ1N0+oJPco4AVHHmgLeF1swz3nqVS23VEITNxuJikszehjzL45KxAp+DlBMbgt6eT4exG0oHX28LEKBL0wWbnVO3NddxQyE7fbvI9Pv3dEbsXSvPGCaOXnlIp+Gi4i+/eS6Crqn3e6amBV6Xxk2MSRMl2Ht9au+fxZeWjPKOcmbrf/2jJvNwXLm0/lVKIsXCEuTl1dO4ShMz9jPg3IUytSLy8HpwaWlBdRLjYDz/HZvkq9bU6mDm7fjToYrip9nfs53oLlPj5yd3ALV9K1zsNO0X5rJXyhLQQvmwfHE06vm1PZg9Owd+eoyidORdPCLH51G1jZWKRTP+J+cGqzmBKdFmDRwqlKacJLB4qjZn6LI9rynt7eGOVjvQQhPK/iUK9kCMYIRYc75UNxSufyUkrsSMQ+fBKHRQVFuN1LyXN4xUW4jb2XHopTaIRTcdFzVHQUt5eEKZS19Uh3fa6zd7V+BmVIOEPG+ChJwtmvJ73ihCeFMTtaepS0Er53maXZnaN8ZWF1XW8tzL3cZZG/7q2Ml5fHFLcFgc7j5DSLVvVZMTWJlqGNvc0pXStRlhNuR6v81Kl4gpE8vVvU/BS3eZblEnkl+ybfP1u6bAKDdii8sur+aI3C273VQJ02qfigCixqmYrTJnGLs5czn9vTqw0fKWqiwnEzH1FCVXiQk/R6q9C5WnPJI1LS+/wmvuYrBc3WoqRPQ/XAK7wKWyy1jn7kYKF3o6MhaMcK2wO2sGSq+Tyv9AN5JsqP7iBAC85qwvZqtaJ9q9K+0rZFqa1O19WUQ+j4YeROW9DHBdebNUJQ0xUe9D0E7V2wfZzZHo5X6hVmX0FKvZlCvOdP4t5ij8zL/YJtfEKnxYsDCw8W7o+KcFFyEO80SL/VHLwxHYMtqBAXUoxUCfWgWQy2/5KSV69wLFy5Y2xTVEmwbGorda7YiSeDiWjQLXZSy2AapWsPwszCc/D4kXGm6P/5ixSX5BTUnYV50DNoQYPJeHI3nHK0MKLiPehMg3EsGV6TWrBIGH8ql93Sc+bWNTZ6XWswem29BRVsYaauEiSzwSPJqtYLbAvb5FlykOMWXnOzdgJ5hTYmSLfv20t9CzNqlSAMXkiMZ4ktOxVx0fU9O8lxqK0p2AWeWielfeZCBI0DntctF55yC3Yi59BULwZhr4gOzjY4zxlk1YUrsbbXYBe1CNKmhqm96zkebMuKa+Qg5C5McWANsu9FOxEXTr9OI17UHgfncILy4IaHgzTsLfLtz5ntDbOXL4jSC9t57YRewh6MVv6MgvfCNuouZftXHr9ou6VdW0wfQfnnTw6VRwSNffBEpSAFRf7CHs+tvRyv3y9s0UNJQe1fmCqihS3eqc/RNh/y27xlAJjq5D68vwA0r844b0YgTOV5AZP1qM858rj4aLyjQdHWl1o7vf8BuOK5EN0ShAcZAnkrtL0ZBUbhM/dguSBso0UtwaABjHiY/Qhv5wAety3B7mD+IJzUiUwZ39jJb6hS694/AspsZ4d4t4nCNqQFlDYwOGsK0U4HvGws0JhrD7Ync0V3i7K83lO0woDai0rG1/tmgMl/txxcNoQp1FDpa3bH2nPBKsQZd4ALqd4SbD7ANhshme9NQYRxjdO5bSRo93Puypg+grFI0TZxoj3X25CA7Wmx1PGmJcLckAyu193T8ydt2mMB74xPRMk3zWCSApZolDdUKdoNx1o82K8I2/tbZdbCTvJagCStX21GCR4uYHtV+KS94ws4WRjScvCHER7adhrKDpUftmj/iiYz4Kwn7R1poIXhqQX/GnCV7XtwuxG215fPLjGp9v5cdu3q93COOVCaJucd7HXAnQR1DWY8wh3xIFn3TG29bDxYRQRHn6KCikT61Nv/gCdJoRnMggrlGjb+NPn/YCy8B1CZiNPI7B2HwJrpe3AnAuNliInKRYhb+nOSbK/wcj5qv8WM7EWJob0hkvCk8uWfOnVHvp6TVFlRBVclMA0G609e70JDBnt9uTtNShKey2bSqdHGCcz3b19Wd6ZPYFs50Y8uMbl3XEUiy77bEZyjwCgjLfOp9FvazFWXrD+Ju/ye1ikSmgTC3VlVgXPVSNl/vlbQ1fOgdvr5hDlQydp3Z40FpjoT3zJnpAVm7AumW4L20JOOTVSJPtjCNMp1u3PuAk+S4S34fAlboME1dyQ0dWzWMp4J1FuFgS06omHdG4sJT0kW9i7jmvlgkng4sznTMnC5+lzX8VqcCRfOjiGaxUZ1vZPUqjF75+CTBrZPhdHMmaqJ2iNPMlVDPmn9ROrg7O8tv7bXmA2MREWfwcZtYZS/oPb/u2a7rOQw47S3ggPfZFNuGcfZDLzWOMJzedK9dnJFdYCdvkJvPgfesRlWdXb58znanj8mWN7BDlztJc8j+N0VlSRW3Exxx3vDUjAjZQmmeWDuJc6CzmJP2IY8G5wx5Buppefcs2rm9T59hWJKOxabuWXoB2H9biNFV2PYnk0yRfydGhdvCAim5N5mEW8fKDwKG4Bd0Xrrz1+z6ZA9Ze9BCG5q+OqsPewk+aHI0OZgYwgehGvR9FCYfE0Stj+xQohMhWJhqvLOiWCLYK51EvUq540TZUs12C+C7aMbU9gmiLoWEdTd3so5eA9HcKXCPwXHx4UHmgdgdPeeo/H1WOd+bSOLSoNv2iekq3HvGJtK4iZ5Amc9WTIzPEokSEHYv/any7Il0yXt3SvBLD95kM7rcmE13AvXvgIDSqNZW2SwPd25YjDDgxJMnbuVawcGuT6JMuF7rIktEzaNvkw3yfeuYVLV4TcLJHBt+X7wSg9CqZ1Y5yCe7LqrbETdc4X6huVJrwuxgf252Yr6aPmMP7JJCG5hgtM1+ajK3l5LXZ9qg/LGtPpYPAAeKFYId3Wf60JmkhnmooV8ui571ifuzuRByLd9HgIJ+o7LFhjVlOdoVpRdbxTL1j3aKlFDGfLS+ij7A0GZRrJDvAwWWa1FUVazBKkBcBn7icnzlQR1eHOQfbRjbmhKaS286fhARF9vGYPafvmm8hJX+ryqMhKj3RDMZmfeuLFrqreysE216WRIWV8BG4f9wbWW3OI3QyOM/cKsi24979V7kXxIu6N5qvAcy1LV1qd7mi/XMzOHbxq85nxhbDI3ti+T0ZuBocjtbeHJncxxGCnahMQWmEHnqs/R7DUPtkfCEEVXUkMgBFyWjPnCVG7mGcc52p1IsekkzGsvth9MIoEhtM+9YQXuQzOvH1lpsaJl6NY4nHXPFr4Htg1x1DZsq1gW372s+tC+MYuhdsehvyRtCFZ5wSab4FdAQzcZu6jjnVEgicJJEYuY1yRIl5r9jqqJhoau+uD7ZqqKE5V0ZSmCBNu3U+uD7WnRBxomwUInO8M0lPv10M5yILrPCttNuuUni5jAyu/Q1FcoqlmT9O3xXC6zv6mbhkF2RzXRZ1KfdeNcZfYQ5v9SJFTJ9dF/Onc6gy7FprVXiC1oarQbdeuyGyYRz7knPffR77YUNQjz8oPzyPtGUT4rRbNOjpIuyQePm/KjEBLRp4mLaALbL2/7BVHCEtn8EG3RBGp3KhVwvvtz3eQLCN9jyFboKi1yVW4ydlu/vfFKUhDhg0G6VFeI2lW5vVJb9LTaELeCPnvZ8v2cgrz1fccwE53bmw1KxaT5XmsFqK3Nco8RbKEPq2p2RBlhnZdVMEmdGAMbZlsnK5C2YXFPdoWqr1pKi/E1bcHICiq+Lq30/SZ0ObDnx8+3vucmCB49xu70KCf75WPF+bgFP9jGzNTjqqCoJW6s67aveX/7Q2pXOceVBV3U9g5NLTjudF31OQfxGtfnVy30YtPAtVYtQ2X/C7Pb+V34gLkOLX3sap+xVuauFOlLRvZea08opuU5rqkKzYkF0V5piNWX2tSS17rsXazRuI7q9IROhDQ2tblSM6Bf79H9Ts5N6tD5WmObWuU7G+thJVkvlXgx9y971PWC1EvtbJfsjfFifI9mxprR3xgsu7z6T/ruZae16f5XJU9YAFftHrJrKbuAsXeYK7uEElUJq+ilOEC1kQS/0moJAdsalRIQv0BHzUAPHMjyvW1aUeUTph3lObbSUZfjyh9dhTXwSKLLfu14cGc9FZIKiDPQ86ekgoUtbQ0HhtUr0mJmQhIPIy/c0aqYG9uno4yUz3pUaqtuhhKJbdWd8a1k92db+Zdf6gRst2nlX2wOujdmK4imKLIyOc0VbEAbVkYxWWMY9UIbYiRV1cYaT1HKYIiOCR/pbSQetHSnrtaegxuZ+5g0QrSDT0u5JAv2anquY66i3ZCQAttg2XV5iKTvv0j/wK2jue02GI4H41Ubc11GizrQyYvZ9LyyoWiTtEJHmk+XoXCSSP8rt8a8+WAbIvEFCpk4dFLsAQydoxIerz9Iyn29Nz6dV+sS1dFJOloVeWP7H7wglBOkReLB7e4ry/dLFVbqkwcDO3lF5sfn6N6uQYbepxsRlqFgRRlOm4ivtSqrbO+hcRBTmajTaBxDiEdbI5vmqlbikA6t6IpRzAG2h9ifM7P4Wm7Zv5QqmDdVp25TBVILW7hMClkiNmUXT4OrrIZCFhcxH7tR20T7Hml/0l2lj1yITwUjCbSCOQRmRrrmg20sI1kTsslVadJLeepMeFk2HasJ3Sek6yonuu6VvZ57dVOlU0xTE7nuLoPBjXm6nxQ4+kmNxa4S5rk/Ix+LHm0nhTx6ZQaxb0UO3deliXbhXuU2FpLxlf7wys4sqXvaQNdPnyp8mT0m+sHL6k4qJbvDAbUpdA/utVmwr07O0ayXwg4CglVDKnQIglg4tSKTKpNR3sSwDVGpPGhIR7Jpka6yvw5c4gYeRGGDo10MYahlSK7D4pG2cbLly6hxl0TSXKpBBGPP0TemM/secasFjGruwkQFc2PE2xK0aM5akA6YVuMeTkO2UN26CGDYQLmmaKTJiqy1/PZQQ0gn08uFysWVdzSE7pnN1msv6bfFhEwaqSWdYzYlpxa2CTjNzz5VU36gLotyMq5ru6bR4ovcoba6Zl2rDWiRd73fFjNqMTTa+9KgGHuqalo2sd8c9tYay6bBYICkBGvrsnErNgPMuEGHMF1RQQoYA8jnaAtg+jrJb5cPvFbJ4MrejTD5q0bbx5AG8I5UwXmgwBs2Fhur0ImQE+IQfVd/ocDH5ljcm0SvD9lD7U3as5jXcwqywy1atoPJXevv0Ti2nznt8U1vk987bVpUYssJbnPvoyE9mCsF237/FVpsuNYfpPMgP6dujBHyd6dveX3Qrcj/le1Gv7WLOKJNg8skPiEOsjBiM1m7tX7buDFETG3ikOkosz44W+BZZ9x7XvqNFCiBcb2YG5PfGp8NbHCVp9OQl+xezSMaabdk74LfreyfU9ERYAshbI6jSGn3hPIaIjlkoDZO+eLcYeO9NXWlXNq9Tyz40sY2rBLXhd17iWauYhVS/rqmhVlDtE8JANhu1aUygkpOaN0qvkNq5ikjyDJ02NTu311jdUHr2n+5dSE21u6JGtXQhP5KLFwwXCdNSFQ5XAjTPee2FTiF4r74AaFS+w2rUoIPcj93RMyLTM59AUWT7D11jWD8N56j2YmcsQijLfeDeyysDa6Ft3KiKjlG68/RLWlbOtR9oOt6Y7kDZi8mPRdCLF9i6QjisMi8JApNLjYT0sZ2Ap5eqD8B231KKlZJb66w4fR0Udnqa1iajMtV1EOMZ6PVczD7kEkH10yP1MYWRbRveQxKuvY+W+BEjc31DNpdtewk+0PpDTq9bHJAh963BQvSMyUW7xi2aPoeqiK6cEbatN9a9IX6HzBLM9UW3VoqLjqnti2mcvtlzbyIFKPaMmNpkTSNL5WOEcjfS7EHnHPPPcWyJRSTcUMfYN7Y/pzE5n1avUPtE/npJFmhmZeY16YktaZqnBCGac/B9MBTXOTLqsjd3io9pQiLWtx7Y1TjqSz0tVmkY+2Vs7hJigZpt+uQYbWXstZY4AUmq64Cr7z0Axe277ytirKKc1B58KRtMZSUKWeK+i+U8WH/Gqlfqr7LV6WRHKUDEuEDW8Lsq1Mp7/jUtYmuQatIs3Y/r0zUjN4xxXG55vLiWUkzhJq5/rY+IYUw0p402f1K8lcNhXfgKUNTBBIsGHyPZlanPK7au+DObdMxL0ao9VNWkmFmSgjuuewiCdD2qRfsaFBS9gO22zX3Q2f+kRx+KDpU+nGmXaJI6u45upFGKKpntOecnqMxHu+fMkcyh3ZLbtVKZuLSsfFETaDEWkkyhxNXSzA7Eitk6BI0aAv/Ci7BdqcsOEB04dJQurCFyKsMsxdkNjdt+N6Pt7pTqb2WKTGlY6DuLH9fNaHMA746FGxLiq7KUyK6PSh0RbOUSXal89Nzkpy50lh52rtG9L7qVO3LXolWMnNs1rRY1arMnH3fQxgzwXVum03Qke2xNFZuIyRsoHysY9OE3bwuhP6ufTdoiB20jYSqWzkINNpzZ5dSzx6A5fxEnVQo3e0KsuhVAdursgZ3uY41JttQFgymAHFXC9skfW+c7JZkHU1Mt69kSmWWoc9XHD8a+RNM1fV7bjpueopVy8vQkmhlyqPg2hMH4meo4qoimkpqYZJX1yDjEgqlSVMlzBbBCAGtUH0ottG474qtSVPZmnsuuvTwF25sKbZYsE0+ym4Jryq5QUKYjakvXuXdeSgKAtO/uAqofTE4FT6S8kJqwr7ttd4ilVSqZjZfZ04uye6IzVFg2VUvakt5vTu+VH1IEckGPeFadn4dUe9796r4gne43ahrFc6zVFtfDtrb5CHaKqhPfW/vwNmuzp9Ce6lja9ddhfk2Ga13Fp5Xf3Mo2CfxU4s66Snw5x4959F80z+F/+R4SEuu81jssfPCyEXbKDLvTwMB6RxbPLRV4G9zZV3DJvkc+zU5fxoUJK2cZVxqnAaJ9e6S0ulV4me+z4EsjX0j6p5Dwh5VmYdbnEd3XmiXUFldk4dLaLuA222+1/FI2b2XY8GahFVC+wYZnILUxKfdY0gYeLTVTULrwHg5qfX0aRsht2Mzhs7vuk9I7lS2faAVvdrnLDbpqf879LAMyRdLrSv0vMBtmtJNIyJQq9viTSphn54atHQrZdOfHhxSPPYQ0+rBsRBsd1dLTPca+/hfLw+iuTjifHt/SP6wf19XDxGy/n3zG2XS+ektIv2TqpTwQi+S8j9a5Kp1CSHs5zw2Ws9vRxM5IBvVdDt9ZxQqsm2pTtBIVa82Xj7IQIb+qqGEJrs7sR1rib8ONXZSLlR3V6q4+qtDsxfZIRm6fZrDEGdFjWB+msnEyQltPpdkDtzimdXY6ZvVltrqfX2b3sR7zevv8kbtN7+xnswzfZrqpKramrrPfHMevFx5rOa8bE9/Zf5IKxWyaJ/mP/JKNHaNTxMh3N6FvJoLkeEtz3nsoutuFnx7EUktsV06Py2N6KSmZRKItEN+FBSUcxqrncy3TJJdWgINocMSjEPxOj3r3vJw+xDb/e3gJPHUk/wsQieoMk+SPr8oLpXTxsbYcLVPoyk5JhQsvw2rcLZo0uKYDTznYY9h4V877Fji9G31sf7aaqVl2svuY5Vb0ToNEUeRc3Zo25Vmaaqrhfht/iUrZU+8rObfRIYjb852a1qdyL/WYjJTNgP11Vr861CGD7yJxBu7Ys/xtlLJu9P51wE9tLnZ0mpd/nVSK2tlMeHqyLapI5XnPJgS5/Lp1EaFdGqdGvu9yVy1MXabOZbe+/cSkiAG/WknJ3eVqCf9tKWTvELxd7extyc4gxf6Rz5t70POxWl+mufJatUiK2+a7Ycm082X0qtvzUcM1GaUPj8d/nBm2bIVAebv4i3Gk4V9UBAY6kVXa3FQIiCzVZYM5q2GubKWTKS27vVQgtIBuS3kyvNHMAFOk8o6Hqmw6+Hs2/T0EWQgvZWWIQxiCOj1tpcPGUwGwQfJey5PkaAbgYzncnq4MzsO9wrhSHGRz+4fWYqp/d2rzo+MxbyeRDfc3pH8Hj+p1/yoZJDlIoDuH7ENeC2ShkUM4XqyIuS/KvHOR8pjZbryFhy5/fktACj35u3RJSLZlbQijcoiU1WBMvFAoATJ7PLwNbYH3RLSXRfhY5Q/URYsy/IY1YOO8MLm9qqT7Y3qKpLlnHJuCSItkuW0YWrpwiA0vj4IpcIae4JRA0bym0XWbkEzRjmyQbeMOAXy9+b2PxIUD3o06iK7274eUsjluR4LBVvOH7kbZcT6+ra8bM5UbFXTltmxQaI9x2PEoC/Xy/IsWc6cPyo+4LmUahH9sXX6fii0Ly4f4yASRA7M7vJsUWsIjKrGUjhCnGWtGFDxrFVebUHJiOTYoGlqKR/ZKLEmibncQ0b+KCWRHrMZqfyLwkqkx5LUgKVuUPcgC25dQmBBtwl1T4trxuI//Sd4s5Fn6UvZLHLvZ6hqWSk3Bn0pcmQUTi4ZrJ9OFdmw+17PkFoXqTMsjpl8Xcf/ZLDIh9k7JZUcTYnPOwWvks8IclrKlGUZYAVZLlJlFCsuxa8bWZ/n99pNXuPRVvwiJ2YxZ1mH/kTDUAjlX0tMrFKENza3N+vq6xQ/UTLSYkX/iOJmSpflBysnsyiGqOmjkEb+6x5/hNbAicTY4tR1P2ehIrilj44bmTFUj/PSfaNEoD3coqit+/bTiZvaMqlbV+6nN6fk2C2zSjrrM+nAhzdJ8EfdukkfQduqez/5OzAjxeZDVg+Ly/L9jup6UwVvY5/9J9IHXyGeeCm7fWCqFG5ps3oJQOXIrrssScLrunbJN7wun4ggMahUWVmigV6SEBlTvj9awpEVXSfvlIXd46t3SKrMPt67f3QTt7ZpXbqMNmXt0mySZVd/9Bp/uoykxUqRD03Qd4Tbo72WrqTKch6uYtr60Y8kNWaPsC6ODPFaNMIxPJ8ffUpyZjYYph5lLsmZ2SO8Fu726fbnZ9mYmEr9qGgikUopeP2IbsLtGdYlJXozQz4c5TQ+5CDqSYZstdBEcVD4MlQBWyx0P6exKWCJJDvtUXizB9TuR8E0pfvla+50yqbgkbTeDAKp8JmU2ZTQKlH6c3rc9rbA6yvAWpQoq5Lf8kKu8BvPncVRmK0b45nXokwsGE3GGVVowRYMSBWK7lI0MNPm9RpLA9ip3MIb3fAtquWKU1S+VHoTNa/PxTPJ1SjGCx5YcC1xYElAP5dDQn2L8b5iv5V8GZI7OYoJw2969peYsC3d6/Ucb4uQeo8gVQy2W3NtreJX8Vjc7nxaSsi5ZAUD4NLv1pb+8qunXJVFWxJbXpdZHF32JZBM/Xl5OM6ietGc7jOc+BLljSSZn7UlJY7RxebPur9eEmJT9OD1qeG0rfSlf71qGDem/PEjf12lBjvaVt1+ZbThGQeJxRHnmc/p7Y4sJWSn0g23H3tdS5L8VfsWn+twtIP7Kp0F24gmL2OnJV6Vc5NotKTHLaK/nqsZ9M+vw1+pcrhNovnayubPqr+So1s/UQLp6rRY2ILslJf0+KunXqX4IhFUL78OzlQPLpl4Kufmc5qSFHB5dXewPTVGvaASv/iQFRScjcKNeRXvHsXm4exH7tMMiX89nKa2j5h9lRpOKfUjfl+V6SuygkIsH35vLge9GsX14Umt0kGLX3hKVFzYlm3P0TaM3lui/xX6h9c8pSNO69uVrvJgi5jlO+L8Aqp0adXxGnwH4BYrjrI49bDPxdin2UeJ9gV1ydK2j9tBJYmYqhyK4LP3fRplbWsu0UwBzuJ/RO8F4baE8uFlb+7BMzvbKXo7wCvyCMvzgXn5x5ErSNEjoirrWNlvCV4T8K6CVHAr93MSwlzygM6vAkyNQmvR9kJ8dvkEwXHPXT+VujypwAX7DLjdAHkFeBuOxZc2tzg6Z5tT/1NmtPOAM8hcy/6jsYpJm9sXcM/oCgKW7M4dzUXgGJTKeYF5c+b5nN5CBmIc71FSJXorrydvaSJsD/BaHM/wPWiRa00tj2iZAk9UsG2LFepry8PT9iJx1itVYrh9vSA/pxaw3Zl0L8MXixufq2zySZYJhzOCgWuVtnxpbAq677w5HeWlRkMZOAs53UxnQCOe0QpfHGOz9bMQtM1aQXqDG/GRHoMbi4f6/giZFrlx0ScHXnaaHlsdlN/Twyu7HsFuB4wfsSxQnGuP+Jq84eXK+X74uMbj5vO6/8DnNv/oy7HvOT2GDD16CNVLPk3rYyPUHHs+ojnjlgaltyiCZzw+o6OR8FySb3QD5i2WDqd69bqjMxK80eq0zoPPyXMxjUqm8S/YLsFtFS1TeW/TJD7ScodhdUofvTgdFFkLGW/3BEdDWbdYQrorUwFP6VpzgLOTguc2lq0Le8fIQz/c7olcZn6uVOCK59DHxAqOKtjmjQ/1OU23l/HeXlhPiqEu/dz1CBEnYPNm84ln4Lr812urku6dTRpu8ua613Yy/EYRekTPrrpkPJfLofP+gmPxkJcnWEG/6968rHqL4CEGx79lLE8wSo3uhxOe9hy9yODk+GqJnmbi9ljkXcaqtt7tuX60qrlv3hutoqLaxj7c5o1rXz4bo5fy9N5hDW4rDbLhcmSzUX4FvHDqKcdr3gZCOEzefs7mTbwuqwR4GXNNbeSSSaK3aBcHtxFBjmA0M3KPnvNTPqYn5WznKrnkPGXeIvu6MtYsBi+3JKO9rR3cIhDlSLwNnvhIyyMQfX720TbHn7rmaKcHl5HPOj+lBe05Hi+Ga0S3vqocMxvI0d1PXEZHi1NL/hxvcaTWFN4lsJJ8tkdyLTfAis1ifjhFXDO6EML34u5WO2Qpa6yD25o53cHMsConnWp0PhS1h3Ito8Rr74+AaWHTuZ2vIrwzXXVx6ubzvfm4JF7q7RnBVOGn6Oa4sApQFh/LVKgqf93x6AlukfCUHjNHu9bnkyKYQK4ymk7CCwvpZV5504z1nJ4IentgvuaVcFs9jY/XJdjGZm1TFO0KX/25mtGkpRUsM+FShV+cSXp/alybqtiDJSccTWgZkLZlWnVvnqgCLcHZE5y1po1GoHAbCrVMgj9+qFVp8CGvDm8oCrffqieoWGLHM2TByXW26EsKJ5iod/QxXbzKdgYu9RWwCstKiy6p4HsbtNODSaNW2xzNjxTNVsHlvuVFQxPmhbbBw5FW6tGzFW6LG+1keY9XcRtC+7qcNiTDsrgNYl2mrc4rVnw2edQUCXeV+vyqiaVbjla0laQ5k96yuk20071c9WfR0hZuH0zv0QFX2B7JOnu95/NRdTVl6OY4I114YxW2jHFp0y/P8eSOt2Hua8gLH+2Swrc38F1cfU3ivd4rziHJTo5n+Qa/BsFweyjLW3YqltwvLGVmubTFy/uVD47RaoPuzlUFv/mYy5bU2RXDbXV0jY+9sThyC4tPrGKf43HfIhDxNsnw1VYKvinVea7e5vQ+Z3RhrigI25Azl5szqaW1OrmVLtMGl3dzrlIQvpVU8e7P8EwjXBa3K+vjOT/9s61FF2k43thzmVHbYrftiZxoqMjFz7tRV+XxL+3nefNqcXsqZZldk5ApD7cXX7sU3hy7Sio4ywNHLaJtVVnBWUJfKXhsg+1rldUNPaK1lAfnNEv5OHXDbcnUt3P46+wtLhFrekdzWvYE0EZus0V/cDjTgIy95See23N2khq5Rf/xSt7f7v21/MTZ71vBFTyXvs/z+phXbQjcUl32vufi9kwY2uGt7ekQ5Vx7G68c/dPh9oYoNUFzqY3I9TmPrT0kdOx92Kvsfy55VHvfdnHSKmPxpELoxRl1SBx6X3hxYm1heyv20dzwxKrYm8tXKc3Our3r8SdZLwhcH0ewqK+Sj61Ey8HSXhxnv7y4reeuh7OLfS1e3zQMGwupyhenUkOWx8q3wG1Jz+KKxtQ3D4PYK7nN9Xfli/zgzrpl4yc/I1nXS3LytKa+eRj2G6jd7IvbcL5fEbImKoerVIQ9+Rm2GxD1nuLFzrefCI8nKw9T65I2L5u35btFd+qbhgHb66InItnG2p6rQTLzWlc53/RMksGhAib6Vi3iWB+5pE+T9ntpXH3WekndnpmEcNVuclkhOLsTOLLkxd/MDWqkQxGs4fomaNIbm4lrJ2NhBHL1NaBt+ORt2LRoQzbGlSm+7zBNqqG9680hXfDkbVD8pDELzsRY035biyx8NXLBn8SNxD0vxWk0tr6JG9nDyRS6ymvvXpM8mxlMXV28vokbFDtnU50WHa9TYgaLW9RDGwm8vxkdtjNuFTTD55u5gSOov3nbJfTwTgU9l4nX3pO5kbamzZ5VPJU23581cR3M4vnJrKCMmaqMdKrE8le/kXhRGb34m9FB8DJJTuhWS+yTuUnbCn2I0zq2lg8yL7xUoVjZAXJ/F10Slg90xfLl9Ydj/lPE7zejw74ISqdNPL+Zm8W73hLxHUWwLyKbJ/H6RMPgKflXsI1h7XoOJ5+sl8HW929Gh/0SnD3X5WBWt+++YqPW1unnm9FBGRI1UrvMRoL9yd0kbT3Kfwc+02rFheNnT6hGQ+2bvGEjxR4Lt78xzV95PsdThbdOU9+kDvsoNgAwLtBSWyR3sPnoD35zOmyvYNAsPN/czZJ2JJCi1xa9t+foUiR2B7/flA4ijlXaQ/DM6jdt3lbKEvxmdNh0mZK+gtc3cyPetOCFj7QKneC4NrMAp+P2WV+yFyNtKOHBKJY2pxiqrquZ7wKTzZiRZL/TmOT782MJjFLW1SNi9GR0tBszqp5IkiflCmiQYrQnwvBCPy4J63tz4pB7nb++mRvkGCnlXOexJzV2iELG6JZjB526b0aHfZq12IezO76uE45E1brO+c6fbNTY56Y3in60J3MDtw+FlCvdukQjffM8VsqlZaUYVlCD0iJ7iUW8Up7/HI/ukX4X9TVPRoedHdqZpnh/UzfiU0Y+TcvuOp7rwZiJP1uef9vzIJPWEBHIdb2qSCpys6d4evM57PSkqk34hhPVvfaTxRkw13nKm8+RUOKgbQne3rwNXBoKwnalK+5EEhGp1CY+3rSNtoBWdR9NvnRpPKe3CJphhSbfN5sjUcQsY5/Grnde9q7iNvZcm7/ZHLaGMjqq4uXN2sCx+t386d6G56vOsXh7sznoIGYZiMPZrtxPFe2MMfZ1jjebgxRivTUrNVb3z1eVlYK6Gaabyrj3hhBiiGkVG9EF/HxU2kyqsgKiCxg1jvlw+77aOk158zlZjZRKD6oPWC2Qm/fr1jcOfxI6bCbZc9bTok3rydxIKFEa9vB5lbT/LpmpKg/zxsD/LPbYZaKaY3Gqhvbt1yadejcaRSdPSifLdqxqqEMo+MndwO2xEOHDLbRZq6ssTfi8/257czfagJrrI1ch9I5K8XtH0WudZ7xJHTagxrJQoln4Td6I27s8N0fBdvNaWTmB05u7YV9qGT+rizjtCJx9KVohsnh55iqkFxs6RsL2pdT0nMUWwvKLgr8pHbarusaJwb7tTtywW2WxzVwntwn92uMBtV5qv7xpMH4zN2xj2f8i39rmT5wYXngX1vHpzehktTuqcqmxZn1yN/A1KInXNq7nehAEqos392dpEdAHobawOZ7LnPT+T/Hx5m6yOglUUaL+47qkfeD2a1E1EH9zOpKPnPc+Pr25m6x4SU5DxvO1g9JMyuhW1Ehv8pu60e5W56fAbY6pK0bOTcvvtnh7UzfsetHGVcTHm7th18uus27e+w5u2fViEc3fVZv7Tt7krt4N/Sw1Lc09LnSUtWgYg6c3eYN0pd39us5jC+5rPufBh57bCX+TOhK1bAon1b78JG/YDrPHcq3juw2Ue9QnX6ZqBxQz38+ZukwZ7yBfeT+p5cyndMtze8la7tRNplMy9318elM3WW36MjjrEoda1ozwG/H1IV7e1A37ZDhTZPE60rKPh2duyDpPe3M32idbARMCkvTfzIezClz4Td1IZpOA3Dheuk/qJiu+llkUfc/1TvtdGCrR183JkmAbD0eBke+Wzudcnxl7rpFj8zd1k6cmJD0rmenu1E1ectbrz3abjvYUN1dfm/B4EzeIdmIGDy+63/3hdbmHir8T5aTvgIZ/sI2QSxxrcSLkxd/MjXbVLhwO4OXN3MDtjjMsIPpoy+z1Ihdybln5aFqm39xNoSaUFKk4bfDrmcBt8LjWecabuylSDKC3/UbL8c3RaLctYzUDlxhG2pzUg94RnB2e3A3qoLMpwEe4kXaKsbmtMlR9gHLjm7thtw0/7XX+/uZoxLWDLDzme5ofnm/mxmG5o95/jl4eB/cfWt+MS8D9TbgEPN+8isP0LT3pk4DzmyYJuL5ZkoD7mw0JeL5JD4elB7WTHgHnN7cRcH2WPIH2N1MR8HwzFQ6jAvNkJALOb+Ih4PrmFwLub3oh4PmmEX54UAz4ZAsCzm+yIOD65gQC7s8SPND5rvAdvpV7rfkPzvVwEjZen+V6wP1drQc8nyjHUTpOn7V3wPldYgdc3xV2wP1dSAc83wWzw4Sgz8I44Nz/viVD/kd7ARzwqw0d8avU7HF5dZMjfaWQI35ljCN+9YojfpWJPa4/reGIX1HhiF/14IhfPeCIX+Ffj9tP4Tfi7y9pP3HeiF8VXo/7T2834ldCN+JXKzfiVxQ34lf91uPx07ON+BWujbicnu54tWgjfeVlPZ4/IdmIX9HYiF912IhfvdeIX2FXh+mKe5cvAb9arRG/oqwRvzqrEY+/Xy8yS+/aIuBXJjXiV/g04lfiNOJXy9Tj9IqWRvoKkUb8So5G/GqLRvyKiHqcf2qhEb8CoBG/Up8Rv6KeEb/qnR6XnyBnxIeXhCajN14O+BXTjPiVx/S4/nQwI34FLyN+pS0jfkUsI35lKT1uP/3JiF+hyYjL31GAnpg3zgz4VYP0uP9kHyNOPmj84eJjxh/uPjT84RkjwIXHT28x4nyI9KSI8jfSw97x7xBPN8Yh0qPp4hDp0V1xiPToojhEejRFHCI9NT/8ifQSvQx/Iz1w/hvpgevfSA/c/0Z64PlnDk80DvyN9MD5b6QHrn8jPXD/G+mB599IL1Gm/zfSA+e/kR64/o30wP1vpAeefyO9RFH8nyANmv9GeuD6N9ID97+RHnj+jfQSNeh/Iz3w36kCWv9GeuD+N9IDz7+RXrrqT58t4vw30gPXv5EeuP+N9JJ8mP9Eegk757+RHjj/jfTA9U8sAO1/Iz3w/BvpJdUy/4n0wPlvpJfkxv0n0gP3v5EeeP6N9NI1fhJeEee/kR64/o30wA/ZK2CP9iLao70+f9Fvie/Rzh54tPMPHq0Exo+8qRGPdnbFo5238Winfjza2aMfevJSnuy8lkc7ZebRzrr90Ju482jnBD3aWUWPdsLyh96cp0c7a+rRTsh6tHO6P/Qmiz1a2WZPdrrao50J/6E3me7RztN7tFP9Hu1dhB96NyI82lsZHu1dEo/2RssPvXs4Hu1dII/WPpIne4fqh65nk8ujvT/m0d5682jv3nm0NwZf9Ntb9GhvT3q0dz492punP/Ruv3q0N3Y9WlvDnuwt5x96N6092vveHu0tdY/2rvwPvfv6Hu2SAY921YFHu6Dhh96SCI92VYVHu2DDo1Xy8SNvMYlHux7Fo13R4tGulfmht9rGo12w49EuBfJoFxP90Fum5NGudPJoF0t5tMuwfugp4/JkF4J5tGvMPNplah7tCrgfeovoPKphSPpV93m06wNf9Csx9GhXL3q0CyA92rWVP/RUZ3qy6zs92qWjHu3i0x9661c92qWxHq3iWk921e4PvYW/Hu3aYY92WbJHu7D5h97KaI9WzbUnu2rbo10P/kNvSblHuyrdo13v7tGqmP+Rt+beo13M79FuB/Botxl4tDsVfuhtdvBo91F4tFsxPNpdHj/0Nop4tHtNPNodLB6tHpgfebtoPNoNOh7tHh+PdvvQi34dSB7tJiaPdnuUR7vD6ofG06Tl0W7/8mh3kHm0W9N+6Olt82Rv/Hm0++482q17P/R2/3m0Gws92r2JHu2uxx96Gyc92h2ZHu1eT492u+gPvZ2oHq0GV09266xHu/vWo93X+0Nvw7BHuxXZo93M7NFuk/6htwPbo93D7dHuDvdot53/0NvR7lGNo8av2d6j3cb/Q69CgEdbZMCjLV/g0RZGeJDTXPBoqzZ4tAUhPNpCEz/0alh4tNUxPFr6Gp5s5Y4fekVBPNpyIx5txRKPthjKDy2RFf/vLd7i0a4/92gry3i0NWt+6JXD8Wgr6ni0hHo82RJAP/QKC3m0NYs82rJHHm1FpR96tJo82SJQHm0dKY+2QtUPvdpXHm1ZLY+2MpdHW/Trh149MY+2UJlHW+vMoy2j9kPXk4rzaEm/ebJF5TzaunQv+kneebTV9DzaMn0ebQHAH3q1BT3asoUebUVEj7bY4g+9Ko4ebX1Ij5bypCdb09KjrZb5Q68Op0d1SXx6tNVDPdrCpD/0SqF6tDVWPdpaBx5tYdgfejVnPdpyth4toVxPtgLvD73ivh5t3WCPtvKwR1u8+Ide/WOPtoSyR1uF2aMt5PxDr+azR1s12qOtOu3RUq3+ketRvfZo62N7tAW2PdoC3S/6KXx7tPfaPdpi4h5tNXKPtm75D73C5x5t5XSPtvS6R0uj/UdejXePtki8R1tl3qOtR/9Dr6C9R0sL35Mtmu/RVt3/oVe236Ot++/RdgjwaFsM/NBjUeDJtjjwaJsheLRlI3/otWPwaBs3eFRSuM7XNeKHXtcJj7Y/hUfb4MKj7ZDxQ6/Fhkfbi8Ojbebh0XYD+aHrsRPxaPuOeLR9SzxatieebNuUF/18Vzyqy6HFo+3w4tG2iPmh8VjMeLRbEjzabjYebTecH3rtdDzadjwebT8fj5Yf0I+8xkEebechj7Z1kUfb++iHXvMkj7bNkkfbp8mjbfT0Q69TlEfbasqjbUrl0Ta1+qHHFMuTbarl0fbk8mibev3Qa//l0fYP82gbkHm0Hcw82gZoP/RapXm0vdY82mZtHm2ztx96vOI82aZyHm1XOo+2rd2Lfr54Hm1jPY+2L59H28Dvh8bjAOjRthD0aHsQerRNDH/otTv0aLklerIFMzzado0/9Po9erSdIT3azpIeLWfKH3mdLT3a1pgebW9Nj7YL5w+9Np4ebR9Qj5aNqCfbhfSHXr9Sj7bhqUfbMNWjbbjq0RWSL87Z1aNtDevR9pb1aJvT/tBrbuvRNsf1aLnoerJNeH/odfH1aLsAe7RthD3ahsMvevyKPdhuxx5ts2SPttnyD43Hltmj7evs0TaG9mgbS//Q60zt0ba29mibYHu0XbR/6PXg9mh5eHuyPcA92tKmP/R6jXu0zco92m7nHm27dI+2sfoPvc7sHm1rd4+2N7xH21v+h14Xeo+Wi70nyFL6+L5IK3X6eRIFmtTD8FOogLdPrARkA2Xx8yQSO6ge+V9Nnz7SXQHhQ+znSeSAkJZsAd1oG/iLkIRk8vMk28yrnMwjG0T8YF1QE8Dv9ofYZbZr8N8+yk/9uvw8mVVjd/t5EvkpXjf3q9lmLpJm9KihRjkDwtvKz5NZTknTz5NoeWEKVQKi2dnPk+qrwA05IBsq/YdO04ddg58npZZWh58n2WZGAqUGZG/g7edJtpnJEPvTo1wXbryk5+7q7zztQPaR+WlS8neqpPshpADz5adJWp3sGvw0yTazfcJ+mqQRC8lIRyS1W/34RpeYXYOfJrNM+8aM/+Ft1+AjfLrgEENOAVkc7ac2WvTsEvw0ySYzTTv+DyJLMbqfJmlBxCa5BGQf9eWnSZQwSbr7H015U3yZUa4oNUVUsG5qAd143LkfnSYj5fTjIpvMuNumgEocFtljTpJ7+6HBSFn9NMkes42dfpqkqXhKJtOjhElXDuiiO9P9aDqm+5V9gM8ms12Enyfp57alnJ8n2WRmAPe/mu6pMf08Sb+6XYT/fNhk9hsZgMsuwc+TbDHbJfh5EtViuwQ/T7LFTFdJCcgGyunnSakst8vPk+wx35iFBpSx5hgB4YPq58n0unp7ZAPl8PMkKhR2EX6elJBFCFnYYkavegRkA2UJLwRKsr36eTLRXl18HU9J8l0Yfp5ErnxOX8cDQn3Rz5OSSMm+kKegum4X4Se3pHJAX8gDsoHSF/KAEjpd7i+iTjP9PiOk2+zt58lbljC+kKdIfUeeaB7Rt+3nSaSBhlwWPLKR0hfygLYCr0eXXYSfJ9lltovw8yTCTHYRPr5nl5lAIwdkI+XwwzXbzOUOfxCfRXvaI6Bs1+DnSXaZ71z8PHlXRkpfyAOykdIX8oBsqPSFPKDbnoifJ1E0s4vwAT6aaLRutYBsqCx+nkSwjb1B/6txQevdz5OIyY3ix3S2mQua5gHZjfGFPAWhPMwCakC7QcqjQvCWAkrySP0RhAqKr+MBdXvL/TxpqNg1+HkSe53aip8n2WW2a/DzJB4/NuP6eVJ2QN0PByhMIsoyArKP+vYjF/qXdg1+nkRC067Bz5MyUcq+jgdkV+CfDv/XLsHPk/Z/LQ64/Dx50VuZfBkPyL6K7OdJhFVr82U8oHZnX8YDsqGy+wj/6o9v0Q9h21UvP1Gyy1ySr+MpEsad2U+UlITW5ut4ilR7w8ajHM4uX8YDKqjRxqNui9z9RMkms12DnyhRV542fqaAClvYd0A2VHY/US5RaV/HA+pLKdyjYhfhJ0p2mW1K8BOl7Pimr+MB9bDIYI/ZLsFPlAiT077YA7rsEnzwRnW1XYKfKNljXrXSHiHx4idKNOTtEvxEySYzCngjIDQz/USpevPhC3lA9m9fyJPZZLaLcBMlqIayAIiNlM1NlHnV1ftCnox/gl2DmyhBNsD6Qh5QtmvoKaAbgbnbIRm4VTdRghpGHCMgG898JQ/opoDB/0UkmIev5AFZBJHvO6BSfA4gy/Z3tsv/wfrUiXtkI+W8akCFJWYJKCWKeh0q0kSud0Ao7c0ZkP27lR6QDZW+kgd00aTu/yINfLev5AFhcljugNLwZTt5GSTV7H81SmLTJ5NANlT6Sh4QjfKjBHT1UDKT2WemwTsQRDjTDEhWmD2gSw7QDiFSxw5/QI1lew5oSz97ZOtjf1W0kI3qC3lACAq5eRKEIribJ0E2Uvrq8Mw2s11DSwHZi+vfb3aZ0/B1PFlGf2xJOIRsVvJ1PCA8idw8CSoU2uSAMG+6/F9EWvNONRAbKH1SEmQDpa9nA+EJNv1/KK/rUXJAXSLmAVn84D9ErEP77ct4QDZSlux/9NsH6pG9IH5tCkrLcd2jywbB7H80urzF78Bn9bvevo4HZP8uvQVkI2ULtwtvB8K+gCrFSykgi6PDQ8QzofgynjxQgAizKchGynrXgOz++DIe0I11kv+DFyOlL+MBNZSmZ0D2KHwdD+hGX9P9anaZ7SLcPAmykdLX8YDwb3LzJMj/C1k0O/UIqKNz1AOyUdJnOEA2SvoqntylHN9LCqhTDHYHVFFnnAHZCOLLeEAI/Gf/izF1u30ZD8hGSV/GA7LL8oEu6ArpuswOs12DnyTRQajdl/GAsl2DnyS7VGh8GU/uUmVufpJEE2JUX8YDQlPIT5JsMV+XL+PJaFvYRfhJki3m1f/rkQ2TvowHhKqXnyRR+QgVdpBWsBwNyCINX8YDulGn978ayc3iy3hA6Nr7SZI95jR6/O9smPRVPJktZrsGP0eyxWzX4OfIpUqT/RzJFrNdg3+KDTXXu/k5sknIw48hyPPYa+rnSCn8ZF/FA7L3wVfx5EaLTs8jB2TDpK/iAdk46ScjdphX5/MP0aGDXUpAtWRfxAOyh5P8HImcFB+UvwZadIov4gHZv/0LyA6zXUO4LPWsXrf/gxUlJV/EA2pUV+aAbJT0RTwgGyb9MIZ6mV2CnyObVMynH16RULNr8HNkk1+hr+HJbDCT/84BIcnr50h2mO0aygzoxnbS/2o6dKSI6FGzi/CTJDvMq+vbIwSs/CSJsJ9dRAnEBiRfwwMqy1baI7x6/ZeI8OFovoYnSzkxJz9JNrke+RoekI2UNbzgdOgUX8STEZFEfL8FVNP0RTwgG7duP0lW+WH4Ip4sPc3wvUqRE5WrgGyk9EU8IBspp58k2WC2a/CTJKKloyU/SUr2NPsiHpCNlNVPkkt81VfxgGykHH6SRADWLsJPkktC1lfx5EqHjsUPd0A2VJYACtIPIyAbKH0VT5Yabxl+nkTn1y7Bz5NsMNsl+HkStWH2afwlZEZKX8WTpXd8+SoekA0GvooHZCPl8ME9ws09+SoeUEfo6A6oxMmUHeaCnUlAF6qX/lfToNO7H/nZYb6Lr+IBbVM4jy5Kq/010KDTfBUPyIbK6qN7tpivy1fxgC6mffcXi6zKfBUPCLUmP0+yyRw2vyC09/t5kj1muwY/T7LHbCGEnycLLTrdV/GA7rv6Kp6Mun7326gQe/a+iAdkQ2Xx3x1bzHYNfp5ki5lduhKQDZW+iAeEipqfJ4t8eX2cyxazxUh+nsTJYckceGQjpS/iAaVLSvo/RItO90U8IAtZwi2V+IOv4cmy1ZjZz5OFFp1Ww+PJjJTNz5PsMGOlngOykdLX8GQ5lEi9/ocS7de+iAdkI2XxEyUWLHYRfqJki5mdT/8XMYK5fBEPCBWyO5B8V1/DA7KvwtfwZHaY0/Q1PCDkhf1EyQ4z4WkK6F4SDy/KtOjYInQGhM6knyjRV7OL8BMlW8xp+iKejPgbzQo5IPu3L+IB2VjpRzy07erwRTyZHWYLpP1Eiexexy0toIJOWQnoZjvZ/8HGUOmLeEBoXfiJUqqHw1fxgOxDTH6izFKq9lU8IBsqfRUPqBDzp4BsrPRBJVvM1335iRIxTLsGP1HmVyDeIxsqfRUP6KIBxP9BWnSar+IB2VA5/UTJHrNdhJ8oMy06oWM8s8d804cdkA2VvowHlNmjvwO6QpzJFnOhuTUgCzx9GQ8o44ZbA8JDMLw2iEcmX8YDwnPcT5TSFg4tbiAbKqd/GOwx22LLT5SIJ0tPMSAbKn0ZD+imq8b9RTaZk9+uzvL6pHskoFKK368Gpev2ZTw5yUvNl/GAbKj0ZTxZDqm+7AFiQ6Wv4skyaW1eeQDUUc9uAWGN6OdJTGXtGvw8ySbzTbmrQ1KqCKeiRWf6Kh6QjZS+igd0lVBEmNljvm7ffwrC7srPk+wxh0YliI2UvognJzlYDj9PYlNg1+DnSbaYl6aJR/ZphqwA9s411JKAWiglgdhA6eseQHYi3zGTsbmmo6oGZPP57edJtpiv2xfxgGyk9F8PO8y22PfzJBYhnQ3FgCRZ3AK6R9j9yuwwF/aUAup2DX6exJ2lDl/iC7KB0hfxZLxjuoT2PbKB0hfxgAp5iRyQtHlTQDZS+ht/90e4zyMbKEO+7pbR8PDvCDvM+fJFPLbCRTXbFyWBKkYId0CYSPh5EuMmuwg/T7LFfLMcDsgGSl/FA8oUEuWAcKXw8yRbzCWsMthhvojdA8JXwM+T7DDjCeb/YGaknOFcmIMTFAVkE5Sv4gHZb85+nmSL2T5+P0/etOgMX8YDspHSl/GA7h7HRfaY8xXS6bLC635YZIu58GkEZCOlL+PJmPxVHmNA9m9fxgMqFGelgCy68mU8GYPE0X0ZT5bHYvFlPCAbKn0ZD8iGypAEYI/Z4jk/T154T+bLz5P2f2v2o9tFg07P/ku/aNApvowny7vzbn6evGTy4Mt4QJmGyhTQ9fmBDek9X8WTJRDUQ8zCDjNWNy0gGymbnyYvOnSGr+IBNQre7oByD7kkdpjtGvw0if/u6L6KB2Qjpa/iAdlI2X2AvwSffBVPZoc55iTxQ7ZL8NMkG8z2v/w0iVqVXYOf26RrVZqfJmUwffsiHlChR/UOKH3eGfsGuo3GIyDUpms8qmCxXgOygbL5aZId5iVX+UN06ITRhw1muwQ/TV64e2EaGxDWAG6aTDKU776GB2T/9jU8oIxq/h2QDZTTxfeJHWb75tw8CbIgOo0WUKbasf4/9Go7ffgrBfXhr3JU4E5o6sNfXaoPf2WsPvxVvfrwVyQrcKep9eGvBNeHP4JdH/zKe334qwYWuBMP+/BXa+zDX2myD3+VzD78FT4L3Omkffgrq/bhrwrbhz+abR/8KrwF7gThPvzVj/vwV27uw191ug+/T6dxyncf/grlffirq/fhrwzfh7+qfYE7kb8PfzUBP/yVEPzwV3Hww1+BwsB/coYf/Ioffvirlfjhr7Tih79KjI4H4cYPf3UeP/yVhfzwV0Xyw1/RycCdRuWH979DRtC//PBXLvPDX3XNwJ0Y54e/2p0f/kp9fvirDPrhr5Bo4E539MNfmdIPf0RNP/iVQP3wVzE1cCew+uGvHuuHv/KtH/6qvX74Kw4buNOS/fBXevbDX6XaD390bT/4VcEN3InmfvirsfvhryTvh78Kvh/+Cv4G7vSBP/yVE/7wV334w1+x4g9/pI0DdkLIH/7qJn/4K7P84a8q84e/Is6B/ySfP/gViP7wcphwgvz0h79q1Z57cesPf7WwP7yc3h6vtP3hrzB34OOn4/3h7W+UETTCP/yVFP/wV4E8cCdY/uGvvvmHv3LoH/6qp3/4K7YeuNNm//BXyv3DD4feh8AyqMl/eD8ElkGr/sPzIbAMSviBO+H8D++HwDLI8n94PgSWXvM/YOcQ8OH9EFgG/4EPz4fAMrgbBO7MED68HwLLYLXw4fkQWAYjh8B/tg8f3A+BZfCU+PB8CCyDY0Xg18/g4sP76TTOPOPD8yGwDNYcnnsnjw/vh8Ay+IR8eD4ElsGFJHBnWvLh/RBYekeUD86HwDLYrQTu3Fk+vJ8CS+/98uH5FFh6Z5nAnRHNh/dTYOltbj48H4YMb6ETuHPc+fB+Ciy9z8+H51Ng6X2HAnc+RR/eToGl90368HQKLJ1dU8DO9enD2ymw9F5TH55OgaX3vgrceWV9eDsFlt6668PTKbD0lmGB/4zHPridAktvd/bh6RRYevu1wJ2N24e3U2Dp7eM+PJ0CS+9a57l3v/vwdggIvRffh6dTYOk9AAMfPy/BD2+nwNIZGH5wOgWW3k0xcOe++OHtFFh6N8gPT6fA0rtQBu7cLD+8nQJL76L54ekQZXhPz8CdB+iHt1Ng6T1JPzydAkvvhRq4s1T98HYKLL2T64enU2D59z1wlrQfXk9hpbfC/fD7FFZ6C94P76ew0lsCf3g+hZXeijhwZ2n84f30vJ3B8ofnU1jpfZ0Dv3720B/eT2GlN6X+8HwKK71HtufeU/vD+ymsdBbfH5xPYaV3Fg/cOZR/eD+Fld4Z/cPz+TT3Kaz0fu8f3k9hpfeZ//B8Ciu9vX3g6Ooewkrj/RRWGq+nsJIaz1NYuQo9/7w86AmdwspKkc8hrKwUORzCyooK4yGspCr0FFaqNPQQViJAdAor61sW9IfnU1hZpdv4N6ykjPQwZKiU9BBWolh0CisrZUSHsLJSRnEIK6k4PYWVNanR/k9YSe3pKayUxtEhrKQM9RRWonZ0CisrDf5/p4jKrtshrKRY9RRWLlGkv2ElykinsLIiiXEIKyvb1IewsrJPdwgrqW49hZWUuJ7CSsSUTmFleTQ0/uB0CiuphD2FlZTDnsJKamJPYSXiS6ewsiC6cQgrC5IDh7CS0tlTWEkB7SmsRKjpFFYWGo7+hoMFkY5DWFmQKDiEldTansJKCm5PYSXKTqew0vh1mG8KDiqHsJK63FNYSXHuKaykQvcUVqIEdQorizqa/oaVhY6O09vzGk784ekUVqIadQorCx2Af6OMQgfUIcwodIAcwsqi+ve/YaXKfw9hJTJTp7DSeDuFlYWeqUNYSZXwKaykVPgUVqpe+BBWokv1F+VTYIk41SmwxAfpFFgWVAwPgWWRf/DfWYIK41NgWVRa9jewRM7qFFhmSX/+DSyxaT49crk9/33iVCSfAkuUr06BJS5Lp8ASq6VTYIml9imwzBKK+xtYUsN8CiyRyjoFlvgynQJLfMtPgSWlzofvnHLnU2ApWa1DYIm21imwxMfpFFjiMn8KLCmNPp0GJbpDYCkdrkNgieXTKbDMEmH5G1hmNCgOgSW11KfAkoLqU2CJcNcpsJRJ1CGwzDjkHAJL6q5PLw8d+4fAkgLsU2CJ0tcpsJSp1CGwzDTsHAJL6rRPgSXF2qfAElmwU2CJAdUpsJQL1SGwNF4PQwaV3afAkvLuU2CJjNgpsMSx6hRYZjXF/Q0s8a46BZYYWJ0Cy4RjwyGwpCj8FFhSGX4KLNEgO0wSeF2dAss06KD4G1iqgPwQWFJFfgosKSU/BZZolp0CS9yxToFloufiEFiq4vwQWKb+dHH94dchNMBI6xRY4qZ1CiwTcpiHwJIS9VNgSZ36KbBEEe0UWOK8dQosk/Rj/waW1LOfAkuK2k+BpdTT/gaEKKidAkusuk6BZUJw9nye6xRYJskN/g0sUVs7zDe4ep0CS6y9ToGl8esUWFIwfwosqZo/BZaSZzsElik9iqd/+HUKLKmuPwWWlNifAkvq7A9RhuTcDmEGvmGnwDKh5XMILCnHPwWW1OSfAkuk306BJS5jp8ASq7FTYGm8nQJL6vdPgSVF/F+ENeUhsLzly/c3sJQv2SGwxJzsFFjiUHYKLG+kIg6BJWX/p8CS2v9TYCkjs0NgiZ3ZKbC8qcj8+8TpEDgFlrQJnAJLegVOgeXdngr4D6ci8xBY3vjeHAJLWgpOgSV9BafAEv2604eOV9opsMQw7fCd32rC+RtYqgfhEFjer0nCh1OReQgsMVc7BZY3bWvH0+RTYKmehUNgeatm+29giUDeKbDEjO0UWBrPp8CS/oZTYKkmh0NgiZreKbDEuO0UWOLednp57kct7sMpyDwElnRFnAJLqe8dAkuc3k6B5Y1o9yGwpHniFFjSQXEKLC8pVv4NLKXXdwgssYY7DBmXDVWnwJJmi1NgSfH4KbCkePwUWFI8fgosL8mb/Q0skfo7BZa4yp0Cy4uKzENgSafGKbCkX+MwSaAKeAosMaA7BZa40J0Cy6s93mofTkXmIbCUhOAhsERH8BRY4lh3CiwvKjIPgSV9IKfAkmaQQ2hwyd/xb2Apd7tDYInF3SmwvKjIPASWNI6cAku6R06B5aV287+BpezwDoHlJT+wv4HlRUXmIbBUp8nfgJBuk1NgiarhKbCUfd7pPFRkHgJLulJOgSWtKYf5hvaUU2CJCuIpsMRv7xRYXlRkHgLLS61cfwNLelkOgSWCiYe4Eme+Q1iJO98hqpxUY/4NKml5+RtgTLpe/gYYk0rMvxHlpBLzb0A5pcf+J56c47FijpgWsb8DBRKMh2CSevFDLEm5+CGUpFr8EElSLP6HnDp1Zjs26kit8W8UiWLjIYhEtfEQQ2IQeAghZz326Mx6bNGRsOPf+BFxx0P4iJHg4eGWY3vOLMfunJmPzTmSgPw7+c98bM3Bc/AQN858bMyZ6diXg1TkIWhELvIQM8qa8M8XjDvhIWKc97ElZ97HjhxUJQ/hIsqSh2gRE8PDOa5jN868js048zr24qA/eQgU53XsxMHv8BAmGj714Yx5bMNBp/IQI6JVeQgRxzj14MgZ8W+AOMaxA8fwqQEHSctDdIis5SE4xEDxEBvKRPFvaDj6sfdm9GPrDeqXh7gQCcy/owBei4eocLRj2w1134eYkLLvQ0hI1fchIhz12HKDYuYhHkQ18xAOYs94iAZHObbbjHLqtkFX8xAKoq15iARHPrba4OR4iANHPjbaGD712SDBeQgCkeE8xIAYPh5CQEwfDxHgSKcWG6OnDhvUOg/hH4qdh+gPa8hD8DfuY3fNuI/NNYh6HiI/CXv+DfwQ9zzEfdhIHsK+cZ36avo8ttUg/3mI+SQBejzJqacGw8lDwNfHqaOmj2NDDWqhh7kCxdBDsIct5SHW6/3YTNP7sZem92MrTe/HThrERQ+Rniws/0Z6vZ3aaHo7dtEgP3qI9JAgPUR66JAeIj25Xf6N9Pr/6DqbXOl1Jbv27yjODCz+S0233HbLI7DLMMoGXJ4/4FibkhiR4msUcL9V+VJ5MiUySMbeu20FNKNt9TM0cG8qPfq3N5XeqFvxDN3bH7KTzhCOuan0RtkKZ0bZ6mYwNt1UekrQ/FZ6pGhuKr2Rt5qZkbeSmZG3ihlMUDc/btrqZcjb3FR6I23VMiNtxTJ4pW4qPfxSN5UenqmbSo9ozk2lN46tTmYcW5kMtqrfpxdn1U2l16+tRqZfW4lMv7YKmX5uBTI4sG7e49zKY8j63FR6/dyKY/rYamMwat1Uepi1bio9DFs3lR6xoJtKr/etLKb3rSoGT9fvTSJf12+lR3roptLrbauI6W0riOltq4fB/nVT6ckC9lvpETS6qfR63Wphet1KYbCJ/Y4COMVuKj25xX4rPVqxN5UendibSo9G7E2l18tWA9PzVgKDseym0lN86bfSw2B2U+kRY/od4nvaql962opf8KDdVHoKOv1WeoSdbiq9fmyFL/3Y6l76sZW99GOresGydlPpEYz6ncON7iQvhneKF0xtN5UexrabSg9z202lR4TqptJr51bs0s6t1gUD3E2lhwnuptIjafVbpLWx1bm0sZW5tLFVuWCVu6n0sMvdVHqEsn6nCqM7hUvrW4ELhrqbSg9T3U2lh7XuptJrbStuaW2rbWl1K23BfXdT6cmB91vpkfP6rQVa3cpaWtmqWlrZilrw6d1UevLq/VZ6JMJuhoGWt4IWeqo3lR4t1ZtKj47qTaX3uSHTVsuCse+mziM+dlPntbQVsrRjq2OR9++3zsP/d1Pn4QG8qfOImt3UefXaSljqtVOwyCX4W+fhFLyp84ik3dR59dyqV+q5Fa/Uc6tdwVF4U+cpufZb55Feu6nz6tjqVurYyVYwHt7UeZgPb+o8Zdx+azRybjd1Xu1bxUrtO8EKFsWbOg+f4k2dpzjcb51X21asUttWq1LbVqqCnfGmzsPSeFPnkZy7qfMq3YffOq/WnUqllq1IBefjTZ2H+/GmziNkd1Pn1bIVqNS81adgkLyp8zBJ3tR5NW/FKTVvtSk17aQpRnfKFKyUN3UendGbOo/G6E2dR1/0ps4jvXdT5xneaVLqsZWk1GOrSMF+eVPnYcH8HeAJ+t3UeeXaqlHKtRWjyKT5W+dh1Lyp8zBr3tR5ZAJv6rxybnUoZWxlKNPQ+VPnYer8ncFJDt7UeYZ3EpTStwqU0rcCFKyfN3Ue9s+bOo+U4U2dV9pWfFLaVnuCQ/SmzsMl+lui4RS9qfMIJN7UeaVuZSelblUnpW5FJxhKf6cKcos3dV4pW8VJKVvBSSlbvQm205s6D+vpTZ03I46/d0neak1K3kpNcKfe1Hl4VH9rAWyqN3We0pC/dV5JW5VJSVuRCU7WmzoPN+tNnUdq8qbOo8V5U+fR4byp82hw3tR59Dd/yE5cgu/1zmTx3EpLCFneWSyeW2GJ4Z2uJJ9bWUkeW1UJPtk7d8Wx1ZTksZOU5LFVlGClvXNW7Fs9CZbaO1/FvlWTGN6JSXLbaklw3d55KratkoSI552jYtvpSHLdykhy3apIZNC9sUGsWw0JYdA7L8WyU5DkshWQ4OO9M1IsW/kIft47G8W8FY8Y3mlHDO+kI3h+7ywU81Y4Qrz0zkAx7WQjRneqkZy2ohHcwbfmiVvJiIKov5VePraCEcM7vQgu4lvfxL1a5NqLRa6tVuTaS0WuvVLk3AtFzr1O5NzLRM69SuTci0TGXiMy9hKRsVeIjK1AZOz1IX0vD+l7dUjfi0P6XhvS99KQtleGtL0wpO11IW0vC2lbVUjdi0LqXhNS95KQuleE1L0gpOz1IGUvByl7NUjZi0HKv9CC7KUg/0IJ8i+EIP9CB7KXgaS9CiRtRSBprwFJewlI2itAjr0A5NjrP469/OPYqz+Orfjj2ko/rq3w49rJPq6t6OPaSj7OreDj3Mo9zq3Y49xKPc6t0GNsZR5jK/IYW4nHkMDjf/7zz//457/+/d+/9/9Tx2lTCf/fLFUzER13Zjhi4//473//7e///P2n/5z//u3//aU/rHht2COTMf3j//H3H/9m/+//9Xf8/Zefl/39vOwfnxDKhf+3TxGdn9MljS5wp5E+AMnK+u87y3SBO+90gTsT9QYrN3WBO1t1gTt/dYE7o/UBb47rAnfW6wJ3HuwCd2bsA95c2QVm9Oz6951Ou8CdYPuAN+V2gTsJd4E7LXeBO1H3AW/q7gJ3Mu8Cd3rvAvdp+gPeFOAF7qTgBWaY8Pr3nTe8wJ1J/IA3t3iBO9t4gTv/eIEZkfz8+01RXuBOWl7gTmNe4E5sfsCb6rzAnfy8wAyHXv++86Mf8GZML3DnUC9wZ1UvcOdZ3+CNvF7/vtcRC9zJ2Qvc6doPeBO4F7hTuhe4k7wXmGHfz7/fPPAF7szwBe5c8QXu7PEHvPnkC8wI8/XvO+V8gTsJ/QFvWvoCd6L6Anfq+gJ3MvsCd3r7A96E9wXuFPgF7qT4Be6O1ge8ifMLzFD69e87t36BO9v+ASw+7ZatDtRkt3Z3wO7PkU4HbHSyO+wF9DfYw5McsAfMijEHOsNXdeAcVu6uv00W6GceDhQb4MbpgA1P61misd7m4HfcqDTg21VLccBGImMO2NBjZbMDZ7IR/3wB/XW9v3cHwEYnq6kduHfzFxgEFdUXsOFzHrU5YLXF+U4xAFvJjXo5YMNTd/+82OBY1ygMTuUoDlRG++aADU7H0R247KJt/WkcLJZxXA7Y6NR6csBGp5qyAzY65b7+NHWwp9QdsKH66sOBztb55cDlpqFKYMSc9xew37KM4kAnH6o5YKPTMdZVx6NGW8D+sjEuB6w46iU5YMNTPddVWG5dpVQH7FdNZ3fAhqejDAfsBj3PdZWLpcWo7t8cPVzZARueai0O2PCU31mmUmHaVd9HFmBT2/XOMlWSuXH6/8Wwi76zTKUutqu+TwbAhqf6zjIAe8fcugM2PKV3lgHYqHq9s0xNkkOfyf27jqO/swzgbqdZwAaF0tcHxUHwymk4YKPT0U8HbL2xvq6kI6cx1lXRL9jUVhywV9X1lbNgs6vm7oCNTmmsq8rS48iXA1ZSnO5va2zzjpIdsNGpnesqndFpVbcAG53yORyw0SmV0wFbCF3rqiy261mTAyWjvHXARqdWqwM2OpVr/W20c/RcTwfurYQFml21JQeGXfZYfxsG7lYLVAdsdGpHc8BGp9KGAzY65eN0wManNdYgJjf4TjOASllYHBh21bc8BdjwVNeYJyF8Ke80A7DhKb3TDIATspwcsNHqfKeZymaYXfadZqrE/qON5oANT/WdZgD2q+WxLlsYn1Jx/7bZ6lrTDH4GROj5V9xN7Q/gPHW0Nc2wQWkl75pm8GKwq65pRp4N/VjTDOYOdtk1zbCtSh1dHbA7tK+RA7+JPOqaZjCmsMuuaYbd4FVN8U8bnY7mwbCLrmkGRw276JpmsN6wi7qfHgfrUdc0w464XXRNM7iBpJLWNINtiF3WfcVW4hJdWB0Ydtk1zbDhf9a2ZhEcT+yya5rJj6nc+rcNT2lNM2RvtnataYZ8TpYdzQFbZ/c1zXAyYldd0ww+MYpdfP5Nv+yR1yyjc5pyrFmG8xy76pplOPa5zrFmGaxw7KprlsEz56x1zTLzFMq9BYqGI61hExefxBLbAZsPzjXL4AtkV63DARuK2pplOIo717KYf9tTUdYsg6ORXXXNMhwMJgIGX9AemekCtvpfK8wqNyZFWS4wFHb5/LszOOU1y3A6alddsww+Uon8Vwfs/jzXLIMz1UU47wsGo9O6yzn6ZfGYHLDBKa9ZBk+tcbiJvUgNea1ZhhPrZkuZ04F+kZ7ugA1Odc0yGIedBNs7YE9LWrMM5/F22TXLYGVmy7A1y+B5ZpdddyDmaLauuNy/74a6BWxwymuWqVLyp/VL073Q2W1woNtV1yyDSVxj9fwCGkQNJQdscKprlqE3wy67ZhkM7jLLmxfYuszecs0ytIokynUHWnNVcZWzcVvlKR5+lSrPAfvcec0y9MFkyhYHbMq91iyD/2BiGnYgN8SHDlTCXbMDNvKUNcvQDnQyTL6gP7uJC1S7PVZ9SnOSXba4f9vo1NYsQ68T2xPFAfsh8ppl8Js8+fMdsDv0WrOMOrSuc80yWGCm3Ncsg1emXXbNMphq8r9Yf9vF8LSWlAAbno41y2Dzae+5Zhn8QPsaWWiGs4uu54+mObvommVorrOLrlkGJ1O76JplpuXpsWaZprOp9YfQEtiv0T24VS0PIB6o1TXJyNX1LGuSaVhxpLQmmYaKw9Z3719GS2Reewv8O+O/kB2w+7Ot3xWLW77f5oCNTnmVp02tEWlNMvSFul0m/m0j4rkmGVx8+9XXJEOXKknG1QH7v7ImGbpe7aprksGBmK3i9ad1WhbX704LbsZswYFuV63+FTY41TXJYLJsV12TDG7M81B/gV7dGEAfsl10TTJNuRpjTTL4SNtV1yTTtPFd1yRD+7RddU0ytFnbVdeYiAc2u3LJgXbat5MdOO2ya5ahOVzb0w7Y4FTXLIPPd2t5zTIYgl9rh7bS0s5jkhzIdtU1y2BRnntfwwZW5nbVNcvQiJ/oeXbABqe8Zhk19p/HmmWwYbfLrlkGv/bZofAAu2ntsmuW6QR8XXXd1ugW7LJrlkHf0Np6Drr0V8caNnCtt+XxmmWwt7errlkGUYYNAmuWQbxhV12zzHTcz2uWwZrfrrpmGTz87bJrlkFzYpddswzaFLvsusOUKmDvMhywwamu8hSljF22u38XQsezA1Y2XmuWITnBrrpmGSIWztLXLIMOyK66Zpn+dtYuYPdKXrMM6RBs+2YHsl12zTKonOoxVnnaZWja1yxDsEXudc0yJGDYZYv7tw1Pac0ySLgYif0rrmuca5YhvMOuumYZUj5srF6zDMozu+qaZVCo9SuvwZncEdLeiwM2il1rtCHJxC67Zpmhlom+Zhnp75BzOVDdzhQZLHbRNcsgBrSLrllmvEZRCxS76Bo50B/aRdcsg07xXHu2deCr3kv3wH7UvGYZqSZt4qoO2P15rVkGFeZlv+JwoNhV19NFOM/phlFJQntZswzSUZv7VnmquKB8rFmGXKFmT/RwYNhV1yyD4tVPqByU2UXXLKNEpJ7XLMNBGacK66qcV9o40B2wiu9cswynZTYpr1lmxT4tYKNTWdMMImS77JpmOC3r17GmGRKr7LLr+1G0lb3T+7dwWuaOO/i3jU5tTTMcltlV1zRDKJdddU0zSu+6jjXNIAy3q67qFAG5XXVNM6cUWX1NMySP1aOuaYbTMrvsmmbQvVuN4j4pTkA2H66/TY7655pmSFdrrhjlsOwabU0ziPrtqmua4bDstLVcc+Du61mg2Y+0ppkTSXA61zRz0o1qg1ZywEantqYZPBDqUdY0w2mZXXZNM0Tp5X6saYbjMrvsGjjk3LCOCvn3oGLLDtjoVNc0Q1ygXXVNM5yWWam0phn5Ulj9cDpgtdO5phmSDu2q6yknEtEuu6YZjsvssmuawXWj0kf6gEuCj7SmGeIc7bJrmuG8zC7r/xe3wcQDCG6zuqY4YMNTXdOMEivtK+wO2PCU1jSDE0q2OfZyoODUlRzolLjFARuf2ppmOC+7RlnTDD4vdtk1zXBgdlrBdTlw2mXXeyp5dKxpBncau2rxr7Dxqa5phvMyu+qaZghNpbvgdMAGo/WEYr2TMd9xYHD+uC6C3j21NcsQDGtXXbOMAmTHOvsH2PiU1ixzKT37/ddAyr9O/wH2VKzTf4ANTuv0H2CDU12TDIdlds018hqw//8aNjgrs0eve2AT27kmGc7K+rkO/wE2OLU1yeAu1ao7deGwzK76TjLtkJ/M8Y4bACtO1+k/oHNaWx2wgWid/jdSmhP6GAdscFqn/wAbnZL/tw1O6/C/cVY2u8cWKCygqgM2OK3Df4ANTrWsN6X3qa7Df4D9pqkmB1q51uk/wG7Ps66rEAfQ1ul/k4ebPRnDARuc1roMMNzKjn/b4LRO/xvuc8WdWAJolTuaA3YnrNN/gA1O7VgXwcohrdN/gA1EOSUHbHBax/8AG1OvtP42fEjzmg8B9rnX8T/glrcucLlz94Yvoc3awwMbnNbxP6DblzOaAzbwrOP/hqWiLV7G6YANTuv4H9BZCScH7Cdwn4PTMhve3lkGYNXDOv8HtNOt0QE2OK3z/sZxWT/Dv21wyjU7YIPTOv8HWP1/1XWRjG5hnf8D8onm14FGK9LlwOiulmx07Nllj+LA3dm3gI0/65gFMMq1zv8Btqrvx7oKaRerZaWpb9GmiOyAjU/r/B9g49OR1t/WaLlf5/8AK+7dQ5yUi+0+BRL/to7/G6dl9opRHLDxaR3/A7r9JKM7cF59Hf83zHPL1cflgI1P62GiAZa2juyADU/r+L/h+5vSOv4HWM13leGAzZbr+B8wLWaef6Nuyuv0H1DYaSkO2PC0Tv8BNjwd6zfAUdk+5zvJAGx4X6f/gLZO+finDU7r9L/hBW0Xfec+gN3i6/QfYHfpcQwHrDpbp/+Ayy76/iHYXZdrHf4DKl0wxQEbnNYSC2A/0Tr8b1nC4XX4D6itrMN/QL+6vyx5Btc6/W+clbExVR24xTUL2OB0rFkGzYBdds0ySAva2iXh3/Z1rsN/gA1O6/AfcHKrrIvgXtHW4T/ABqdjzTK4xdvNtGYZbOXtqmuW4bDs6uv0H1BoG6oO2OC0Tv8Bdk+nNctwWGY3/ZplUKn4exgxi131yA7YQLRO/xuu/wW9gQM2OK3Tf4B9A2nNMhyW2VXXLIOcZzaSLmB34Dr+B9jgtI7/ATY4reN/gA1O6/i/oVbKNj1dDlS3xdiU8mA/tAc2fa7j/8ZhGW1WzQEbnNbxP8AGgbRuBkVZtHX834oMCtfxP6DaZdcsg9KslXX8D7DRqZZ1FeI6rnX8D7ChKK1ZBX2c6//i36dddc0yJI2kYx3/A2x0amuW4bRsip8WsNFpHf+3Iv/cw10Fb5a6jv8BzS67Zhk0i3bZNcugbbR3XrMMx2V22TW+kxhjl12zDOdlZ3b/C7tpGSSzA7mPdfwPsPttHf8DbHyqa+jguMyuumYZ9KblcncPstS8Tv8Bw76LNctwWmZXXbMMItmEitIBG5/W6X+T6LbnNcsgzi2rddL/++119vBti/bw7aBe0DVbe/j2ZXv4tnB7+HZ7e/g2hi/oesg9fNvNPXwa0z17W9g9fLvdF/Sd8YG+bfSBvj33gb4N+oG+3fyOutb/QF+dQKCvqCDQR4AQ4CtWcNQpGwJ9ZRCBvpqJQF+BRaDn9w2ccCPQV+UR6CsJCfTVjwT6ik0cdcqUQF8ZS6Cv5iXQVyAT6KumcXQpbwJ8VTqBvpKeQF/9T6CvWMhRpywK9JUhBfpqlgJ9BU6BvmooR510KtD8eaC9JCvQV78V6Cv2ctQpwwJ9ZWSBvpqzQF+BWqCvms1RJ30L9NXJBfpo6gJ89XeBvmK9Rb2yL9BXBhjoqxkM9BUYBvqqER110sVAX51joK8oMtBHQBngK7Z01CkzA31lnIG+ms9AX4FooK+a1FEnPQ301akG+opaA30VsIE+alkHnbI20FeGG+ir2Q30FfgG+qqBHV3K4QBflXGg7TvMe/1yoK/Y2VGnjA70lVEH2jZ3gxNoB/qquR110u9Ay2e69pLyQF/9eaCvWN1Rp2wP9JXBB/pq5gN9BfaBvmp8R510P9BX5x/o52Xnt9zyJgOB5m/B5e0LAu3fkssbIzjqXBQCzd+qy/szBNq/dZczfnDQmUQEmr+ll7efCLR/Sy9vbOGoc8EINH9LL++vEWj/ll7eucPR5fIRYP6WXt4+JND+Lb28MYmjzsUk0Px9A+eOEuhrpRLo+S29vElLoPlbenn7l0D7t/TyxjKOOheaQPO39HL2NgH2b+nlfXMcdSY7geZv6eXtewLt39LLGwM56lyEAs3f0sv7EwXavw+28z1atDqTpEDzt/Sqzn4p0P4tvfiPb+nlXaACLd/Sy/tLBTq+pZczrnLQmVwFWr6ll7fPCnR8Sy9vzOWoc/EKtHxLL+8PFuj4ll7eeczR5VIWYPmWXt7+LNDxLb28sZqjzoUt0PItvby/W6DjW3p55zhHnc1coOVTOHn7ukDHt/TyxniOOhe9QMu39HL2fAGOb+nlff8cdSaBgZZv6eXtBwMd39LLGxs66lwQAy3f0sv7KwY6PjO2921c1Js8Blq+pZe3jwx0fEsvb0zpqHOxDLR8Sy/vjxno+JZeP7OfN+YMtH4LL2/5Gej5Lby8mWig+Vt4eZvSQPu38PIGqI46t9RA8/dXdC6sgfZv4eX9XR11ZrCB5m/h5W1mA+3fwssb2Drq3G4Dzd/Cy9noBti/hZf353XUmfkGmr+Fl7cJDrTv3uD8Fl7eqzjQ/C28vAtyoP1beHl/ZUedGXOg+Vt4eZvnQPu38HL+0Qt6r+lA87fw8i7WgfZv4eX9sR11ZtqB5m/h5W26A+3fwssbgDu6zMIDzN/Cy7uQB9q/hZf3N3fUmaEHWr6Fl7dZD3R8Cy9v4O6oc3sPtHyGZ+8iH+j4Fl7en95RZ2YfaPkWXt4mP9DxLby8Ab+jzq0/0PItvFwMQIDjW3j5fAFHXRhBoOVbePmYg0DHt/DyAQqOurSFQMu38PI5DoGOT9nk8yEcdWESgZZv4eVjKgId38LL5V8s6LMyAi3fwsuncAQ6voWXz/dw1IWBBFq+hZePGQl0fAsvH2Di6Ao7CbB8Cy+fohLo+BZePp/FURfmEmj5Fl4+JibQ8S28fACNoy6tJtD6C/rmiNFF5TjqcnUCzd/Syyf2BNq/pZfPAnLUBQcFmr+ll48kCrR/f0cXdeSoy0UKNH9LL5+4FGj/ll4+y8lRF/wUaP6WXj5SKtD+Lb1cVpWDLtcq0PwtvXxiVqD9W3r5LK5FXW5XgPlbevlAsED7t/TyUWOOulyyQPO39PKJZ4H2b+nls9QcdcFrgX5vBh/oFmj/ll4+Ks5RlysXaP6WXj6xLtD+Lb18Fp6jLjgv0PwtvVwiX4D9W3r5qD9HXS5goPlbevnEwUDHt/TyWYaOuuDDQMu39PKRioGOzwDtoxoddbmOgZZv6eUTIwMd39LLZ1E66oIrAy3f0stHYgY6vqWXy9p00OVyBlq+pZdP/Ax0fEsvnyW6qA8eDbR8Sy8faRro+JZePizV0RWsGmD5ll4+sTXQ8S29fBasoy44NtDvKO8DaQMd39LLR9066nJxAy3f0ssn7gY6vqWXz/J11AX/Blq+pZdLFA5wfEsvH1XsqMs1DrR8Sy+fmBzo+JZePovZURfcHGj5ll4+EjrQH+AipgPN39LLh1cH2r+ll4/FdtRlaAeav6XX5dK5A+2bLi+X++3oyggPMG8avVz4eKD9W3r5WPNFQwh6xHnX6+Ui1iPum24vH+Dusct7jzh/G758lnzEfdPy5ZPqPXbB9hHnTdfXgdh19x590/d1SI71afySxOXb+YXQZdP6hTncpvfrQCL7bf460Bx+u79QxGzav6SL+fZ/HRIafBrAcJTb3CRWjGxawA7axb49YMhoNk1giGk2XWDyn/u2gR00fH/7wI7+yI9+cd50gqG92bSCocDZ9ILhWvdtBjtoEv92gx10jn3bwVDqbPrB0OtsGsIOGTN+OsIQ72xawpDwbHrCcL3bNIUddJB9u8IOWsi+bWFofb59YbLH+zaGHfIb+y3VwONbq4Gvb7GWEo1kn2oNXL7lWpKn3qdeA49vwQa+vhVbSulxIfzF5TNLQ9u3aAOPb9UGvr5lW0q0lH3qNnD5Fm7g9q3cwONbuoGvb+2WMPH7Fm/g8q3ewN/iCzq+9Rv4+hZwKb06/V9cviUcuH1rOPDYdAbjnPKp4hKSp11zMC1mnzoO3L6FHHh8Kznw9S3lEhKpby0HLt9iDty+1Rx4fMs58PUpAxKCqm9BlySr+lR04PYt6cDjW9OBr29RlxBgfas6cPmWdUlirE9dBx7fwg58fSu7hJnhh2w698Gb3n3wpns/oeH6lnfgTQc/eNPDD9508YM3ffwJ0de3xkuySfz+upglfn9cHBO/ZR5419Gf87alP+dtT7+sFb+VHgaLm0rP8K6tP5dtXz/Csk2lh7xsU+khMvs+vbnse/vrvrm/7rv76769v+77++uuwR8nx02ll9u2xT+3bY8/CrZNpYeObVPpYfy4qfQM7/r8c982+iN421R6yN42lR7it81NMrbN/nlsu/3z2Lb7I5LbVHpI5TaVHu6Sm0oPj8lNpZfPbc9/PrdN/0jrNpUeArvNKHBt+/7pdd1UenS8bio9Wl43lR49r5tKz/Cu+R9p3qbSQ6C3qfQwtdxUeiVtBQAl7RQAUvJ9Kz30fJtKD1XfptLDCHNT6ZW8kwGANzqAJPnft9JDBLip9DDO3FR62GduKr1SNmIA6EYNkCQZ/FZ6CAc3lR5um5tKr9SdIgC8kQSk0naaAPBGFJBkzvmt9LDo3FR6pW10AVac7oQB4I0yALyRBiQ5en4rPXw9N5VeGRt1AHQjDwBv9AHgjUAAvFEIpHLuJALgjUYAvBEJgDcqAfBGJpDwDt1UeuXaCAWgG6UAeCMVAG+0AqkeO7EAeKMWAG/kAuCNXgC8EQwkOmU3lR6tsptKD5fSD9mIBhJmpZtKr+adbAC80Q0kJdZ8x3hcTTeVHt6mm0qvlp12ALwRD4A36gHw5sfFCnVT6WGIuqn0at0pCMAbCQF4oyFIOKduKj38UzeVHi6qm0qvtp2OALwREqTaN0oC6EZKAN5oCcAbMQF4oyZIdezkBOCvngC6ERSAN4oC8EZSkOq50xSAN6IC8EZVAN7ICsAbXUGq105YAN4oC8BfaQF0oy0Ab8QFqR07dQF4Iy8Ab/QF4I3AALxRGKRpIfup9FraaQzAG5EB+KsygG5kBgnH2U2lJ9/Zb6VHj+2m0qPJdlPpGd5oDWyG3YkNwBu1AXgjNwBv9AbgzRDf6k5xAN5IDsAbzQF4IzoAb1QHqbWd7AC80R2AN8ID8EZ5AN5IDxLuuN853OhGfADeqA/AG/kBeKM/SJjpbio9LHU3lZ7hjQQBvNEggDcihIT57qbSw4L3W6S1c6dDAG+ECOCNEiG1aydFAG+0COCvGAG6USOAN3IEqxR3egTwRpAA3igSwBtJAnijSUg97UQJ4I0qAbyRJYC/ugToRphg38VOmQDeSBPAG20CeCNOAG/UCamXnTwBvNEngDcCBfBGoZA+v2HdaRTAG5ECeKNSAG9kCnZv7HQK4I1QIU3L4k+dh3Hxps7DvnhT5/W+EyuAv2oF6EaukGRz/K3zMDve1Hl97BQL4I1kAbzRLIA3ogXwRrWQsEje1Hn93OkWwF/hAnSjXABvpAsJQ+VNnYet8qbO69dOvQD+yhegG/1Cwn55U+dhwryp88axkzCANxoG8EbEYEPQTsUA3sgYwBsdA3gjZAB/lQxp5J2UAbzRMoA3YgbwRs0A3sgZ0ig7PQN4I2gAbxQN4I2kAbzRNNh4vRE1QDeqBvBG1gDe6BrAG2FDoqN3U+dhML2p8wxvtA3gjbhh4vNyBV3DGvTzcptHcav8vPttkQSv2Wr/531syV/75kPeHktwtY693ktp4Pn9+Vux8z/q96u5zZvEyfh6Xn8Masufb3i5P8GblYfzqYAfhy35fn4o2Udhxvbzuy5bKXG7IWexwK6KPcbHz92xbKmEjzLm1K2tGasOf26x19UKPNLV33dhfqnXz42KLrqcpCvF+3q5ZYmXds+lqKs7WRo/j8ey24LbgiWXh1t9wzcYnzI2rbD2+3kml42XOK0dDy8MN/nn0V4+YElN+wqVmTwRBnb+jBDLSEwDynX28fy5fLNH/xlokK7brZDSz7j0GpQJ25TRn5fbeHv+jG3L3gw8ylGO503sb8KHPY6QbC2SBnr9DKjLN0289mNWQ2xQ1oT7eByXl/Ea3Gq5a5YA7HOyyBw/w/tybtNsMMa9OGC79Oqt159ZAmuBTLLUz6SyLOHgjcHgef/abP4eP3PT8pSDl+NeqiiZ6SLgLs5wbAEf/dSf5SfE5VUnnlu6P46tuEolpCzOq8vsDk6mxf0Ecc6euFiYnZdZnubyhnfjw4lRqz9zPOYP9kFS/SkJlgsfPJFs8HycXBU4ECuLZeOnQsRG2ev5mMfQu/vyBM8Ku6t5bkM1s9wBxY/W5gqU/X46vH5qotdcMClpIh/H8+78D8+fump5E84yjCC1l9vQ2H7KM6w5DnyJf6q5ZXoIp8v2ePhhv+CoP0Xhck1UDTlsPZsebg8/o0ioLfEUOW3g/S1Flx0jPJ3jrsM5lbEx5L7uqmiXnyMFsH3IfD7vY38LLtCxMOYsyO4Evb+vo5dR5ORKwfj36Shpq7x+/pTjy2kSXsq4F0/yYJHZeSjql1OllgC4a7aH23NY0s/SANsX+zR6IPxKYllgwgft+M/7lMPmgvazIFkemlq/2Gg0Xm4T1tF+1jUc2tmtcfwug5Y5p7i9Yu7fcPZ3jvtjrsXUMvdMEkBe9b4sJjnF/tSfNdlrDqoVnP2B9+OPux9388/KrkhqwtgUF4LLdBReOlHvNz9YDF8/68nlWgo/cGzuDz9wR7+Xo8vulGXrSXdmeXm+mE3Ccpaj2dZ76j+r3+WjKp5Hv4dXDlpox/hZRC8jVnhmy/B5vf0ERP7FtTgHyARv5p+l+3J4FR9pzH0LzqGtPNBD7ncAlkVskmC3nPXhWBnr7/IbCctjFk7U4HzIdSp+tnH97EdgDJUzU2/cvljmteJlXO/npC9N34/fBVnut/CzH8fcGcKkyopFPeRuL2W552rn5SRH6+WFmK64I5PVeX2dP/s3y5VX/KjpfK5a6yyYwjbQ6+oLPrKV1+nGzDf9Zy+JTodz6KJ+52l5BYtXZZn9u0yFr5R0Z/r9q+U1nKQx52u6+ShNBX7YBltmxdo1s6l4PK/nuanzU67dNLmWZXIX4+bbckEWt18tPe+fGfrbzx7eslGGd7vX54AAJ4r7jDuBy4b53je8y7HJiUeN+4m0tdi9fn+ctf24/J3hBwPRw+mpYJgOu5jLIBpuj+qZns9jMyApCXEzFGO5qlifuHe6nKfFreC5PyeNg/n43YFdztVgu9BVnpfb00mxEvdxl/W1tn0Jl3m5DZef7WD6j2xKLr+7x8tTG96v9DxXTf3gPChhE/r15AZX9EoPthkBQ/q4lS1Pb9nQx53v5fU9ectz9Yl/oC21GF7CBvoyC4fbOJPnigAXQptmdJf4ffjlNq5t+3HdNxWlkQqssJlPl5g9iZ+9/2ViLn4oCXPyo2SyVMIJwjJBB6N2nas6WtYaI9bPOcRyUdexRW1tVvhwG73On9MM7B0PUhF+Dj+WOzvcJtd+PK+3kY4FeDhCWe7uOnGxUm4uzBWQfPTRf05i8KUcNjf/Htws2/jJ0z0EZmZHFmzx+GfZzsN7KefLbYhgUyKeIi3feh06tXZXpXD7c1v/OYyinbFfunH80dXyw4cTJX8/DxziZe7GcAD22ulDrYieBTjUpt9+/RyiLTd+nbllxZLdvB6HxgR/Fof3qNUBlP3h6G7Z/MOtpkzt+TQsiY/ycwK4cgJ0YGhVw/1w0kSaDj0N/iAxy2Z5MKmGc8cVQCBOYT7fHy3wqQo/HF+uBANx+2vvwYIT20wcazwFfQIQoASr3kMX3Wxs5PwcpeIOm6+qkd2fvK5cBfFW7wrlkEUDc7M/vl2xDGC1V+uz4FNrlU7JP4fAK9dBZ8a2ips3iDqGj6qRy58l02Bst2UeP0fPKzBC3L6N63l9tVFb340/wV6JE/BR85gFlmLbkwqdcBBOZIUt1vWU+3PzFWUh3gnxEz95Vsc1X7+O398ojCSjq35vH9KObavpPF++DvFXlAZn/vbia/4ocJvBb756AZJsR8nLjK0DK6ND3H638rzeiv5KVeMbEFbGB5gmszkYYZls9Rj3VGhjWCEh6noYLZ2LH+MsP90QSSG7lWIkNE+s9BG4FaV5zmP0zdsPwXwVejDe9BKw/RalPC+3/2K2Co0cSUmqJHLGvo8ViiJug96sSun4H5e2ekL7yEpVSdOerc5aBH5kLa5CF8qKZVHTCrmqL7cRma2n0MyCj3Y75uf3vS8r70Xcvub3c7J5p2/HddCsvBgw6d79uawVXrX/tOGsvBl17di3Ul5MCtZPM0+SEZ82jELvzxtjA25WTdzPrcLw9JyEDqIVg6OGI1tKjOf1hQTI9tOIhM856uIa25ZWvI5wsh/heflRlP0am59WPg98kGL18JPiuf30UK2AH7VcsWtx3bxz5/90YiGfsSV/LT+NWys4CJ5IY354sSpK347v/3qDh+gWu6w2TA+2uu3UjeC7yFZw0Ww6O+8yTZxSMfaiJa2wc/7pXFt5SPBC0ZNujgFIqz8NcCtQSf1y454NZatPBRia6LDgt0WJ7jLXcrec+ZPyyJ+95SRnKi0fQuPeinmC2y3d7tuJzaLSdDv5/r+VE6V2QVKKn9fbyJw0JPg2QkReNs4d50/X4Qqgoknx6sfzTGVtJmgk8s2LK8FKvY4nksuHpzOd508PpEIS0vx7fcvkisaavJ7352Qx3rT+Dp2XK1sLnkju6jfvNq+n/tPAucK51O9ZbXx73odtC80Pvg8UNV5h1391jK7AL1AbKqgmtxWttlxCz+kbGAa2yueYOyKoAu0hZXswdK6uwDH4QSzfyw/CwH8aYJWDkebo5/tlV5KZeBnPMyWzFu24VN92u6LQks7g7IM+POOMlP9i9y6KyYM4w7/Y7Lsy1iZPZd4JCC+Zis6fnuEV0ibOVvB1c1y02EkLrccr5Q3eyb97Xm+j8HHz1cGMapRSu8d+55UeJ1zH+V4254Mt39g1veLn4MewZVa6+cGqJf00X6/8OvVqXznPwgVuRSb1VejhJgDPlqr6enzL9wrGE+cw6sb23/1IP43jK1gPnkvv89eCFzKnY/s52t5uE3D66VZfgX3idv9PLGN4iqvQ8v7G/YFVSj74tJudpVVonF9xgfDKsJsfbjPIOH/671Ex28pKH951668YQmFGq+flmWVt++n5XzmGcJvdx1wBwm2ZTZUTpAMrCFFKA1vOzPUxnGXR9aNAOPgfH7W2H8HCSliEZ4qMhzcm5PGje1gRjfAj1XtL5MCiYhApGdQTiM2zfv6otVjRj+KFj3Zzmws7G09BsrGyI+HVxuPz5XPLMgg/yJ60sTn/yERWJCX8sFFkLunQ1XMmmH7UJsZtxNB36bUpK+oS3tGjPm9PKny9fiQuKytzKmJGnqsT8VODaVDK4BVAsnT+EdasEE7pcGwGmasiOEuV/qPPwYqAvekR1Txvtie031OtzAwaf0gUBJEMWu5nzeuHVmIo3CaOlp/34bzmfv2SIa3IUamW7JGZUxu8Zf3eXsx0aPvCrvyjfVpRppJKXWPM+eHAKObQD+gVVNg/ZLLXfwRXKyIVzmnj8y62/j97/ZFtEbFaT21NBJXXil4VP/LxYKsZkkZXrxVb0a1SltlNdj6423hyRsHZwdfHxsqPPG0lwsLZZZ5T4YEbYK3t+lG54bpRbbzqP6K4FTULZ6sjP+9DaaqRy2vrVlatpHjpaP3F6bzfZin0cAbJx3X+6PlWBC7cxtB+PS/Pp3YHgyrwyDqW5eVBRLiidcVtZTjfhZ2rs1B6BykiXid4OOYf5eKK7BVnd7Xd3L6Ao+Wof3wTf6H2s5b6XLVxNHn+iCgPhXXN13vN5UoShtuYX6/nfdh6ufmSbhJFTN9L/lF6rohi8ZSP5+2t0r+oxYJeFIuZs2pTJchLV/SxuP2a9eGDWPT0o1Jd2ckStdr9f4/Ryh/R6WIQu2KEYxUOG4dBG7tCmeEcspcHl6q9qKCwJdSZw8Qz6nFX1jPqXWqR4+GHVQbU0l7VS1i0VrQlioBdiLS4zfqqTeCUWS1KiV0ItZTHdlUVgOK168TXK5Lh9pKue8QJmF26NXpnuzFP/bVwtniuKIMGZ/t2ehRNu9DspJSg/H7Iw0qMUqP0WqHbVn7f7/4qtV0Yt/jR53kynJ1N1hle8D3TvJXR7uXhLuT7xjmnm9uMrjnAi8xXSLgk6Tb9pvLgQ4cWQaoOZ0f/SFHZ7sLH4VZ2zbWGOKedLQrklV5+2bTVop7epZrDrY5o4+GYQ+YRVPlKRc+HDuG9ht+lpYtnujxubt+9Oia8FYCLW5dzgI2L7Xn/WtmqjY4C8HIMKptgQOBy3OE29Vyl3dwqJY3r3scAbgUm66Zge/CkwwPxJrl/EzbdmLyjdYKy5W2pnq7otOAy58WPo17P63uanUvesMGF1svfodZ8vdwW6hqone8D3Ko+rbecSwTY7mrtonMccNra9Hy4NguC1QSY7/t+99eZQtx+QrazyVwrGMGJN1VZzFbe4KLK6a3oVMn7YYjbT8tGFPv+NjLePznPcOf8INhqwFvGSW66cNgXdf+01KMnSxBvzlFlRpdyjlYe4HzqXINtfFu8PO+RqzYcgh8I3GqGg5W6tw+B86zx7CsQr889uopbHrvHPbqQwJmAU3n9SkB0NpT5Uvvexhg3tyma8iU4nsDtsdEphTdImXz2GonX1p/XWylFy13wWYEXdguLOOvge8yl9fVQne7tWuBWD6ltzru7wG3wG+f8PFZ3pPpyjlnOaBJTr6KGt3ZGTxnx3JiRwPZf6Xn5KAePgjemATeWciX62IjbN8w+OVyrt5vb4KqKy9vhwG061QqSYEeb+o6Xp1HZzHKmOmA6makevAUP3MoyHfdqJ33k9+McVWcO3sin4hN5VO6J4PsDt1VAy/Pt7cs+7t+ErUEbnK5oHwTvdJ6W6DYkbq8cN7e7otab2/8dutecaVGV8aUNbWl6HFGMPe9TGCla9D6C2yBw8uh7qyS4zYEXo32ae8r54aqoSnRcqphz2vJJ7+8MmuDnPXWy223TylEeflSdcDmbJ7ANW+2MnlDC9tsyoGmz+7rO56rN6pfRorUU3Ja8Os9j97ozR77cCu0WHargLEH07TtDK7i9qPXJ2fm7vzUq0q4S0PtiVfxQB0VmcNESnqujpH1qzsBubtPxoQfaeXHBbX5seUTrLriV7ve7c0CYn7dn/01DkTMAg9uUoSrK+4VN3hlUxdlNfN7elgDq7vO2Y3CmJLbo2XnGMvJ6uH1VvUT3MviRmgoIb3ZW8aatHDeIH2xUXze3UefQ+Og80+BWmHPMHizW4DYa6CSLHWYayF7ORtoVndrgHJRewdZNtNWuJ5e588hzFMSDt7d8RW84MLIJ1n/eSk6cdogkTuN+fd6GDjw9oM6RDn6ww9ijgV3FJdh+W2pVbQ7bMJ9uzha6BmXngweneZya19vmiduPW+fnPMp9QALvbf4o3n0P3mxFQmXhzfrgNKMxbLLZm/NcSorblMGqyHv+wctx6FjQWwTCs/3oDAzs6h7nPDuBp1P79M5nEEo1rnd3roQVx2b7yZlTDk2J6aoPr02ViDc3hNttyp3srRDBw37zOnkZ1z2awo+L6iY4KsIbbXg9GjCKJ91o7LqysH3extbeJ3WOt3GE2+Cr/k3v+gi3iY/mL3izt6zPx7R6mTLNe0dW2WHbhD6i1STcHqbjnNyet3G/3qY7+9baFR0r4aeVEdz5zt8SbLMge3bgkXO9v5yOQTI9W8ElE26F68Uyx5tqwm3sKGxGsVt6nMf1vE/Lc3D33pzweiATiFaecPueeIbl/GmDSF38UFeqdwSF2013sg3oDUThNpJ13eH4jSKoejm9RtGHtGJ8boPvmaNtKfykxzyanE6cWEyI93bMUdB4t2W6HjjnlQpvp5b9zlhV1G4Fal5w0yp08spEk6M9K5wzmhTNXIXn0CRuN1F5eL636b0nLJwue30HzkIWbj9JZmLV3qIVWfN98I4mZSc60cJtSXfqN3HGteKVumnyY9wrgpO92dzu17/+t3Bcg3WLO7tceOOQOMld97pKfj8PIyVTgXfdhVsBoH44b9Ir3rQ/xn7eOJ+ZqXJaURh8ndMvOHHkkaMvsLj95JydsHHXa3s/DUIFjXXOXtjGUeJ7mt7euRHD6cnRr0J32ZHnkhp+WDmYo6kxvHN8PKIHsrj9EByqsOd28oFuTiOYvrXlpAyWrK0KJzr3H56tfqYK8n7M8MRGVZZ9MzPvrHFPnUln3YTO1hlud3JPk9u64Hkf2tHGqQHDuUOL24+im5C9tZTuURZRRNMGiDeZFrfKUTcPy0lb5j3XpaBmy8t7VYvb18xxCJz2/HndxDyedZMcrP6uuWKA27PMBqK3wobbMoUttWsel97PHD+RDctn8NMGswlpn569MsRdNy00T+dgyQ1OHFtCmy3fjufFfBk2B3tXb7sWGzf0krN7ZrX7PX4fbMQwHrN7ZpPorElJALH1wejBMBxc7Uu5dMmD3oLnvQt7I817jkOzfVM2H7B1ZtPw/cewDD85mvC25fbJ2FFhQL/UVN3nwDeuJ/+JjbPW52kSuFuZN3JwRAdXDocusC33ytxiGJcajm1w9K7q4NwqY/9FLGWekkywfYGXzUtyZn9qM7CNgWMEw/Y62KS2Mlp/5dHt3hg3tk/Hrq03fQfbdGb1NQ7xnOjMBc/QGS/DkzeOB1OK2w3Jftmgw/3GR9WtQy/aNRujRQ/dXt6S3j4v+wtWYMi/Hh3AdWObRg5+YGdrD1b7md7E7trz/iP1j+tMwRpfOOXD7kb2z6yYzM97s2NkMx3bZzXfs8+YXvs9uu5XhQFpA0b7ZzaqXzemudzmttu0H9LURq99s+u4vww2uWydfIFtYCnX8z+3wp8JzicBgG2hPiaurY1ZXw/yBmiiD2kC4HM2XICP67lVbZJm7DlDIoEwxwx6E7sly3zw0Eh3dtX/tGN2n+0J05s8QtgB2G4t9mIMn13LVLBON7m3fGAC+FTL0KUEuHx/dbTCc54XMheE7Zvivmnss91bKUOzni1TwRyd5eeKqJlsZvRxDuB7BawdtHwPRcq/amm++o2EEE7qeQbbIDinQpTO9pXYFKlYifP53CoOGEVc2ARU6kv2zmwEn2UbiV1WM8/XvnEVVfFeBLD9afus3uMTWWAXMh2feCFqr7gmrQjKb6wJpys0g86u/GD7TVsLWRpgDrUvfT77i8b9+TjJsyczhzwOsI0cNvcIH8jChNVTTje4z/QQtq+JkbKoG+L+axKLNXpt2DNL6f5O2QTJjBA+LQTMMpahj2+3lvG82oq8wvjpEkfAtu5i/QmmQO03Puypz1dILamkx9k3xY9Q6L+vcwYmaq7RkqfkE867H2oTar1CHgq4Ja1U2SvL16xZhiwDOJvxkSrgzKYolJ6y540TPUw1hLJUSY1tuL6Ej2dlidLY1qd2B/hgF7BdjoUuuLAteWP7qwajZGaf7piDO9gqgD58ZAzUvnWr2f60P2ZD0fPiTANzDqkzYKtUKe8vVX1l3maEDdpDVUNwDZQ9bFvEa2vM7rN0Y7slad/x4TfgW/wFthH3/mNQDOuMUAE6t9xoYkZNH6sDtVqe04C5/XXU5+MdHM/kEM1TUQvbciw1sNVKaa4Zu3Zy6eN16T7QRp+gwnnsCZ29m2B7znuNAUHgwiI3g211fK+30ANTrLQQMiRsX1QXtYLj/niccariYdfLvpF5l0kLfKLk9PFFVZJf3V3sedn6ZM5TMwxTg5aLQAKz/XzoTRBmvNhqSXqSfYwS2P5Bgyr7XWjH5iV1ZkLDu49iAp+Xrg+2JcP9R3Iy0nhvNrtQzKQHl8Rw5VOe6pT0cp5JJNR5nsfz3oW12hWSosA8pfbds9WF+r/c+FA3ZUibquh57auy2ZIdrY5e68b2PDIM+8QqsJXCbPeyn0XnfL+x1bwcRrOdVbAEeDCFfPVZWFAb7LkbTxVefW48gangzhCnVUl3bVQ8p7T1Yw4NyHbLYAvSJ3KBB/YYeo/KflW5cSu4GvhQL6g9wjTqs1c1ZmsE1FZj9mFDLpiw3dr2DYPtDpmTJvLbOc2xI2Xru7m5BmZGTiFyDIwXgn2VbDw94m0ws7o97D62rCpx9zzmm3QeyefVpSbGXh99Bs6tYYnCbpTdJLNUJ+G3cgbs09NEEyYDYFs53Y9H4uegjZ0dJ9QY7cGV7dOQywZmW8fmOfabSOR73qTaN2/jrc92q0owtpco8u1kk/t572TL4vkmTzwclFWZTWjsNSFdnFdk27zRM+wT5sBDYhQ2lKzCzjds9nXwLXVVuPcjwyjRbckSouvA9hp+vFNKzzQrJUKerd48W4i/A1vN0fgcjZ6kMicPBLI2rvJ7uQg9sM3B/HjsGNmcM3905LFVQ6GP4QNbhcxW4qnD03vVJhXsgfDVR/kJ10RrgfB8YlDAXjou1K7Q+b70QFk0QkRgRf5qU8YhnNCy9xsP5Jo9xAyC7VHDggJst9D54Npo7QlRhWD7TxYaYBs17s9He2thI8rHHQrb99RmCiJ7U/NNBvUx3w57Pmh5rwc3bCl8kCK0c7ACJDG4PW9h9wIHkz6KEXz3iZ+SgB5zxUBCui0j7EP5OEdwsi/KCrxTAfX5/tFpctU2uo+EFE4MvcINj4cb22Pe+RmRhR5tzh3gJmGTT5sE23SK0uekZfHejkSk2i4kcT6wEmx186V3tmH0mktHJKpNshOfeVlRqHIcf4HThRXUjUc/zvkmb24muF9IZIXt+b9vBrYo02BCcdmbwo3fd+JUxvNq9PnMjxRz466EUaF2LcR9rGdFbGpf1ClsX9+Y9X6TcKYdNUSDggcnyQnM7v4suZCa2nd9hHRRqJXTlz611Y7H/dyxm4pxi48nFa30uws3TkyFWSpxzqCIU/u17r+lINPUq13yKRjlgA14J2V/bXOuahTzbCv78FQox3tD6akN5cdzRbb3U8hfhWZOFTLYhsnzeF7Mef41QoarsCQJ0JKnNZZ9GpuJKp0t7DrRlXM9mDv1DOmwYCuD2KFgM+podxGBUNTqJ97EJcxW6UTlbMAeldVV43mTRJtoDym1YCunkeSclHgYBQlj95T5bV3QrejcwAHbTdafF9t3h6jMh+UKsxWmN6Edtt20qD+T/azT3qvfNNssnS8fwlunDJQdG3a5cr6755r2RZGB+Rxf8Dn7FYcSwp+Rjy05JigfBQyl+9Eqa8N807NMMmx/FQJTHycs3FibCdvAXZ9X232KixdbYv2pHCXztGVFDUnFFTUnXeWDI7gyXY+AY+ij+qxjMF2s9ocNartrFk/ScWph6NKSoeVk5oYOZNM3ZacoxbxlYfuSbOgBp7sdDKXmpYGMyGYbgeYdBj7lW+CTnMF2A+FSNzfarjlDo9O0kb30kAYNxhrHfvHBZHMcc22BHJNVREyUBtN6b3X8oLbrsypDi2lzGX+4C6UWtne2mUW7dbnUB/dTxwQ+2PrG3HAT39UQesuqSZVwbFv5Hs+rC4roHjKzwUnVB5gz2P5c0v6zzI/95m7b/5o6Wjcfxd242eDZGiG4W1iapoE0tdyHkwgq7SewWsNnfwtz3nUJs1/7vPXdPTek27y/aSapEyMaFypu9zZVFNYCQ21wc9hESWl3Qm0hlhw8ECxVsF3s3pWt2iazHy9Em4OthubgZ6Dy6FOvDc4nlhUhHl2Ys/L0p91Eml5vbKUOm5rsJtpScQ4qiCUxo7hC8jrYXoof3NBpZJpLZjSRVs+NK6S3g5t9TzYWY9xoU/H9y3BeNc6WQgI8ONPH3v60JYnR140PG9SuECI/aWJuEk73RrWUj9gEKYje1mcLI3U6Qz49uOF9pCx7qxTv55wNPTa2QsQ9mL5i+9YGM/Jo7XlrKzw1ZOH69OwaV3WBWvUERvMwpxiUjbbWsctj+WhzzfHig34x4ZswstqwgddjK/fpDspFq2jsYRhaaN7bxlXLJrw95ACpjoiJ7Y7U7Vtky3jfIHgWnNy1YBuH74efueik0BnSj97bxuCGRkl4XPdqHs1ikm0i26IZ4deNESkXvbq928bIFmk213vbHD/ub4kWJfppweXdNq7qUeHRBB+t35h9l5PyQPuoz75xVWs8vabgOtarbxs7NlLP6xlrj2eUFn72jREgXuw4YR9pT15/3rpkfT+DSuLZNkZ9SI+j3qPTVyeMyLDRV/4nT8lngxhs3xTDJFt6rczCE4mhLY1s0S2nyWtWe7h2ZnaAoLKLKje2KpudFvC7n4yOkEFy4uMsc4cIuWCVrIIN3Tw9nKCnxCfQd8iR0aYtyfQnJr7em3L6MOZr373CopMl1GrT1bLO7xQhH4c1+tC2kOvzyUXJl62Asx9mmpLM3wsl33El7uFEZ9m9Uy1XS4ph4fZsFGBeWTmthsqKVJQukJP6cagXL9/fKZ3MDV+WoSPpOqsNxHSI95vwMe5CBi1dkrkdW9bvJrj8I23ZWYW1137jA9WlPolNHHdnNgq4U3cZFh51ujxU6d8SDz24yRB1YqsZbYEgTB/bg++uAOF0T3Z4Lyb70evEx71yQp5mn6/pa7Vn+rp/Mg5EBg25+msYYF/cNTWGP1Ltsox48UdgVUhDJT8k3pfzxdT+9N7HO0d99+3SPVIQs9QbD/b328+tynBgC6D5FGAX2F9c9a2GZwbledLw5x+8on38c763vUPrD7aalcbB8EyjYbPvr86BIdU857BC02tlQR+GEcwQaYLPGnTONG1FhOl2L3GIwgvR7ueJ1zgHzuz1MyhWtb5OaqtldJ1hZEXVZl/2OYdntpvyg4uOLcKojdbt0EZUGPrRuuGlqommsGvxYGSWZ3pnFLkiHpxwhYmqYFTDuC985nvqANug3lqcBPFEpOu7xokUzB7ExO8ZB4q4ztFBnLvllNjZtwvzPzgxiAmz51JubAsBhpRQWyCTG/gVh/pE9GBBBbav9H2xLXbYiw0lEZK6rGEcaYHe7aFypwjVFno6K7qPn5KtHCqCs97Ebs08S2Zwn2WLKwYR2ZXOZk0oM7Fa5GS8z6KUseDBU0MTKlgkeewPj1gDo8jjMFD1tdXw1/X8NbzzWWJ9jVAPf5Ir1u5ZUxh72ar0Z4kDLHJcCasCafculRF+ZYEfI/urc9Vil5hPNJgDhLBmwYuRdtKfhQ9yPor0GtdU+bHXEb3ukQx/xiarFb9Yy9POuva43gNnaeTB/ZnnUQTmTP91WEkiCDykDQyrVBwbsaodwmd5viYWdwc7E2EFnKXFV2nhV9FgWxYkfUAquvxgG6zvpf/hrtj028WVP8LBS5JXOlzQi7yYA9gcdxWmtSOnzGFnApkhfSu6IjLz8bwJGp824q6HxIccvMWtEzBeqdrDeb2JK4aPrAWvuFkjRaLMtMKOD36PNpUfLe4agQcLeWEcpPqDbTQYLW5IZe2SIsoMm114Q9r4wxGH2y6D2u0wd/lYIIzngzTahK64E4cAkqPIHrfz0D9qrz3sFGY1swr77UawfaaJra66d43AubCcCVuZmX3Zor1nvx2KhNJuwHTFLVUwK825L3toPXZjTvh+dnERXNYy4kYwaktb9tn/MOwmZ9kyMZr5DemMvzfr0rl7ncb9pWJjmEv+2QKXYDNz+BD20XGx5DVn3IwH213ZdFRAF1l6cZa4IGz0Z9k9cXwWThBwvKTn8OcYIqvu0zvb57jPPbI6aDj1DQcc6EAx/SrxlARvTDpE4kkL4lC+kBHPcMBDM++pKaKm99WZajQcDyEkxZjoikdMctekLygcU0Ht/p2nV+y0XA/FtirFc7Esh0ZtH/qzNbSo9nu1Gg/owLY6KSOe8qFQtVuo6hjtohHo+SCcl11nPFiUcLUQcRAOJ7HsPNXpEw44wSQx6ESVTZ72/Okopo4rnp0ickUcc4bzV9w9Kdd6PNqVuydu6zoftnVUe74Su/fbjd9jYzD+CCmePWP5WeT/Gg6wkcl2Lb7D4bjUsyx0hFu9W9XwB710nBQO3mUb2pmzw+l91pE0uyyhBQDMKUiJ3QXgxAilXoTjXv3gMDpwoYmNC+B8cK7gmx8Q67Jx32IDBXjWZqELAzdS5CPn7ORI1/m8CS09KbZ9QI/aZyfH6h1BBowAe8T+E1TALCpr6GGBViIxYnsMOA8qFEnLrrthC8XwqYY+33kj71OmhdC7g/XpyUAY+3+yKnMsokNrUX5H0kunV/e2NhgH3xLblsAID3LsfUKgbNfJNbZVgRVOEXuz5KmqaTg0eGXZgLC/S5cY/r7Pn2Pj3nzx21GG/yp3y4hdaWDN9bGxDeEzratX7JkDHzKxD413eLXaE3ZOfJUjP39MuZtVfK8f4mkbI46ffkEcXIeM50LToYxd+92h2J6tJqgNUPmnzTGrT+uYfZirVxKzV/YDemy4BCMw15sMWlyeV584w7S3uxNyNNZJoTsUlTYWwj+dp4i0x0HWzCWZ53HPJjSF2/xaY1drZumL0j62xoLZYrti1638Y2cDtW/dlf570MUOZjf7uaStFWqPXcFQ3L1jw7GsZtkPjF3LmUV/pRX14uT8Ku/HS3LeiY3S8qVtSNB8s7WE5f1u714N2/jS2pc6X7yawbOEl7gpgDmnePA5n2ffZg5Nl8Y336oua1v1o8SGdyToViHk2YCPzeH1vL6f2nKIjfbwlOS3EBr2sbxlY6r9NP4jZR9sD/4ICOANi/bJ7W+uzx+FyB4TiSBQwDq3YEkVdQ5yzk0y8AhyCWnii4J3sDRhKHv+3MRmW/mRXcAzKRI/8g009E29RVHugYbevuZUfmQjcLvTpSbDBia1/L7exr/zjOqTrMNDebgFDQvGvEOdp1HzAs+q/qSRsaKmPe/DZs0oP5oapPssIcaPBgfpvt1zyDSDlgfp/kVH84/2B25/+cOx4n/+LPs/2QAFbRHWv/WSysRLkbIs7mr9lTTBMaucnO3w4309bbf9RxmFVTC6sR+BlayCk+KKghwLq2DtC0q9deS7/UsOwodcwoPaCy+Bs8t1OYjDEl2n0/ItiMng9m3eYjUytY7n9Y3H+VeslqSpVAARLl5YfZ83L+yo/ore5CB8a1XQjZf7iBkDgnopLCqI6nAQxn5tivOSDVDzEcKYQC4uP+I8DAjOqW9H5JfkLnlzu3/xFgjiP4wJ7CLIYQ/ZzswAJXGGg/YjIsSYoE9jC69FxCl4rk3AtDbM9Qj8qFP75yWNSYY+ChqS85yMaG9eq6TFQTKZZjfR/folsYTb1y/VKyYFtdw/L/vzRe6lQcGJk4F9/RhsofjEiOflWT4MUQmKkwEniFPHyrHAfCaSPpwSO4LQNGn5eup2ozmx3EUBvEqqEgWrmAJX5TkZtin8musZeQXX65xvs/SwWBlYPYGoGYvDUe8TK3i/xbxeVouVgX3N98c8KSPPh6cuO/kg28XiwD5kmeJfW7/dUlBMgYdWPkH9mxr7yvIXRSssa7gb56nr9MpivH/zkH3GwXaXXPkml8nXVCIvhTL+Bmc9b6VzX/cIa6kZoRQU0EmWeooCOqRQv+7fUItvBZwFJTX+BvaHoM5Dec0xVX84O6rnj1IbN18S8aYSPN9HPtBDLYhR7520rKBpUPpwtopujJ7svuiSk2NvgN1hEe/YLjxvz+npLTNfsnRsD+zLHLeMHXOscfMTV438I3vHnveUpXbShnFuD244aPUf9Ty2Bwx95xTbVyswnsvaGkC2UF6bn9SNNv0VqAVsQnveBmP8s/wo/LE9wGCm3Y4Ast2f3NabR71+HASwPZj3Bfykze+8uQI12o8TQVJfkwJ7cC6wde37PmWokyc6HSR5BnGn8V8ds+gbJzKwzh/DBK5lX2abhgxsGdyTDQcOajaKhgz8LXaDH9NgodMkOW5OmfDr98BXaN9mm/zkJPV8uH24j28Ev5B9JbLO0cKhH8/7WE3BmXG0pUgyYpP9VrCxgKcim2K4/UCzkJC5rrIZgksG96NNucd8e1yK77H90A7H9eO1odt9yCRHWWS3XIeHgwH//LHy4BEjDWRai3ACdz4YE4jzxxEkaUtZtWNwFoHbV1+nE4ndcXNVPf1zWchF4xIGFPvqb8MRe6h6e15vVVLS8+PsTxivaFUs0y3F7uhZgTK+9aPUH3MVDYdFKTsMVlKb3dz+s6X0Y9KiMVjWDfJ6STOZUdhuIt2W3gNGQ/yPXwzMvvVz+sLYs3UPcpo+VFIHOxpmGxv8ynybs123Sk+zk9JAo90NkxlD93TfYc96jvWa/K56/trmMIleCA2mzU4jFOjh58xDCbY8TMZ8ih8XH83dXQE7mP4cj4MCcz3uKO3HJAiepkMDU+uMFJ28cqx1Ra+hg1Mm4kimZdFx72SrIpn65uBkdIxn5JTzER4F9eYHbtXjxymJCulISiwJzkoUVCd7veIdn+hx88GCvf1F3yYKsyoZIPzkACndvB3TXz74P8kLVxu+8otik+15vTKefv2lDrVeqYii7CPI4Lmu/V319p1aPlUyvZX1INUj3tAPRkupYc7bYFFH03c7P86y01J9fcgqmDwMejaf96kIRefrly0XHO9irqsnI+WH26yF9ON1/Dq026NYHAr0A+HkzYk6SdNMbJmG4WBr33CfpmTIGO87gdIhd30z3pSMBcxFp4S4VRR9Lg3FkzIkgrnZoSMHKemDRRocP+BptEbQSX6um6fpRDBaAydsGSc/nzLv0CbhuH3flo/bdKWVERiLx/zeIGz9DUXRBJ84bGlvF1QtZssxtzjkS9tHrz9+cyxD7d355oNv3eTKT5j81jiwnLWxXhaD3v8ObrPiw7vG98kxIEktuuvJaeJSAg47GEedWUtw1i+ylfQmfTjKttt0z0bTOheerN3x3h8/FoAYUNiXXOe72CRxy80PtThpGR8sBtkyYA1y/lgSih/KwBE/7+U6WxJNPZbR7xBuX36d71/xIpk/4t0GdP74JuJMcTZl3cDt5z8ebq+4xvjxZWRLZZYeSTuG464k2YJJp1akwd9RbrCXsjrYpqy3Wbr4wQP64x/Jzo99y2X6UFql97wPEtZUW/nxp2QHiYyVc9pZHm3coxF33kze8jaXx6EshjIve5KyfT3cnr70Y6KJiytxyvXHdPPQKbMybbJ2Oa577D1oulVkZTD1ZN/tbPKXg3PX8T5FNq4zKsGbg8LtBlN2jU4n6tzOgNMzeV/39R6Ft2nNzfFJuw+jwBIfRWdTsJU8/cY2Mk7LHDgO7+WKBqlwq7aUUaPMuOO8Pz2mVsTkRQNWuJWh8m3jyAqHhuf1VmnI5sUbuYrTtXQbvJ7ntMKHkz55G7y+PrE3lzv35OfZbp4IPprvTzDDmW+uVtAebWjLpbV76/P97b+mnEb8oHkzutzC6e1N0/02IezqN7dhatxmvK9bLtzWNOftoluKzq8nx9s01ejGC08Yo0/eDpk4wnHJb3JW8Wa/4mQa3ibARBE+vNuonqaZMB50x/VwGxH6Fc2E4RXzh2lJnOQkPTH+SbkGq+KiM4ZregDzga/jfRdbZctG3DseFw4wZoE9DZLnrAIeNti0edXXT1k8qcMf3iQhubkts+sx/ZdfX2Z45ZmYn5KjhvuRaKop70//+j6LZ+Lgxa2cG+/HxDRaN6fzlS46CWpKe6ETBMPrh9uoqG1g708NJ31LN63MSmZxAO+EZv7YX8Ptxb1O+2v0YenhduuU+Tavi3aReUFXeAttNkjU6s2T7J7/gks3/CAKfVqPI88o82tQwKH2Y73bd9G5XJoj0qVwm/vjoLkth36W5SVedOhHtp8w2YX1eZs6ffK9Uzk4z6gAhdIeeby4Xdrz9obnZbpyoi+RPzo7sM+7H/Tezfd5/dQLbgOEteXovw63dZpyWugC42jhujn5LfxW3t5dvHVVJIT8snP3vE+l36pHl/gi+808IxOc2bw46QLTJt5utPpyjfo/ZvZFtpzXfB9nfl9ky3mnfygX8Mr54Zzb9GiuXzhWtmex9ODFDz6ztv3UpphqLTceuP6kaPQPV8xRjXkBcEKzFOvCEZckvDcf07Hd5w7Arbaq14jxBfBSr+Mn7WBinNknL0d7P6Y9rNpM8mEKcAboPGL4AvyQFcvkAzuEh1shMc6Y7VDoCSCjpMWMCLjNU8owpxnX3rPmmxPoph/LZU3ACZ09esirEKY3ogiftMQ+b8O7lxRjL+BoxFje+fgM+B1FA7fBqLwfs1BZ5hjDUWR20EtJMc6jqOmiyQ/Qx4KIZ7n0g1HZPd/OQZp8i+EihZaOfskO2IeUwLG7HCNmmkzeZjBNk8ZtzqFwImJKjEwpajDREV6IXoHbHZzvSJYnqUWYXa87wMUmj/nX0r4y0szycUEwcHR9zH0+UEbcigKmVh9AAydO5g64oWUzPx+TYeKM+TZgxLA5x5wcOP2gelRW3I4wO3AzzQcjl/R8afhXKhTDpfaI22e/Rkz/KbJn4PmOIULidg/2mSLEIeacm3AhRYWaY0RRkQvpkJWkjzSCd5qIWkxGEh80/oMrS+GHZtKa/0LsEpz8iDT5G9MEr32WfT7uSTxPp1fFQ5WUntcX1qEzxeqNkxKnmpr8SaUC05PXfkKsiixLMXoRJ3v7uWqaEvSQkQU/2NCcL3+ztoq8TC+Ndj6zS9zuzDYzwYrVQfl9fdZeXcj+ghNzcYyYIQYfXaZCIYsMjqn5cWeX9XYXDHDKgRIzzcQTBzYhGg2M3HecMWGtyG6ia4mBskmuqC9nm/TJboNYTaXx0se8iVNalhgXB2dX6jpj7Jx4qsoJqnk2Kz+c7V3lHrpYO/jRZVUSYvAK3YPnrPJ9nJ74SHmm2p2NOL0H4/hbYlof/KQp7yfdDz7QMpWYEiiepUAXP2XMP7mtvPrN3xRCcewARwgzLLJVpWMyRB+Crb560hwTltnPVWttMyPQ5SrCFYXeYz5jmW6rKgN9nKO43a3XjFxEInk9X2a2x6HnmBYJx6iztxg6KU6g4ojhlXCMSX+yLoXLoXAXH5lZTtm+nXcGpt1d/f6YaErHzJZ1kZzieNKcIdmzqM/1mgmELghU3J5fPVMuULRM81f5EvtcUvjoMyfC55iKK8RscgnIH55zZbLyManwPpTq4MNWhYu0dCGztchb9tIuhc94FeezjZgVK55ke1wVEjJzG4WJsMgxihZut45ihHykrXiiyTdG4MILzd9XDNIVZxtuRuO+gbzwN+XQBfhOrqAacfYx3teXmajiA4LhRJ3nGRxc31uW8gPD8r8QVyx+HDoa8vHGcFvwKQnKxySLZ1oDZtqyfR/n+3o8FEdMYS6Y5jLf95jmLM4Nn2L6c5GZrpVtZ0yRFi9VAeQujBpsS2zUfiG8WnxOOvBy3EfG4rXpW/bh2OL2XY4aMrbBTBX9J6lbnB6wGpO94WRj5xrzwcWrBF93nni9no9DkamcdJc/DrevKt3J4W+OuTh17E/ueZHl76G8ZZ+fLs4t+ZPDLn6krkh7l9sOz9MqUJzH4/k8mZ3BGnPhxRPazRAuX+QdfKpXzWfUi7O0SzHSHn4Mji/E27s2gttly+S0s71fw1GaOmSwPXnXTHgNY6g5xK930QS3Kl83G8aUz+IIfkjtAS/v4kh+NQPFJ7y9iyB4qvI+xyYms0R4eVGdLP4sjoyPzkmm+PUuguCY1PJ5ujq2nst2VuJduLyLHTg3yRBv72LnnOkhDGENMcWzqDnVVKzssca83N3rm1rI4Ne72IHb90+JiMPPu9hBTGJDAEMMPkFrVYPyXbc8vK1VjQSR1AaGx1rUFHJdVXq0aVlfn2/HPmMdNyeY6/mY+ZpRD/ghrUWNkov143JS+qw5yvTUOYXbWrvQI3zMe5B21Hftwqr21BNBQpZ7G5soLwrEpnXGs0YRV3Ca+HmcL69F63D5Ur1rl0LXr4Z9bKzeKZomjUshHobHWqPMU4Iy3/5aaxR6FeSpYssfPKmeNQp6Vhp/xOmIumcbnUKo0oSvNQp7OzS9ibe1RqFHQkYW8LHWKPgS2eJivv+1ViO0WhR6jBN2ZWs1knUGxKmS8bJWIwQ3Xsp9wwyNsIHn/RvOIJO3tRrJWnyf833GW/YxKNaTB6gnNZaez9dW8fbm49B1/C47NLg2lhFYxK1lh5JhlNzSsxam5/Mx7Tekqpz+c+N595JnpghudWvRQeMqbl7i1xrusrTnnIN0mnfeRUdmL5h+fnhZiwsEDEM9KbjyrdUF+0KzO7TLoOJZXeQpS77E7btZ70MLgr7858+nQGRA6BW7i2dxkWRPy7iLHeFaXNA/rVkAT8O1tmCDbDYIdlS97xoiycuKJ7CrFaPeNxPCOq2/8VdcSws1XCM2hOe1tEBgzvuI17WGSAqJ5QABD8i1hmBCzloydUmWnjVEUlYAfz1q3feeSXKT4QwRm0qi9F5+kM0knt9bCfHxDITpeI29awis/WRCl+Sk+a4VKBvsAaji51oroFa+1A7VkeG+hZfieBSA1VnLvWsCzOqb4vy6xH5PNazgyGviupYKZH7nkefb9LVUSOqBZbzBvXStFZKOQ/VbIbt9ByJ7eomfzOJ5rQkQ9xTl+XU0ts84BM5aToLpRnu+BRpQ83z7vtYKSX4rGj9OMkmftcIhnYZ+Q4S2bzGP1IiqDnvZtVJgs/HQEU1HUfuuCGSdOj8k++nH851xzHmqaaSz87XefJShmhe/3LVSONSAxE8+pnq2LN6UkCL+riAO5SQzemDdu1YQhzpe+DhD+5HPUkHG/AopHMe8R8fLdcMKvysIuYdgeQA/1wpCRqyY16chh9lnBXHIOuyY3OqImp734dngBoevlYUaMo+J67uwQE88re+TTJefBYS8vU5lGmKDQfpVfjjuGHXy5/5GrczZAF+axqN7EJXjPVu34vldWCB6PpsiEDE0yXe4lnhXzSKfk2e9gR2YjUAMaTJRedYVj0X+fJvzXVdIgZ2VjDi0QVHn84N3/pVUMsLf9YbM87M290aRBdZcb8CFaAmbfxDlgn2Qc2LKuv5wK2q5y+I7KGddWW3xilLB1PH55Ozy0Q7++5eemBIpmDN+M3ShV8UoylgD45SHH6d2VeMXr8RO5Og/P5QCCUb7+VmRViIe+rk5ZECLOvfnZmLr8lKofLj34FPZGe9hBQgMbfGGex5+zGi38IwM9cylcf48auJJ0W5Dkou7bIO3ecwQHlm4PVSj/jziJBdcp76FMFTAhy2+exxZwLIe+Bmg4Flu+HFAw83ACs377dfwB8eT7/oZLuE2BufrZ3iF51Nhlbhj03j6XJdOn5bj6I3DGx4V7Wewh9NFUn4mB7iNKxxeh8lkyO53lmF+8sHQ4dQJd5ys4DQ45p85TwYQ0iHHORJOEdl+5lTxObf5KXhiNW6EKXvy/jPB31Qzp68TJtfzEMqKm+f+U4ZMzoI+li03V23py5ybt/OnLJpcfSShuhIfLZ8/1Zj4le4qbRVv8HyMWf25Yk9c3oyprxeWUzefLyvFtUkaqlDhobOsULWKywEqVrn6UY+sEsFXxeJp6PvyVbR4wd0q1uLisxE81O7iEu2EUl/41BZJWBqIX+qk9isJhY2oASCsO4R5on7WL+JVwelhvSPeNdiH9ZH4aPe6aa2nxDGMicsvsC256/hZromXQ/eGX/bpgcrqJg/LRPgovf4uK/VgFvWV+VUo+GIA+Vm08nzbvXT+Ln713NOD+7NYlnNklyQgrK3hNowe42ctDscbOcel+xyG8s8yH2pTyag/2wVzMMOcP24vMPYh9ug/uxEaE9VmFTYv3BCKy/FxlfdxsqUCDqRxE0RDsZor46aJhm7pgOPmy5BU6d7aWXs1suZEffCztzMUHTg/vdsKAieNd3HnaMzwg/G706TknUsr2bBjBW+zqyHscMEVHvmzI6b57np26NYOmuZH9VDHHTfm02OeeISdO7iEuXGjT/Y9WQrCsDEom9OmYzu/j6hZ3Or68bPt6GZ9timzBKEPz1r6hW1N+DlDAsM2KPxSw0rYNaUISVkHuGGXdRYt8zHxu7JDur95i/hdXBU/ZDfEzWDVSqn29LN5DLdPefxuNqvmkgo77E3LMLYqKDVsZQ/1CyKdjFvi8Cp5T9hBV/k3GF7DfvtQ8NP8MH5/XlVknzvWfj9fVSfmSD/7/65K5RzhIoLj5V2HROF8QdXuPPPxxxHgigFHPL0YEpqrqcYfdqiUrhIXhLMROE3Z/eeMhZIc56DfMxmV6hh/xSMcsK0q6++RD5z79fo5IoIzZ4yfIyW4fcxef06m4ARc9J+TrHGqByf9HHyBcajK8ZwMXBQJHU7VwIQE/Z7OjbW8wfv2wHrv4Rhg1Z9TvjGbD37OBKFXUuRxOENU6ljDnTQcOYLzlB+GE0q4Mt9/Tjpl0jUPz/3BqEy6inaOwjkqfIw8xs+5K/xKmtfCOa2soJuSHMN5LzwfEouF82G4fczef86T4TTqlp9zaXgv5SzxFBs8xufMG4xcsf6cnc+lqXxme+/vKtaeoaP8HL/DydtpP8f18NK1sx9O/bUaTiX9NAnITrupWSw0FcDPYz6tvjkBLtOo2MvAGpxN9vzT+wC3G/U6V5sEqAwNP6HRAm5jc8k/jRlDwcXz1Nb3ccDtjY/y0w+i7QAC5X/6R9g+wN2l/vSbDNlO5OO3b0X+40MCh9Dn4rYh5Os6nmqCbStpYEK7DLjjWfTTdSPjuKQb0jfpaPMDQ5jY0sNeCaZX9ac1CJ6n+De0EsHLpds6tB4NyXPKzVcDE7xvGp60RyO7ldggJSv3pmbl0GjFVk9ibfTTmAW3xXlrP41c8CLLwtAPBrYq6kw/7WPaSRpqK/XdZtp4srt7/DStuQ2p0mU6/P6E5BO39NP8NtSDK4FQaJYTP9Vq7Xvu2Adj+dV/WvTEuyq20NIHJwS0/7QGjlueXX9aCcUvRXmH1kN4Luq58w2MwmdSX6ZveISXrAby0CApLqOJ0Gc58yy1qRj6MsWV6RTaO4Wv+SX4blAlA5TZkOi7SsWHpP+hC3VokXP0n2ZW4a7k7ND8CreVLONtaKIVr9pSCz234qcEnqFHd+hZVf0Yen3F6WP66Q2GX0knm77DWLjpeDo0JIt3rfBDY7N4VftRaIQWz+qACQ3V87Iq3kMDtj4mHZI/jdzz43NjxIZw8dnwGBrIxW1N3H4a0cUpjH/62cUVYe+b4vUlX+puCr314oOQt9ijL94uabB8r//8EfVABMmAOAKSH+nBvBm0OA0SBt08cs2PUgjxeUoXJBXiRND+SDPE5VgeFR7iNpGXKBQRPtSFGuQmuvXP0uuPnEVcBs1RFiNezx9xzXywNIoEkY74nD+D2Gc+oPUWHy0xkfgYrf2Ikubu/lF+xU3iVfuuQSQlniUa9lorYZLufhRbGnUupSgH5Zf4maJ+7B6j2nlGHdrkCtYKurXJyy2u87PPYG3aooZu8kP7cl6LN0dSNeh7Sd/EQ5WIlwZO3oekI05i+Ay8t4Sx+lp0lDFvVyd5vL/JqRN1Esn7lyIWKEgt7zvhrD0KNp/7bwTZ5z2STiGkU4/eD5UsMrwK9X6Yp77IqVbno9/k7+HVr/cQ1a4pxq2+8ByXsh6CGhd+3p43XtQrjjlDjSLgybvqNy8mFs+s2aIoeXLlUz+6ZiF7YxkIOGm0OEb2QWAtasPyOaIge3IFcwRdt3ifh3peHy4+FDYWdOaT2yw6ol5d/ByqrbzuXdwenBxl8mCbP1QOeLm9ODqBEkT7wjmlqPyfdJ4MyingKG89h81Dq9FZQLwMNXx6IwLx2lVMe0MD8VbUrOKNESY/1CbrDRbm+zTtCHqfhsmJEQ+WDvPjzKNv7wwxuRa+3mAi/LU0H17jnS9o5Gk92FfcX9l5v03z1eiFG82Pmcb9zZejRfON+UvpLwkeHpMjD4tWIPMHV9KdNxSZuEwfAudLMu+bUwf33sdkcjaxoh/Kff/plMT7qkxerx7dWSY+Sv9xeZm3fRtX9IqZOJETGzxn5tNjE1+K3jWTZ527eQ+c+WwOrXyclc79yB79io488xGfvbbe2GfySipnMAi6R4lWfoyGJr8dPpxf0eRHu98n+brTRicp87x70uSptTO6MM3Rb+h8zbs5TZ4l0vKuUHMUVYeat5aaWFmCwaHqrgt1Qu2dru46r928hbrTlvu3gVcJdSd5GiUaeE2ejt6jEdg9ybSaoqFYuat7xgVvTDansFFlsueMzCbPWoR4Q7Q5FRI4H3zVJi7as/I2bHexkUaOdm6T13a/PofCE9V+ifZykzeOE4JN3eSHNKze7k48yY/Fu+ZNLFf74LInfnSNst6Vb/Kk3RNv7gfv12zDd16AE2fpirx1oPg5+9W9BeHkc3l84LXb61tcsZyuI1oZihPs0aPz4eRZR9reQVG8zwWpd1ycvBR9Dc6hUdzmulKjo+PkVU093hlSnFPFHyfJyWvuwXdSFJVujfaVk88Gbm93KZ7nPpW3x5z8dgN1dpriqc0n3dlyih86IHMmnpNWrKCC5ydcaXln9A6dPMulxXuNip9d3Zjem3TyNO8F52Uqbg90OqMnqrhSMIOF6sQ1Rb9VUZkIBs/WiZErBYdXYcy/Tm8HO+lx29KevhpthUaLYEArnBu3mLerFabnLQdv24klrPD+uMJHwbPdu+mCK/r0Ebx3hW2AOa/g1DuxjfQj2P0Kj8p+qTcHFrbxMI3HRVgEP8UUXIgnTiQveM9i4YobUXA4nlh7kOAumfuNC6EzwTxZ2MbSdgWr5Rsj2PfGzPNNjjFxiduhZMYHL+iJCx1r3jl6YltzpuAzfX9ABi5nSj3pwDXL+1pPLDtuZ4I9qSw/vGX2/EYS+WneYPv+otrt0u3Lzuf7Izv7qOvXsjc/SrD6nrjRpOuNwSeWAM7biE/MJBs8xydWEq33LZ+/+8E44EzO789HWJp3RPcfG8x9+H4ljZQtb6s+f9+BL5U3YRdOuIIEI/eJaR0Ktu/CR6EXyXnEQ+3vojryhvLCzL09mNJPfLBt4y3she2HStHwXpio2ivY4ws3Jbt5j/2JD06lvCO/cMXtL/j3CxdcHYPbv3BWyesjA4TTpZzulS8wKXvZIYxAWN6lIdEAzP+wXyH/QPikngtpCRPnPCPKL1902sdjL9UHNAj3Th+Ej3MQZqjsIfxh4kQmuw+QELbHjMxhlzYhXKgTXTKFYD45TPXpFhMTGOCjMEQTthshN0P4wITRh2yIKo3jyO8zZzcpfjg+uEP4xN4oxHwIs8kQMkEmlTG+DxYRxswihRgS4SY7BR9aIoxLl889mVBdCj4kRbjUJ0TbV5v0d585xK9MfCi83mW4CBPhUELii/DRUdX5fBgwToEphsxMnIkT85E0wif+YCG/RhgdxwhpNxMXziFdYo5oHzTx+HidiRNHNj6MR7gRNOoDfUTribmBj/+ZmNyiEBYkzH6QzxuakM6mkE4knHUa7SOOJk5pJh9VX0FyeM9P4FKVJrZh7PQRTKIYksUYp4llRzhc6NPEKcV443mIPnIJKVOTIpgKUVXC2FyEXKtJGzmPw0VjTZwQRAwXpDXP8kf5id2auCgq0CV3zY6ACyMhn/M1sQ0wPUSF3f0D3J8+WMy1G5BOVjA5f3FXBKMLLZs4KwrWRZzNXoaT+AqfkzYxvec+VG3SAzGeD2abbRL9zmvLvgv0QgRUQhScMN1jMe924srlffjcxLLO9Ql2s2GjjxlKl30DKHtxZ0yfnV0fJ430PmJvYnqNQk7fxIq/vAP91E1ysbUYAgEnLrpDXHzg7D1R0LWLIJy0sYT1MYYTJxIkfOjh7GuxoWKE5MS73YVkAx+/OPFRWgxPnU0z5FqHxMeJya8IsZHCVp326qMnJ20KVXbplROncoWoy9m9M/oM3Wy+45MzryxcfMPnWdGJg5Pv97TlGMrOgc2E6/fkJIBA74NTpdXuaSP6IG+Q7lDX7Xnai7lTaQ51z7Td4xybj6n0eHs9aVIaf53O0PVEn9gtF+jwjZ7MzPYzdbntrj7P89ARW7+kPnr7M4kstymuM+25Ls+BFau9N4+la/LkhrG/rNOstd7DFhMMnjSs+ybPMTvyOg2hrseTs0H7wzotoa7Fc4zEvd7lE7I6PDEF5Yo0hLoOz9EUC9yx63CNnBzL2KNruPg+TrK0bXzqtH26Nk7yBGx+6nR9ujZOm6MxqOxdiS7vkDjYy03g5u6RgVJM71F8D+fdEqc29ZbKwnSkSLXmGjuxMrcxuNMH6vo62XWwq3e5J6y2TpLv5qub7+rsJ1ofcPFNnai0q3DyPZ19nAxPqPx8S6cVA/j79vo4iN9YlsGd/k/X0GnDHg9Tr/KGfT9HG9RBRpNv57SJAyOwTvOn69q0mZIDYdrWfdMmmw323NO27ps2iRmzd6Rr3fdsdpqOoIfv2OykGRrOGh3fhk3M4rnP6O90DZv2i7NF1WnvdP2anbKqgnNs16QNFezHfBoV7Z0VTrN6Ne3WJy6+YyfmWjVZanOX0dnpWjWx4Uh6kyA0Ikzj0KuDzqjZLcxDfUSZUeuyczEcVEZWEFm9BQ4io8YxFjRIiVrLjCn9iEoie8Jxt29XUBI1slAKNCiJWukIu9r1IyTCFU446ojsdmp6kx8Z0cFM384fFREN5x0cRETtIL0RHDREVnnRbNjOH6kQNk7CQSlkt4DV739tRKGQVSJYbbYRdEL1JDEUGmRCNtNwvEELum/BvNuaG249lNUL0zoO9lUiGws2FCLy92Ui0V1ZOCiHrKLFLdKwFwjVKk/w1qM+iEN8u0dbj/Ig9s/5JVtUB7HpYzNda1EcxPhp00BrURtEwrL92q1FaZCVBmykthaVQZzk2S3TahQGEXluXz2+EL4etDn54JI16oIK+w8d7HVB5bwYxVqNsqByYkX110pUBRXMPC9wEAUVGqEGOGiCCmlHwkESZKXmxSVLVATh0WA/SctREMTi2q5Pt7mvB8khGdCgBiqYvjZwEAMhA7Gvb/2TLIK/lqISiHAeK9Naikqggg1bBgchkNWNbDe2FHVANjugdm9HlAGRm8YjekQVkO6UCxxEQByjWR3UjqgBokvr0quDBohkdpsp6xUlQMWeF3ty6xUUQHYTIlWoV1QAFXRNFzgIgKxUyBMH/U+mheuvnlH9k63Qtz+9nlH8kzlUbeAg/sH2wq5Tz6j9sYUx+b71jNIfuun5ICMqf5CZ2I1XRxT+KJQ+g73uJ3fGAmiQ/ZDjbQNLHVH1k236scel9ij6scERS0T6w301mNmTPsFB8pPtbzz0aq/4QdfIB+lR8oOC1m772qLiJ3NgD416H26dDo5yn6nrqTMf9K2fwPaDCAcVUB3zilHsQxOGfX31R+uTONYGR6lPKmgeav2R+hwX2rFao9KHzC5Rr/PJ5JPZW5Qo8+FmtqezlqjyIbPUBtJaosiHRpKhVweND43KRThIfHiCbESqOSp8Eoe7AxwEPjT/87XmqO+hb4NbJ0d9D33ANuzWHOU9ST5KfzUFdY8siIwFaQ/bj/ZTY6Tna0G+x/nqIOBJVdlEdIP7WtBuFpY59Yj6HbaKrUwzHOQ7icG3HlG7w0/LBY+o3Ulsbp7gIN1JdjvZD12uqNxJaJM62At3qPPtRixX1O0gsrUnolxRtpOScgKxdfS1oH1jGMqUM8p2MJeywaqcUbVDS7G9ButJXwsSqmHfUzmjZucgPzuDgzSHM3YbO7DH9MUg6ak235QRpTlWdpeiV3tlDp/aflQsPH0xSGdm1ouDLudQTVV6VOXYDEFGRelRlYMEwqYAtXG7WhAzTJujDAdNDgl3dmOUHiU5NsdzUlVaVOQcdL4PcBDkHHZf/3/S3qfXut3LyuvfT3GaiZRbtfzfbtAAkSAhpUFSUhoIRagoClAgAaTk62c+w/by9PqdQpFCVIH71H7X3mfvtexpe44xbAZO5RbksM9kN0kqlx6HJHmb/oxeehy7JVHnpnzLcXDrt0+V8q26eYrOVFK+ZTeMbPZM43rri74HkXgEP140WuT3i9WuL/polQ7Q6ms+q2Mo17D39TXfo6TalLzeRmpaftOUvNwGbItje3X0ahspeGmkTdGLbaT3TRPnSwtOb04Fx0sLnuivAj+XFDzS8/KTwl9d2uCosGAsni8luH1q/prgdTZTSN2E460DZ2EAfm4ZuNX69v09XlEjaTs/quH6EYGjtDecbw141rf9eD0NOOHGSZ/2pQC3kcQecdq0LwE4TeQF/P4lCF0HJF0CcHu+7K6Iw2tpwIQF/8TupTTgTGZE7F5JA04cXmPQfqm/H/lqxO51NOCH5z92L6ORLSw7EbjOn7IP3JFDY15/yj65heHKhwf++XV1EUZTnPT9j2vv2PXicAm/+Xw/5Ntfsm+7y+ynI53+Un3bszFfXS7Rt/2FNioRYHBpvpGdxZ8Z/+40348i8ohTuCTfnNl0cLsU38zZwuUSfNtsa/M+2RGX3jvM36Y4gYzuPRsKyLHwVd8TyA5TGIYr+h7k1Q1cfNH3zMpBYd2u6HuQlWVw8EXfQ0qL4eQUMPIZsL8G2nzR93CM08DFF32k3NngHZOXv+iBRmqhoBRX9dk4Q9M9eSu+vEMoKdp8dfck+kHBxVd39oXZw0XasS/uHra0Ezj44u7JfFE/BNf44s7GQ4JXyb/5uAI0vbj46u6hxySBk6/ubE1L9oJCd111x5DPzfd4zQu4cySr7FtX3T14cenVxVd39kinrlcnX93hCmzDEMmxvrojiy7+kATrizubScnPC8OLXTTvylp9OK3LnLrpFRxe6sJEH5hlwvBKl66oTzp5uxe6qLSANV/boTuip7N7jQs4ScXRvcQFnPkSlNLlqju7hHR1zQtcVA/J4K15fYuaGmUm2ry8Ra4JUvk0J29RBSaTtObVLV0nszKa8OIWlXFVRjJe26KiT8qF6qUt8mOQT3v1yhawjBSq17VAR5XW3sta1EpQJeD2qhZwUQhE8aIW1bvqDy9e00J1HNq89uNmblI6UfBkr2gBt6mq9YIWVePKbclez6IYEdndej0LVA8sIZ6+uAvkGqJg8moWrRZk+Zu8mKXr8F6iNa9lAQ95CyUvZWF5Yo8b4i6vZNFaJimPywlZuhxPlafidSxdVl1SWXgZC1iGb0Rk+uLO1loSq0YvY5EhhmRXwatYuvr4aVsNf+UniNBn02rwIhbNtnG+OF6GP/aAq43ba1jARfaKj5ewsFh95Bj2eAULOEog83gBi+KK5UPzeP2K7DqkTHq8fKVLwWyD2PDiFS2lGYmGl66w7lbu83DKFfX2PbSeed2Klug2+fwMr1qBFnZUu9esQKuNYD/dK1amtRJtNV6vInMR/ubu1SpsH/D0/3SvVemycK8/zQtVtAGhY3EvU4HqXKJ5kQoUQ1ejgH/3xx//9o9/8fOfrWxjz+2hmQS/fP63UcJtG8Nm2GCk+/Tnv/zdz//2859+/vofp5+//68/D//ffBD1MP7xX/7+J/z8B/uf/+cH2SBqUnR+P//sL17681/+/o///EcQZ/+ABkJbwT7avJS+NeHsiBX8z9/+x5+//p/D8/NP/8/3H/DE6N5LbMPRnRa5n2lM/OXVf+LUU9pDRxxtwJgoWJ0WEKn+8vKa1DCMg5oN23+yc60c1cTe3i+vl6Ze39y0U2XxZf880ZT326ehGcwGNfZD7cPTqZL5VR5mqF8/PWZQSD9kJPwnrQhYdxqwAuSXf4BEDc+eh9xw9jM6ZjchM+/98nIs5R6mBmyz/gzaCMGFlC7f3756hNMVFSv60D8pWHPlkIQZ57ePL4sJAm5IgNIIbdWQLb9srPjl5bS52tU6jYdaRdHTmEgQ+P27YYXe2A3jefqTBTu1SsYr8dd/gES6RlvB2MDQ7N8T/0AEuHSVv/4Ddh+K1QHp0WnjiMge9UT9di+gMLKv8+GoXBv/LVhBhUnzr1enJKQfNNGS8qfk5GzpFpJhfrt8nGq1oeNTvEQijWhsfv326tnTbJM0s8yfgxACq/gzMYe//qn0Aj+Ymueis0jSkGyo4mztt/sMK99htTkWZH9K3IgXHIcEv903fNEM3gRM/xm1HMAPZPz+tSNhtO8Za9Ch1SrbH12S8F//VPvm7Ce055Cc2T/pQB06Wii/3wZZSb8DbSgt97SNIVoK7Mz89qdWmrHwbaCj5U+OaKKVGU+yWfb3+5IDbxs2Ci2TP2rizMzPv9+VdI+MYIslKxrsZ3hk9v3omO/XqwcFZ9lDxIT2J5I4m3oGiTm/P+GFbmW6l/MsnejPxhr/178VcyoO7Qazv12dA7A4Qg20Jf7+hJSKkC0x6erTdBtprWR8fh272Xigk46ORfvH7Iiwt20V8O8/FVJc2ugpbq0GaZxFPlXxPb/9rXQQ2w1sN460mzQY8HyF3x+RPyn3Gjs4OulEZEUoeOJY4tfhScIY5hL23+lebIOwv+uz/Iv/H3Mq30+y9yfm7Il/+P/40fRqU6vNp/fLfj4vc1MrIW4yDYl6qJXs3jhWlh3R/NDB/4U0jUaKRO3V/8nuNAYvBPSW317/JweAgbaBzCES9yaJR/YDp/cHvf8BO/pWwD4sJVT82p2S7FmnUeSX1zf5qVGmyUOZjb9k92+lJ/S3yzfaWzhut5GO+5c2zmgPFCcYv/0DGU7aqGuT67Dl60ybQvn3+6dnE9oGVVsh6OHjENoG2Eg47a+fnl25whXr3FosHBcNK1x+/zaH9OXE3rNvxpdLDjs7yfnX6+OLY2Mit3i1v5bwDI4vIqeCv7y8kJ9FJjzREmoPpluTJo5ff9omgXKgmVXKmdjn7Pfry+Uhw0KRcbJqqg3Idq0OzL//VAiv7OG3T89Ogv0L1kfD3uFh1/a3b5NjbdQiGJbOcXAorzw9v/65f/KIZjWZ2X/gzzPsabRl3+93ztAxJo3ec32I4+lojezH377LxqEm8kBqB/5cq/TZfaCJ6ddbB4MT6jIVN2v7ZCh585eXJ7WiRRIMbKjjl+38KbH8el+ykLLJxhYbrFHZqy7IrQrBEr+8nE0udnaz9mwYBWtVgZnHrw/Jn+xjqOMvar8/q0+JCf33WwedC7pYNXQNbZyyWfD8/sUwCNudYqOwLYhVg5KhTFPm8+s3j09CJUKh4S2EOU9gPiDN+x96ZknhtKeIza0/acsMkgVzqvTrjY9gujxqCci07eC+3+2u/n3MDEoAasQ1MGWyILAbQ3XdPzAEIj6127azjUQtRCC03am/j4AyurAH1qpu+zXnh7PR5GFf4rers9FbrD7HsTxRkmIvSZxe+vVeQCVTMLfX3lFkM93mwuf3b4bth4pZbGV1yk2PjL7Qy/APPOM0JslanPVNZquBVR2L+N9vehtIH0Ldy9DlR0DnZUPU77MVHZiNZiy831CEROTbvd4ff87Ia4qNP//c/ua+ZtK//qd/93//+7/9u//ln/2Tn7/9r3+8k3bRhP0fPbAnRaK6P/7XPwrHwYkSZL7q/Ld70V9c6/5X39fMf/kPXOvhM/+45fXPnuT/1NdGe19SrwetsJHTmdr1aP7xT/7mj7/+n1gy//zNv/2Db+1v/s0f//Lnv/tP//u/+/f/5t/83X/6R//SVp7/A/rMf/Xf//yrn7/553/8j39j35e/OAkGWESsi7Mn99+48L/+P/6vf/ev/9GjhGN/xb/+x2EWOH9vL/0P9j+7kvn7Pwo5kLr4/KI6R3CqktY35cD+Us6/2eTdzdj/q1ln/X+ovOJ/azfj+Qe2L/QJGk2eYf++XX4Upe0fuKAp60pHPiBjUVcdqBjpNAcG6qLxgsBBTE/uv+nW6tGBOpWBB7Bh3ssLonoQUnOApwaFwAtYi2X33yh3RngBvqYJscwBtvDP7p8kek3xsT3Afjeb4F6QdbCehwMYOz/BARvZWokOLKXCBhx5V6zdDiCd9WkO0OBRugOka543qTq3qh7QYRySA7a2Y0Q7oNm7hurA6AMB6AaIT4gMdiDjUB4coE6O0QFWn+28C1uAJBw7kPGRaw5U8u66AyNJkrH+Wz1mhAwfQJqiu33ondWh7gFW73CMMIHNK2yRp9QdWAevB9TpvnuAFSccZ2wQ6AMn3OQA+xk5AT6AaSk3B3qutCptEDGFD8X9txWvbMweUOxdS3KgB/WKbUChoBifAxKn/90BXIfLcIDmwnD+NjoeAsdSB0Qyj7IDyJVqcYDM9XD+NnQ4SAUcWDKf97+RfzcPaDaJyYGlP96AubrVWB0gALp1B2x8ojXyAGJ6+vnbmG7Hk5IDNo/g2HoA8rtUHbDxqfTzt3Fi8WC5fIANUNH/t41PIUcH8MYb512lg2W/9IDUtEV4gI1P2JMd0M+wUIPyxmMJDhBY9yQHEMIX/086+3jve7BSbAzfDtjwxD7+AbMV8vx3n8fDG8jSgYONA2L3NzFLFrtobQ7QlRnev4xDIvpE3X/jDx6DA4UFU3IAD7WYHRj2DbfzQe2WtX8RmwM2OpU2HEBiktx/4wXZz59WFNKYsgMZb5fiQMWrtjmAVrSfPw2Tpux+AvRzWKY4UPlDkgPsvI7zT9r2GjogYWDVHKhJgeEHsHH4nHfhQFOxqAfY4BTd7YT0Ij2lOICRzXPeRY6DrXQHkr1tcP9N++EFkFe9s0zFh4zzq+KADU7PO8sAyH14ZxkAHdDvLFPxULPl+DvLAGxwymdkoWGAXz47gF9bPG+LtW4c7ywDiPa2sTuAftb/95IsHWCDU+rnb6NbvcVUHLBb9DmzDC0cdFZ1BwZ58edvY7HQ65llcPBLIZ9ZBqs/e9szy9CfQnv3eVt1sTznacJ80G7rMRywcqL5f9FnF+IGlcEpn1lGPTo5nVkGe0V71zPLyIfR1rznb2uc8Pczy9BYlHGIcKCgjIwO2PCUzywjr8lMo+YBqwHjAE4qziwTpbs7z3BUZExtHrBJcGaZOKSacV+HzDHjmWVoHOMsqjtg0+c4470sQ9nBcqAhFkgO2PiUzyzDLrC97RlZdfKD8b8Djc7p4cAo49wtNPPZu55Zhqa/XMqZZWgOtHc9swzWr4lTgBewV5rDmWVoVQz+f80e4ZlkUtqmAhtkRqdyRjgscO09zyRDEyYNeM0BxKxnkmHbLLipD/Ne1BvRAbs9a80O2OBUziRDJ6oNxGeSSUqKiGeS4aQJAxn33xgvn0mG9ln2vpIDieyA7EBhm6Y6YINTOpNMUktlOJOMmoPZ7HOgMEFEB2z53s4sQ6/yI0uVA9jJPrPM6X0+gNB6fwkOes4sQyM2O9DJARvc65llstxwy5llsuLl0ilOaRPvPZ5ZJmsFHs4sgwO5ve2ZZWhZt7c9swwb4US8FwcyHW7NARuc0pllOAC0tz1vwgZqeKoHqbk9hioneLb8HbCBqJ5ZBhnBo2bbAxIRz8MBG5zCmWUwu2db+Pxtr5HYATYbtjPLoLGw8v/MMln+G/mMG/j553JmHXz/7V3PLMMhH+dSyQE20c4sQ0BBqPXMMsoxGOXMMqhZOG4dDtjgFM8sgzqm9+fMMkQwUIJkBzKSmepAwyy0OYBT2JllSI943HSYp8nPmWXYpWPjKzlAo+2ZZRAs2bueWYbYDHvXM8uUN+jsgKGzrxfgqlPCqU/RY9nbnoeFYJD09DPLkCDSdDazQVTW/JllCtmn4wy8Epmp3fkAG5/CmWUQrVGyFQdSevqZZUhdsUXHmWWmhu58PUjtbGw/kwzxMPauyb+CuPYzyZA309s4k0xRlEM7kwxCwoZO3oHiS0micjhYPn8aB8MxnEkG+ePswzoAPeeZZBTy87QzyXDg6hZYKDntPc8sg+Kz0JLogI1O4cwyM97oObNMUZdWP7MMOlXaW4cDNjqVM3AUeUnkM80owGnEM80gr+UkqDhgI8E400yRl2w/0wzZU+k5LyCjqumc+AAbidKZZpAY03ryvmuVHuc50wzxWvauZ5yo2p5sZ5pBGT2byjaglSHlM82QC0aARnbARqdwphnk3OQHno9OTjNZHA5EjjDdf9voVM40g9jc3vVMMzWrdexUp8StFXWrH0Db1JlmUMjbu547kMYCe9czzdAdxEolOmCjUz7TDML+QOiXAzY6hTPNEGeH9C9dQE2crn1s0bnGeVvNJs1zQ+ltS1s0qAfu7WCbVG4SrtttUbqZXGfcpJFzeNdFt+hjb+I67iYNKEBcd96kj8zbTiffoqi0T9OfYFX4qOsPXBSzY9dLOGlHTeQbDxdWNIFrU5y4KdbUNTUunOWMeFogJ+ZA5WqYXJgxwbdXTlyGPHVPM+bCSitwrZsTZzRurs9zUUVduabQhR/5rJ8W0omTzDpdw+nCauh07akTR7n1umbWhZ9xdb5OGmTV7tpkF5ZTr2uqnZhO9KsFd2GZGLuGXWG+p3K19y4cFPZymoEn7m32Gb+twwvLY9j1GU+sQGLXlLyoTP9dC/PEVZ1wp995UUpY3xw9Md1kVyv1wmF2WL+N1xPnomT406Y9Mar1q6l7YSWEnwbwSeOMuDzt4hPP/j3XXD4xSr6rFX1hGVW7xnVhG7YVH/x2uU/alZbnWuInVpTsaZ+fsCqk0DXbT1w4q/Ct+RNndXq7Rv6FUff5tv+JkzqpnUhg4sj85PUEE4dCX7NTH0z8KIrbaRWEEUt5XcOCSn9xIoh1CTmmOsnEekOOq72+Yn08bnevxliYMySv3Vh/I16bXumxvhH6aJ0sZH2rVvR6Dcn6CWK9BCfr1+Ie8vKUhfmCnZZl/eJSAjnhy7o9kN14mcy6mYjG9qKadUciSPQKnHX/Ps+t11mYoxcv7lnPAHI9LwVaDxIu0V44tB67JRx6ZUbr2WWj2YuSFmb/3imY3rEiXXKnNbJw3uTFUWt4ktbGSanWGCdFlxNe7RExxUultcdPPvZRdC3a0qX+WgMz3UBeK7YwZZ1Xlq1Bn4xir0NbuNsw6FVre0Jpt8ZtYXJEvCJuYToUvX5uT1Z8f05ttzA6WS/NW7jz+x4d36acuDvR38bxlgi+OF6Cwo3DLT/cGH2kEyu+OF/SxoUx3PZCyBfHSza5MV+JE1m+OFySzPcidWs3V1XAHedFnruGeNolCd0VB7JwJyBdZQsbXF5uugolqhkvTl1lmT3IXsm6Sjh27L3udVWMadwq2V2KhktSuypWhl0vwJ24PU/wat1FmUS8tHdiFWxeCDzx4PHysuGF6ff1ImPhzvRzSZInDpwoeAHzwjYAe7XzpBFbGS+NnhiHlktIPXFOH9X1xIXzGSfRXnTES849aZXW2Ym/J1bijJeKT9xpwPHC8olpZrtk6AvTvH8k64JDlole3z5x4LDCq+Enxj7j0s4vjLmcV9pPzBPvZfmTqhryIv6J5ffjJf8TV/zTvEHAwoNWSecmMDERNt56YNKOra/zKZh0sAfvTQ3AQWriywJhYdLsvWHCxMoJ9fYKE0capbwZw8S4Vl/WDRMrbsQbPUxsE1S/bCGEQ5TrgjORmLhwguwtJya2ASV5fwpRmvzrZWYxccbB11tfTCxfbm+UIUwpFS9bjYkzzlzegmNi7QV4ww5hTJXSZe8xMQ2ilxnIxKT8XNYhwvgel8toZOISpnWIH9sDJ3f5MjARrrK48nYnExeyyb05ysSD/lBvpSLcovxsnPHKxJX9GW/TMjHmxpepi3AnjuqygJkYPc9lGDPx+NrLCA9KJO9FMynNlpdvDTg+9rS3y+VmYQwqwKW9zw3Nt0+7nHKErdbq9fLVmVhPrXfhmRiPtcuzRzgmdtG98c/E0yvH2QQJJ/W5ek+hicmIvhyIhLNO2p1d0aSV7V7vbSRs91drlxPSxEiqLt+kiYdMqpzLknAtdLV5TyZhm/N68gZOop3i8HJ7Aif6U/rlDSXMDR8uJylhTN3i5TslnGV/512qhDEgyZenlTC2vfFywBLudN5edlnCNqnkeplrgXNQ3ry34hKOsjZzvl2ixLPky+RLOFsphyOYKqH98YjEjvUyChMmIDJdtmLCuKCVy4RMeCS5yznLMnBhB6lcBmfCNFWVyw5N2Mbhj3masA1dNV5Wa8I0OobLmE2YwNX48868uNymfrm8gfGE6eXyhBOm4kyXgZyw3XBPvOzmhG08TOUypxNGk5wuKzvhnjFC8sZ3E5PFKVxoLli4PWoj8O55woHucm+1J5oUPe6N+YQzUVTexU8UZWK4LP+EMSu/DQKFh/wsvZ0guHOD98t8UNgexlIvq0LhnPg9vbGh8Dyz8jaIwnRA5cs0UXjIGspbLIJt8OR58IaMwoxm3rxREM/ZBC00sYwX07rk/R9FaY3Pl1ukcKMb11tLinb6Dbw9pVVROtOt+TKzFA6djWvnfCma6B+/bDKFC+4ol6mmsD3DNtl6C07hTmPkZdgpPFrp47L3BAec9eNlBiqMc8jlHCqaVXd7n1FhTF3r5Uoq3LAOkYdpTCP3F1dO3by1qbCNAyl5H1RonEW9N00VjpnjBm+xKqyOl8uPVbjwrHnzVlFCgPtl9SrcG+tXbwwLTrLK9y6yomHQF+A9Z4WTYoe9Q60w0rJ6+dkK2wLlid77VtReUW6jXOHRUal6W12w3bUEnXoT3ok1RNSog5G23zFTAobLyVcYo7x4+f4Kc416mQQLM9+ky1JYWJK6y4AYXFhflMuuWDgSlXKZGwtn+Z06J2RRq5nsfbxtsnAjQcxbLIsS2hcuQ2bwNhp29s3CVoO1cpk9C9MIHi9raGF7OjGjdkbSEw8WOpXzfprKN7alycTjVJ9NkwHXdt7VwgQZ1Mv/GmzFCVVVPWbZohQz7XLWFs46/ajOh1sYDVm5XLuFW2Iu9h7fwp1IlMsRHNwfuQd7/3DhgIT5chsXjjIs9t7kwpQn6XIyF8Zjvl2+58KVc1Bvki7aCreXd1QXVizH5b8ujGF/udzawWj28OdmRymFtN+RwBa8v53lu3CkRd37w4smtRA6M3lRez44h3XG88JlqGnd2dQLY9beLlN7YbtH6E5xFvjCEnN7v3y7xxBu89B6d31hnKRvL37hFJfNfznFpzyZdDzqfP6FCzFlVyiAcO2YV7sEAVGKn37FDQiPKKmGCycA2xKeSd1HGQjTjhCv4ANhAkbTFZMgPF0qfajCxJnti5Y0M+X3IkWrM5/MIKyEVR/jIGprnGdcmQ/CPbHe8gkRwng4xB0lASEgmZ/FZU4I2wMd45VQIRyL+rVcnoVwkg+vT78QxpB1XFkZwiQ6lStZQ7h2xnefwyFsBXvsV2qHMAdP+cr4ACdUuvFKBBEOT+vRx4eI2mL1yVfWiDCeXf1KJhHGRLpeOSbCNrBxQO/CUISr5Kg+OkVYHZhX0IqwVVT8ii6WZeImcYK8t8L7cCRWju3KdgFnHStfSTDC9rClduXGCEub3E7GjCChX+MKpBFG0F6u+BphW+/QP+OyboSb8px8MI5wp1P7itERtgnwyT5zB2qTdrAJzQf0CLM1dcf5CEdqmiv8RzgxXvukINFMFN+VKyRsa/eZWBRPqckCWm0SLrBItEn75OONhDmtTlcWkjC7lOVKTgKjJitXzJIoGzzxymQSjjzeV4KTMK5YCmUiEOJ9ziulZr1ioIStzsHiyIVGCdeApM9HTAk3VmVXIJWwTSexXvFVwmzwhCvsCmxlFt0LPhpLOGQ2znyQljC/dvapW6I2hYV+JXQJZ/VJ+Twv4dLUl+LSv4RtirJb22eFCZNTmK5gMWEaqMYVQyY8sB+6UszAzGxgF3kmHB/daS4gTTgFK8yvNDVhRqzso9dE6YnsV0ybsF0vtSvUTdgWKVHJcOlB8HiwAr1cMpzwtPfxOXLCg8jCK3UOjCXNDKMbp9pUt5ri01yinXBE1n3l3wmnhgmOT8sTzo3cDZ+tJ1zInPdBfKJ16B1dap9wk3eIz/gTxtWiXImAtUoKP547P1DY1kBPvNIGhRFityubUDjZQBevJENh+eD72EPRkma8YTtFJStYmiOuREVh9E5X/KIowb3jymoUHmxPXMmO4MBZYLpyIIXtB7NHn9RINHgHqzL1YZLCHDi3K5FS2L4dPt+JrxTNGGRcWZfCiDDSlYwp3Ghtv3I0ha0ksPLLp24KD8m1fEYnmHZe4jVd0KcwWwThigUVjhzY+QxR0UTa5ZU4Koyuql7xpMLsCWefZSpq/5D8Whd8KtxwsrhiUoW7FTv1ClUVto+FtZ2LYAUTzErGqQtsFbZ/m+54V2FbkduA4MNghRPl+JUoK8zyuF35sxPbADeUVlvT+VoTe5rtCrEVJp2p7LRbka6mTR+LK0w2e7lCdMFMEb1fkbvCKGD6FdArPAcUH+crnNQW6sN/ha1SKFdSsGjBddPHCotyLtevEGLh1mY0cQ/uF6edmE7HE28sOrQl5LOQwUy8d3CyaMAk+YpZFrYfPMUrk1mY/ZJ2RziLl4iB8BX5LE5gdLkjosVbpuHMJ0oLa6q5E6jFB+XBnVgNZ70wY6/Z9nwObmwH+txr4cDceadki0eEr3eqtnga/Rl3Crd4eVq4Q7uFK+L8O+Rb3CoK9XyeTHDhzlb+nSAubnOmYu9d4ji80XcX7oRycXa7x51oLm7zAqZKPgFdnC8w3onp4nRi3QHrwvbdP+MOZBdHW33Fuouyy5HuGHjxEeMdGg/tqKnviHlh7Bg/kfTiUf6aV4S9eMJq9Y68F8+KT4DTv9oP18gnforNQYneynzffqpN1MWU0sbVnLHLTbZhBwYP8HjqTc63Hzn4osI+BSfa+jCz5znQeCtOevsiixV4d4OJrd2Yv2zZqIyEsb+ewfHl5PEUnfhNZH1r7DC+RScmhNp8gddTdbIVo40neD9lJwKpJjfgRw7Fu+4cU6Y3xNMpPAf+6EkPmyKvVuXZZPpB1B28vaUnXA5S4PGWnuBEkolxioY1k4Az5//C6S0+4ZgKNfHyVp/wmhE4wdtbZ8K5Yebrx1towjtd0z8B1fhbaYrjvDh5QtGz+WizQfpRqFDcn5N4TO5wtOVvDQq3yp6+00Cb5S5Cm7QQGukCjZa7CoVnJk682cJbhYILk5V42rXE3DgbetfwV+WtQ5vUQXS14nn31qFgG6ye+fLxFqJwnBu5Ou2WuxJtNHvV2TpOv+UuReHKhgSXtxQF4wk2eXtrUXiSsAE+3mq0yccRo1FbPWwh9+JVMxU8vQUpvBGGIP4Wk+A+PYitznorUvDQpi18vCUpu4qPLHLtaybJ/FwmhdzK5OmtPuGxZH0aWhJ2+QmfXj3wio6/v7yip4C3PYU1WRA0fZeo6XdhCrepED/oUBQOXfeXg9Merb+BrsxdmsJtxp+4vKVpkysH56Lw9tamcpxTxjt8vMUp3D6jXBHVQHLuKPY2x+TprU+bZm9cnuDlLVDhWUNX4Gx0F6hgmjqa+Nj1Cpgple+syWe67y+B02tGain4d40Kt3pAvxWnFbtIhY8y1uvbW6WyNfxUkgLg4y1T4diuGp6hRu/gUtjYG+LprVPhHNAE8fIWqvAswxV4eytVeFlXGW9FCsWVl+9g/FV8UWJPRKiEMN7P14P0AWE4jQ18sDEAPiKb9kjzK3pENtCQkGgFzATeWhUe8cwUP0KbpsqLEzH4kdrAc8GsDH7ENm3ua6E0iI+T2zR5IRV+awwI3pK16SwRFRX8SG7gdgNT/MVwRDfgQU4R9Khu2NZ/tNKGH90NnOMArh6d8AaenmmZHp3yBp6n9z0GBm/lCufe6OJHe6PjhEi7NfyIb+C8ATw59Q3c7lsee+wOknvumz2Xet/k9DfGO1uNXdw/9j0UDrfAR4Ejrp7Eycf77XT7xanDYnbKHHiSLh9+pDlwxtMqfrQ5cDxvhY82B1yH/qZ8tDlNp8HzMxYnzoEPmTXCjzqHMxgrBaQeKk6eAw+c+oGPPKdJeJDi5EefA2fm42+tTqADt9KfaSFWp9CBz3E7VqfQ0YmQwgvh9S1d4Y2TLPEj0oF3ux/5q9pR6YAHYbnCR6bTgtJvwuRHpwNnlV3Ej1AHHhFaiB+lDtxGSn0L3Ul14EXn7PAj1hHvyiyIbJW3mF+OMVqd/C1e4VYeMe/E7mQ88B7n5+lOxwPHSZXXDyfk4STNpnD9XeMoecDYZEx8pDzwWHRfDifmAae5WKEf/S1e4bnr1kmPk/PAC9uD4CPnAetsWPzoeeD96esyR9ADZ+ewiB9Fj3F2dPjyU3CSHjiNjUH8aHrgMRXpz8JR9YA5rxE9qh6wfTVUbfhWnNo1/JX6YGwQd6oeaNVdAT+yHrgOA8WPrgdOZHkRP8IezjZxgRziR9ojHvTsw3Ms+/JsEPPZk5P8gNGQN/Ej+oHjm57Ej+oHnktAjpXSkf2AbX6lrJcP6lu4YgzW7Ls0np3wRwezuuXgR/kD7zhOih/pT5NTbg7zOkf7A7f7ss3XH/EPPEpeStzAUf/AU5KAsDj1D9gGzyJ81D/ggjv2DC04hat4YGjBw/KtOMEzxiNVJwDS1dUbBz8KIPFAaRTkDe+vY08gzxrup6dy5Y8aqjZSdSIg8Zm4k9pRAem7qYzeuHucAhWs7wl+dED6irm++BEC8ZNYwadnoTklkLhcBW0Wc1Ig/YSFU1T40QLpJ7elTRIv163DBBzEjxpIt05tCm3pTg7Uptcc5QyWxKdE5RbMqi3TOIKgNgXluqOGUwTpxkeyJH4kQXp8mqYZrEVOiXoeK7lml3MvRE4eh/gRC+kxf2gWhB+1kMaQisMa/MiF5lCUJz5yIY10HYUc/OiFNDJmxc7Q9H5KVwZY+rDFj2JI47cVmUH8zABygwMdzZBmmEbDUMB/+lSpZ0aC2w/yDiEsm/iGc3RqIs2Q3B4yPnHVKwHnVAly7XTVK6uZ+abdF6/DVrhcJTk50awpBo9UTk5PpJKla0mp4A5Xu+Kv/Exefe1qZZBktTinuNpVZRh/anaiIle1yVelvTVhx52iCMerpiXRKIrnq6ZFtTsvX6+aNtLUDe5XSYvc2HBxciPV3Xwa8egr2qp2YPHsK9pqw2+fvPqKltW50gOK0xxpEVOINgu5HtGRW/PQG0+3y7uYqlMvnKuTI2nxZcVRFs++pC32ezJr5uoESVojYsME7r6itZqPizSnR9Jy9dGgJTMYdw0yDSbOvqK1hZOU7Lk5TZIW521M3H1Bm6zCp9bK3YmS3FaBWuc5C9ycWJwoHn2ly5ZXntfJvtIlsCcIV1/o2kBAgZq70ytpO4ZDG+PDCZa029NVJGFE4wvdYINUnTy7m4xNbY0Ew4mWtFNF24T4US1pq6pGvvryONmSNp8IVxE/uiV9zKiRBg+bU+iyO5THxEe4NLd18IKBH+WS+44LA4l9r++2TiHTYfJT57KhwS6m+NE0aQuh58WPqMndxrjicLO8t2XnGHJyv7jGvD4JH7mTlqeFk8VQotM7aaR4tKNBD/4pgM8IgrPOQx/dO3DxdIpnXxgTHjcvU31hvMfighY67+GS4X/WPd/X79kLnvaLC46E7S/fk5uVxwFui6i31q9FHq6fvykgw+BFn+8A3lQJwG0We5cY9MOO+v0uI6Pb5nUofnJzuto+PwmHx/Io/vyydL6kuF5ui4ne9+WJSmJkue8Qpid7ssP3jqIKp8tbd+ZAH5o3t4/Tw/eO5dSnyPTjvsMjrZP4YSAfYUdnX761UdfL3XOCeX8kK+bzXKV96AkPQa5Ni0f6or/PJ1uwVI6fxzlxAl1VOLChnt+rRGKW+ndUSGzf5fYdROjeaayuNOb0usfjxH3EzfgZi5h0IyZRn7FLMrSscf0a65LafMscMXthb27xbrVEK98hc1r6M4rcIyxn8rJQFo/vl5wlaY7lO1LnmXreviM+WhKFCWUFxZb1pGD137UJdU8cWflGrDPueSaTljX09dDDTffB4qQpxPydr7LycJ78md5sCWSP7ZrGrHKJaX/KVrRxd0+SeJSMqgLtmlJZMeHdK67D9v169eDm78xclAP+hO9MTr9By3VWBLGXviryotPxkr8VQaH0HmuKP4WFZDJJ3z37REgVNrdvk5njrk/wnCv1+Yt6pii5Sl/mVf9wNpiCKvXCjmHZn8ZKfz1vdxlVKCW1Hr/LLlIL5rtmTsr6WjDTSRrHU77Fm4Sv+KR/aj1JSHU+izKSLK68OPlspXxrRlaONjONb41Z2V9ucRaN5FDVfR2e1id9S1i0YZhOfSpefmg5pYJp7ez7bSvHhONbOKOFSrN2uQptvGLm8onC3L7jZ/NB+MpfFOzcqArVvOv7puO0NlcJmGesb0HaSBUd9zKBLbsn6+Ncq4rG4lIlclRvat6XJ1K8he/ipKlfr//FUsYe4lBk8sLSRz/c5lGmUPdKifWzTMU/KyvGiK6dchZhVd2Uk9sHDsEvzhQgrOH4WsZ1acXXmi3ZvJperljA73KQvuOinY17+UjjcdYiGt73r6cdRZ0V36vQvnWPcBtW1rerBtJZ2l9rWdbxtdfv0pcmxSemuVRO9G/FxYdUTN8l9FBGXQnfpfiQo9hYmEF9YULs2/iu6DlnloUhvNJK8/JK2+53Z4DzZ04IPxsJtMT0ud/BFduzdnHUJhJb+O5HyIdj7tvpGCnV/ekVuJW++xqc0w+ZNl37ILQw2wTJAAJ/lKc7OVs95bOdQm9zpyAUx+59PmidtYzmm3tbpnNmlvL6mGcbB54Y5URDr/vq9phpiXptBvV5ilLmphJbl3FfvduUzmh2bSrRJs2G77wOu/GzZITb/y9+N6fon86jKqrXb2bBS1eLBxyF7eb4tfZ2b4mRdfLMeRzPB7vt534yHddBXgv3zprxlmnsFudzrS856BAo5s8OXUcqUjRaXjt68L5uWZS9tkCa70sJK4v0e2eQ5m2swiePLca+X29LBGqhe4dRbd1JUdy4Z+BFuq9jX4kyd/1GpWGmhhI++5pwfA12SGtMc/VAw3eXlPXeHzVu31ULk2dbJM6qi07wWnQSdG2z0gr+hLL2Te0eKXM3GJ6Zmz+7tV1JjDNb2e/uwu3/hLl7zNb3fORoHifFanx2idVU3rSllxWk9V6mDZL1PpvNnR3sZ96EODzHtc8Pb/QgfDatu9oOyFO8N7nh87kU5wZriyebKp702SynP92+fopSzF/40xcuoenc2W+507duv1WbO/o2AKxVlPrZh1aY1849De3kKPXPTr/x8YR5j6B2ZDUuXmQX9fTPiUHnF8o6FZT7TVowchYaPocRXT2nMU2Op88adSjASlqHFOdQo+N+XXsNn0MQeHo0MSepQMM8TKGTvhOp9zlM6ZjkrZ9K9j9zDKfD3r6cXj5nMl3GJ02cTuUUX0xXbv4c7NB6n6Yh4nUQBLefhAIc46Ke4tivt39ZQ72Pkzp6fFtQzFOpLIf0hQcq7ftMqlO65zQ/i1VLs5KBNiaLz8lWl8M3fvL3SRiciIF5osZEse4mCYl7/ByoKYHrmZv/bBOmOXV2ZElRXSXXuRw9/9yI8/wtcZePxe3fLnyO99ACYPswfu7TwN50aJ7nh8dZaC6HuqacR70A/lSxdzmsjXkKaZPoXLt2pR1vfA4nUQ+g+hriBf1839z+FyV9zjiRFQTsru8j0S7Rj5ZD4JL6XCB0qVbUHHmdrCJDYLCMOokdPe2rEK7zxM/5bEcH8Gjph38Y6ettc5sXS/mc8/YhI4BWPufC8IZ+cJ0j5/VLyR5VHbvXsTOCBvvq1SKg+Pl186kxd56O+9Pr/spCOe0eyLv2p289avF0nYKjgODQpX9OzQcNLkH9CgiQ83zqJYwohaf7Onsfj1Ln6uRo4sq+io1ravC9zvDJ5bJvnpKLI/9BHMji5en707ytAKR29aGF6NU5MLQ9zz6keJSh5OR9ig7uDgTUF/bVq3VgZj/Pl7N3Z9X6+DQyDE6ASq2zkYF5L7482RpmfPohiAqzuVL3n++fgNtvEubrbVmx7gSEHKM86vfxfRgoOWhjne0c/OJ5v6+VoKoYr34OtBxkkMTZ/lFHm2uNpfFYrz9tIconaypgrzYSuH1vtM9iXjgU4Tq5DddqI77aUQYrOFvXz16Xgf/Nvn6m4f3T1ULo2UxKVQ+MfbE5v3wgYbl7Y1YoWvy20iAkYQN8iMsVZn7MJJfQ8unIQWBSZttTVsvEfCAMxygl9d3YY9yeyMQ+sfqA0vowSeqFutuD9taJYth0u19dRoYr9VASLrSl7qs37APjp1mJ8Db76tNsYrIhbC0Xh1Ja6l80PaFhsRtvfJukxEfvdXEJ8ydnphf3zVYSvSjoGW43V1zfZWb/9tED6pu2jNu6W6OLQmpi3h/HHpOuDjXf+0WeXJ5T59UrBmfTI0yOhcv8+NrXyaF+es4Q0LCZMzvaCNVaXycbWvb7lU/v2niLXPW6IbKqm3PcVD89cEhuGv3ld8eclDgVVxHhR1YJkzecTNun8c44hlaLW0Uz+v442Ha1+mngG7JmrJTHNPxVFDuLW/UTR/k0AipSnkfi524cRNUzd6iiVv1rWGPDyabo2U542g9R9diX/8yrJAI/99VZ+lJfXm2MyH0IMErimMmO/fqOoPnbDokYaLdUnuZJaKbPQdxGgbbGakxXAmr/uwUT7RABkrO5M78b2oNVpbzk707OgY1H0AbVbgYVGv2ZyIqHsj+fVWmrV/V0kxIY2FSfkT5lS6FZcI0202DjpyVV+iObCncLa8nrCYFXjmDv1tbRpXjj3rhaYVEs2QhC6Srj5L7On0gqZSu4f1pqBxIA+77mx38e7cMuHuz/xE9nLiIn0vHKp5N3IKzNehTg+BrHxTs/U/l0BBN92KsmH6yjH/mUwdFYVh3zXZ3FikZ8tDK+OpGlmBpNDc2oWp9nzc1I12aHvOtnRknVVFcE7W8+z8bUuGru913RSlss2sO9mqiHlAp58yArqcl7VPF7N2MT0li6thOU0Zufsa/DxPaMu6m7keFoA0JNdxM43MoBHC7EA4PV4mltX/pmcjgFob5M2SYE3QzircfVZP42pcPpTVXjv+thF+91N7EnmTEtTkIV+wm+Fx4+lbfg55mjomgt89O7jvr2SDiR1aV9GvCFWyyr7587SqtxuK1AtHjw/f1wm65V8eLw/qw9FXE2SfqtE4Db85DCR1cgjvwmT0642v48DUuzfusT4LY6CpJ6sOHQ58pNPElNfekcbM5i8lHjjFNFCGeMkIQzxi59cZuZ58DgxBXwhBx0TDGGVWxPXtxW3tpk8CINeLEpuLVb1AHHJIAtKvz8R5y1OdzmOSnDvDgEbg+Edk8V4I6n++J0fWt0dCKThvat5SVVeSUpYJbn+haUspj7fjnGjLpJnLQFjiMNUzNSGCup48sHeRi3RAZeaujSPzhJDZyFDsUqOQpWCq8/i50Xu3/arcyB20WGxk0a32LpfXMrscMt8GlI7nKdH9/pgcSJ4AuKqWxP2jRiBl5vURHcrljLFBthezL21dnRjuEWJ8Ft3lSKgRcziTfNPHAsr0Jb3P7ysERUrygKbuty9gAkorKBoL0cseZHdNUUjMrjcWm0hAt56+I9r4M+OBWSBHJO6wW3ElVPKNowe2hK3By/0HhrxppEg4qTvjRmcHv+h6SPmhbG+3lqakwYXqoGbuyvTeHcwHh+X74hoCy34g1u0/LUkTqBXENjaF8CUyVhqc+YCwu43cPhGbfQDh6xh7h1eRPrdA/OOrRtbmPj0255H3hZzSIHtAk6l311m2KlPPMyQTj+3M9HVihug6xkf6zY7RX7OvZOahjw8sT2SJv9LE5O+XpAZ+Rc6bfKEa6g248qUlwW8cKzZJk44VAeL20lOGNFODH7KaEvXlJSs7WXaDb9iUpcuCSdcPvDtwTUFkw170+JRoMn1EtD4fZNTT30dDgWVSrO/M6cwLQpTDdre8wLUuE4I7UpYLUvew2ZuFzM93SyVnBGXTR5mQPE4l1RvZdsFl5T1zGal9k23aRsl4tbCRnjfn2Tu9gt14UjSGMvlwfeyqP389jLtSvnZb9Nz1Kdf+0RCQtbea2njUBw9h4WZ4HRyi01hudHHn2XNFncfqo035YA3PX0M0TMhbkXOMOJxpby1AmixZtMusTx5aqLs103wq2rbhrKUtPo5XTYk7OZuHjTQqGRIkSx0W45d9MAaouFKfPGwSe8XJv0XhQOjaRA1ltEDs/P82rOa9Kaa2Kb0cKtRW9z9H9GvaTrYKvrtOvule6T07S9eKptvysa8lRvxTwcIZhe7wT24qyopiCfbMG0Xz+sem31Fuo3pkbSyT7CfvHIKdbk2IlubuVHC/XyBwAnuxVKuV0GxJv8PcSfXcaSp4S3YbndCuCcbcuWwLkbwCsxMZOXoXaIyRvPVb5NEuD4W2qQcqYK4gQBDXHsesZ+35Gb1p7enKGR2WS3st0M3ssBvIZ/1h+19Vk+g7uMALwhBJgGqxEu+whh1G16NU3dsz4h+IkN/3pZUDRVcupPcn4VovZzQxkypISfGGG2/UvvedEUkd05z/EGGWBs9vgjcfXpve4/stvMZ/WFd9loitUmec47cog2WmbBgXqlLmxDf5/v+Lp6NCVQ8atcHiDgxCnQAHNsWvc7JoSM4TISAdsAz26Htx0Bk/WkF/O3rJ+GYhNvycu6BExT3OiX0Qm4Y44c5YjSyhqPwBibLpsU/pvFAT+V81NpQbuOchxRZEKfoxa4R1Yb3qsFjLXyx9lFuGNlD35yz2W/mjR7DH2cPQyY7ukRLjMZcLFfNsioxj7pHspYrFGHXY40YBt12C33/jXg1jQ5sikXQ92fD8enFi4PHLD9UKydvGNOY/EZ0OyCadNfo5h2BVELe9sdcMiqfpxHD5QItKYXsw7I+8XRptmaLp8fsC3KWOh5VyBw4XAzyUOoY5j/4sLo7q2FwOh/eaCdDxGYRXK5XYsm1sANrjhZLmzjPe1Q3voIPDrZQZdR0sQcnAsXjKqFFX9BK4t3W2raw2Cs9dZMolG+EmASaOPCKbEZevk7ge3mCjl5MyhR+9XjtIhKxHsujOCh5MtQCmx/GHJXbz8Ftj/ICl0o9vJpUWoqGxy9sxWYlHt+X+eDJWw/O3Y6HOj29SjKtppnxXtpgQOeWdUbb0EjylJZabFzNauyoAECD2lv3tXmJhhuuN7qS9gunPRqaoj1xzQZoU382oWBFenZL28x4VkBDwkSxv7UskzPlz8ZmLiYVC43MzDariTvMxKI1y+jPUPuPm+JBg7xWZZor4GaMO6AUJI78qYcNdtf5k3YwKz4b8c2aMb5MfzoALXEsF9sX6Wtb73rW9OOaWWx7S3iwJWoevnM2Xw1NrWBhHLZ28yBu/3ZT7tM6ZoC5eTH0JmRnv0zUitHjuu9s5195RLv2h3gffDAIWso56ScbPK68XhY7HozvaZUuoH1mrfeE7ZfN8tjz/5fse+3pMGk3/594JJpRr1MAMHyJRmyDGx7VqOkxlz6MhIE2whLSrVzHYSSC1fkUFjDePaFBz4+6TIubOzwW82c82Vz2GY8Hm2DtGZkfG02tvlk9MsrERyrLK69syI40euR5cPIEq9tbOuemC97RnAeynj3Zo5gUtqmI2TCvG1/boLX7Mf2jpBgu/lZG3j/SDARAUSjMkPR2rUxpoi3CSWYb77elpWNI55O+Q5mr34OfjHMPKXibS+bzo+wAr08Mpvy/jhZlaHmCHG/mCSQ6ZH5+myCaUf8uHKCC8PIZeEpynOnF9uMOMZ+w4qHaLx8QMGdrLd0uYYKB7Y8hfkcbWFayEa6rEcbR3kEldxGpcJsxMvW1KrwNhcD5BFWgnMuE1SwPR363M4yFZwe5AvC+anPvkhmh6p621UoVmypXh6twvarY3rJoWPPm9oqnb5i7/PadEza2ITyrrDCVkjYpK3WxbpmGg5bm47gvbUseOAZ1S4f2saRLVYFujadk3MwIi6Rc+vbzLbpQDhRb3vrW+H59XR1DD/r1mY/loaUyz4XbKMLVgbebBdsAw0t+11P4aj72hgGEjPsHHvBjcCx4e19Re2bajIUZv7J+4+0m5Ex3lsEN+U2VgV3O0Phxtk8BxLCpch8cWGa7W5XYjD+Sx8P46Z+AKtC9WoG8PXcZAUqzLd8jZDBSNXJ+z6uyaKdTBZ6qVPYvwGp54G+EO+7DK5MY+lyaQY3chQC2Ar0FPerrShHY++tnsGdRvDLLho6CCCQubSVUmENaJTODcNP7zkNDkkTqneoBhPgRFi7tgqfWSeqG0Sjube5Bid7Duttit3UU9IUpa7W3bE+NqMyflGXsza4Bqquy4cbjI1vl/N3bc9aWoETLaveyxvaUY7fxt/gQfvdkE142YMRrYUd12RvHt6iUvfSvPJrNQ4ONhUTJ86byG1nYltfMml4v3KwTTEErztzc2iOBOzJCj3tA56oxCNWNd4hHVxooRyXnzqY1TTfE5k2MbZ97drDou8qlq4nW6fw8zoHd7B9DLqG0CsFOe9vPBi6vA18o9OKX7dtv3gIa4oeLmP5hfW8CD/vv482Z1tR5N3pwYnt93B52YMzf0AX7u+vRYWUafP0fvhNzWdJFvXOVF+Yzktgwy9zQVvIExGGds4WjH2/dlT5K3q7/kYznf1Yz3TxtwuPjW1NzoqgqZ2oziUKnX34pOhvfCjJF13jrl5c18PFNivLRF3ZFuF144gpU/p8jsH+Dn4CfOoQ4osLpjj6w6ONnmsAngfWdf7pfZ8zgZP07tfXRK8mqwdhPHvnnUfLJ8din+86TX+2qvABZJzz6aefNGsNdf2O4Cn7RQL4lLUaoYf1oQDlXqgKUVy05DJ/xnOLJBkVpBlAYNXq+iPpm7Un1yaf6/ZL0ojS8I/Kz5Y58/ajU7fLSmbfvrT0xulkz4YH4UcL45ZlxQfqPoKGXjwq1mDXU0F2KT4muqyt42PeOCD4qfcTR0+zPTFNCQudHY2ysP0ZjK7XY0sn9SNxFLjs8pjGa4698j0igO3J6DN4ITw17LccXcor5Hu1rnuSFvCCN+E92pCAardW1yfBR3/9Oew1yCriGsmSqgL6ucA97NfaupE54RoLaYEPzNzCrE/bwoN9CSjlQ9vXsL+Pmv4afZN2t9inlgovt4OH/EivIfykqKLBw+0oLkxYWvvMDuCu08GpwNu3tSJ5aNzzM4zUC521PBQD/PnLFNJMiA423LhaXDha9TvnkjOnIb2wbyRrPhocRqeFkTTMtIgzMSqLtRXGyUajwb7/mIYaLdrXpItqBEdHXYR8wlmBIT6RfaBmboL8xsYsnMM9oSNt6dqvbvSH46y4MK6tLd/FQqrTvVcTuv2CU3IDbrT63ykX4G5flZVHTbqjucSTuMfqnXQXM0iB6MMXzX3fJE2OjXXWQ/b0zBIHjLrzrpJQK9kXEnTlVOUCPXELDy10VwWGFsqeuypMBsH6eAqoafVTxoHte7K7DtwJUVs4sWfcZ4HYn7kDCk7yGPR1o7RgLB0R1Y2ybhyiG+xXKnflSVKsVZZkxSg4qLV9CYqe8KlqCZAt9Hn8SFDHomnhWFcwx6mMUcjZQMhvi/81uUAL07hmC02q7ojEe+Mmr+6rGJeKrygiSP+v8GI2yGq9K/r8HpFQ/zMO54WtjmGDyS8Wsja6qlYnyuTdlyjMq3dCiDDeZ3HiPvuOwTYEU3V32Y1MOxwwh62h3EuczEkTwiwwXtlzyM7yT2OFcK2TMnq3xC/Nqoq5dl+Em6uMew0G7mTJCw9KtIVtQmlaI9owOSdpYJYi71rdkW5rX0hea8HS1peqRbMyIfzKEXFsUMJAx42Jj7QwgaHslfjlJxJb+6LYzGGqJKNj4Ur6YruXtoThPg8tIeA21j1CGC4RbnN9bEVT3B9QLsb5XjaTkWvF3tDfbtXtaBvHQRlzr8izdGZNWwAoodaXLTUZQ4df1EOb9N+I8TjgLgtbDZyLdhfYEgn5xZyI3NsIKLVJcJubDrGmeWcj7KYfud17EejA7Rspwm2dMCAazxwfX5scSMyz2ha7vN+esjGKU1bMfqcE3HXvKf1ufqFFReTcsLG5rs1pA1zRU14bMwTvtlDmxgxn7nNhh7y+6Vb3mzuI9OcU3Dmg2BMScbxkv8R742haANAgi0zPxoz1ByoPnLODa/MpK1obvbTwCLMMUUov3Wvawcp7+xn3gmfu2fqNLdJ77euIypWxyW3Kgtr0RtBOqd8zw0ohKv4SPV9lYhZuMmyZe3rvvhsU6Y9CaFCpzoGZTN+goYAtPZsH5syYlaYY5zXOTl+eaYBRGE+w9eOyOimogq/twqzYOk5I2Fy0anzWWkQAc8yS7q1IbC1ynJE1RICvH7Kr4WK0ezsT3NXUyubnM9oaanVQy6YFW6U2EKxHlClJGwfXDurMC85dO6hWEK/zD+w+2MNK9zYsriGBhYuwrT7mIQAxwlax53Zv8eI9YvNa1zbsoBc9L1zIDNEu9jNkxLFxpz3h2j7GHsV+dhs2O+v82vLGtkQIKd5b00odZn4Ek0w5/0qsWmiiv4N5wFYfl5XX0+Jqziqys+LT+p1z2cMwuIii0NzX4L4c2n0n9zHuV3MW1su9KY+FTeH7ZmOfdLY52uJ4Y4V4/ez3Y5ADifaYzCqTeGJa8tp9XoDzDqeOerXdkqtDBJ+erryz6yxCmPlkYiu2Nx5RXqoIBVubQkhhabHvc44SqY61I6+sxXl2hJtSRtJ8naDgX4Qhkj4HZjtzcMEDyb6MR2c5dv+u49kiXTSP1XU6Q/6xjY5Vh0e29FtHF+QfV7mDXSc/ha7ayCIGXOkOXRgL6qoDITXO7ldndcteh0rEH+OdoUijmvYkXdjCaDrc8udVxCI3ZYd2GQdMLb0thqh2dZxGntKT192ES0hn3PRHYYXWZ2R/HJvlunqyCtLjJz2fQzawfSEzFingqbQoPlttntOFtlZmYHv687iP74hQ7gQs6rDPBrs5FROhbGNf+5wMFg5ZOpIWMJ1zG7NFG2fiUtzLY/Cg0LhPHUlWxu9orDPKEPcnsRGxz6PLc6JJ4DK3qk4S7SudIyJ5y9NRasjxP2ya2Anu91lpkdbfZjodrFbFFUxs1T1LlesYttQdBoleEdHF/BubDgmScqJw0luP0jROsTe6jniLMn7jjISS82pcmIaweidFgTEs1eej93tf2T7LmAlU1D9tX9nqTTLQroPp0mSCMxOhHpzs50V4gKoOpt2ZN7HNuMuLxrkBN3HGMlQH5Al7ifjiztriOk4v3Pu24NEBvv27lDfueYZbnXP6gsNGmIf6NU6lUiPKOehevo76hTOOEMJ1ncYVxfqMoj9Q+2h1YdYstd7NBSQ8D+xSaUVgAbQec2V8NP5w36EAnvmP4BrXz1IfNa88apVA4TX/cJKfh7J5fU8Ewc8RdwaozZBjfmySnwuubHdfhQKhmSlEx1QdQdGZVF25Eb09Ly0HzzrTtE4nR8WsmfZZcOdu3zj1wKL76gYBD2xOhFt9L13tL1+NJkREh4UbBVu6+0+UHl2o1tFRkngxcdR03e/8LuHIPQTtepNJl+sJjTCIo+rC9mjT5na1zRAqbd/IbMmp9tjN+4n0aFya7wwwYfuos8mGDZD5yMxQ6TbbZkbc7fJVG7L529dD1jRuzepSQuM0J0eyppFa1btnCGxfSVTzUlDL8qTU0kodo0qO+7Vj2ptc3Ug1y1+HL4qGW1tCxIW5b/vV50QqdUhsFiK+RDzTFi6MnWqKsmm09X0JFoWx3C1UxFVrc04NV9rbWZgbJJe7PasWStKS1OJlRdFq1DEcd0IZRhRzbCfEuhCccjV+KcO6c9xIlxhrzbBwQ3D46SkDUxQkcEZ9Mm8ntg5pQFFjWmFjaWMk7uXuV6uzVhyzu61zky/MqUzLdy8ceMjXRmLOsIYisq1z1GhW5r7mvnYnJSfdfXZEXveSZg8g6vY1MNB2VKhhrh4+Jcl3dRKpI6vNskXh5kE9VFXSrrYxc/MId3+gwrkTbmc0GT6hb8p6MoW79VAJ0Bog0XymNtZfg85wcII+2NvLi0VK5/62MyonFt3voJrdWxvKOa1o4q8WSeWIljSbMq2MCe9VBzr8BCZwZv0mhD4SdXq3XypDMGB/h/gz9FXgKwOvYuJ6dXbOQDnWS2D0JWNh5vugHk5UUHMrSSFhtX67RpUwZd/R7DGNa7BptI7b91buhlQZtUZUPmBbeMb9auSxTZ2nBIe2/Wob2FG6XM2uChGxIlU9usGmpvct7edi3+ZqpJV9MjlJwu1ZG3QylcYfR8249i7zm1ImAG16d4/u9IinMYyOXhYu+yIZ4X29+38xIR2adbUXutZkjbZyHpO7h3hirI0nDvOexji0c/qgRuSi1dnEjEg8Rq5rmeTu2NXfObTHMBa1wkTteL7xGdx41IRTeOZI1vCkk50I3dNVa+GJqb9nU/XpteYUz76QpLS/8tR1FicrTh1wXg3bOpgbeTZsWxUwZpHEmdosIYey2krZ1650FbS7R3wegqrdF7nCWO1xsslkB/HTaY5Npn0neXbEP/T3lMW5C8aMDURcOIfsxqyTa2mfDndOwOQBIZ5IyF6Ye2a97WmUl4+l4tme4y8BHTjYzfZ5u2PWQSyHWjwm9dOez/GVfPHFrfBY+46cXz07q/B0+ev8qk1dilcLwFmKTRWBrfzXQM/BFprgcosO5sFW7O2jXcBm0uaW8NU6wKN6wMXtv+O+jvTb9aOlkP1kmAFqXnsBt5+kzLRCG/if9b7ypSzpI+3g4CtM71+vBNHBVyrr5Uc4MrmSxiZfO306EctTxeJ1KW3ugbT60bE0tfUqiQmF5z4ibhKryRrnEsnorAxVy0drI1fKIdsntDmxrT4sjsuC/B8uyY7MKhEafaQ/nJeFJo/MSyqkc7So5KWHRXQJ61bAakCOIpcSiYO0oO7xW7kE72VG46loqnN25ygt9CWAenVReFKGIa/KS0alE7ax0w2PHGsesY06UxLZJ5tTI2dsbNvkj9xLh2xPr/UjD4PbjROmDIwOqmdfp7HJnz/yM87ZYlD81CVioz9ImxDSvFUlbi8c2RD9aOE4gkOC2T6KOpwso4wsL2EeuNSyBH5W1bR1Y9p8xJF3+gj8mrZkSr5lglCyDdNUFVp9X/errdIMS/x4RIg6tSv1+YoWZXxZ5RB3iR/heYbtoDyMHG8szla2pHZeXMnJXcRy7yPGhPfytBmqiCVV2N/CYIclf8SeHOuxhR4+mlHO9eY20ZSYxjVMK4B5ajG98rRJFSvd/6VgbYr/bfPlR/AKJpV1KlVJxK77MnmZN3s9bVMEbU+f6Ee4lRnzIVcq7r5DiGud0XWXvJfDwKT+4Vsm3NSVokSPS24MLzP1EF5LDvv6Iy0bAq9a5pwwpfxJhBS2eydN8TO5MHG/3OonyR8vcTVnhUTl1I8Ymw7HpNH5FnXLoDPKMwee7Vdpi9Mj3NtHMi6DTln1eIF5n6ENaWIGiLZfbcuCunTqR7+u40Udpt06eA4SbaHbV7Qk9gf7OrZA05186ek7YV49flT5HDEmbFU+6n74dH5CWPakNQR2XGyGIkYvj4Cu+bXlr9cAh48hyXheurCnzDkVjn1S/HgZcCpJUmT8eB9wLGk3xfJEOB4KcLtz9L60fvWn7evXPEdwb9Egt9CorJbL0UFuoUP+Ooi1bBYYm5Mwmr6OERxZYludP84TnFnmGJazBW6h84EQT9P7xDtYcJqJc2z5OGFwnJmnias31ACzgzaNMGh531dHQ4kJ02XLoQboOu80b+4hz1FZKQZt2ob3w+BDLO8T7x3CSScLz/bxGuGo06qf8PUsgdut80xuV699Xx+PiNY+nig6B+2S/V4eKhx5rkoHCRJZtS/fmZDOowWO4OBj9dJ0SPpo7vfWMJNXWjLFx9Pi5vbwK2rEGc+AbaiIrd32NeJ265Rpm2Nfa1x3rDaF+rLNeW1w4JUFT73tdOB2a85vefnw7r+2Ia7st10PnI3Vp9/2PnC7TzX2epsgcXplZ2ZmVBgaONNvpiLWuxC1vm7reZnXtQgeo1xEUdvY2z/75Wy0xGla9JoiwRMG8JO/3kpwqsx0zJmEbEKTtQ+zXE/7yoWF3LSJeu2dmsxVm+zQvU0UvM2JSLZSOL3tT0IDa5mXf22o4Bywp36bVsFtuZ/qzvBMS3QuTqrWbYrVOKst3NS3uRZ8etF7gy5Ru2vCtOKqOHTtq5BJ1ept9AVP9Cfm2zAMnnN86szwJKns2ddHQRo+hmRwivvWL18zMKcW/KzeBk0cV4WJbXDo+ypWNcq/37uswa0yUMXo3drgFEVtursptXn/VVaThPpJDm06+63Tn9O5x8GD3SJxmtCh3y/79YQHjnCb0zUd/9I0d5vcNZ3/pty2WV5cRd0+F+63iR68xOmy5jz3wBUzy3x794nbrbMSRfNII++3bUlb594aEEyXpP5a5yQojgHKtPpjc2SNc6x9ivIKvFFhk6FsUDKw9zuEY0K57BFzaHVWdV3d29xgl50iXH5F5bZfbDo+HnXx7i5vS5neZ5IpXnBzZYgDbSsyZ/EmkXB7DnuKt9kkvFI5T57Ik3h577djZZPabpqVeedLOEaffTpWEmMZ999kD2pcAaqvs2bjcFl3y2XQCcZFcPHX0HPypMgj8TwXCRIQju3z+fqFNp06l6FP42xHxUvVDoTxpnyCie3HnNaRztUUbiO61oXOBFV42UhHbZo+ZX94OvR03ziPVXgrqY1we7XCsRKalqyVOvnFNhTpwzsjWPioajq6jGMbx9It15ZvA1px2r/C5PZt5P16G6Dqsr19/W3h9sCXr00uPOEoOv1waWTKLx+y/LzsduFM+2O+72vbK950Iibz35B72pxmsvExBYar7W56FMd3vKfJJCkKCStiGiXz5ja9r8u8FsVNJ9fPSmd9nY4btrqIq+fVX8NkcTK9Jh9p7Zfq8FpGa96OGaxo6086q/j8D7k9E1e+r44y9/m4Q8NtkKdovUymmw6wg/JgkvKMl7IBjnbw42HddLI9HgU0OM9ruN1QslKWc3aZhsyTK9TCG2qDO/0P+XLlBqPOeD7m3o3jbbtDynx5s1t5/iQjTJubfpuEN51wp5kX4bzGxZv2s6c1eZw273AWm/2TCwu3ZVxd1uevJTrcVhipzNezRV72dQp7sOO2VodXDMzSbdEOt+VOWW70r897m4fgr/97sqdmv56z+lJvH3m4zaozutX5zouP8Syb+tGWxyDH43Uup52rPRg3qNBvb3w4znNhevKj/3gvw1HvE2/vfXga0xnHe/XDM3fY9ORnU3qOyTIR5sG9swDgOJe3ekcKwG3R0scneFbcfi1FIkzp3BwGOSknz6zdEQdwq3Smf7uLShBv8s5TtII923N8xHWYlvh4RzHAOYUK7Y50gNtdmMKMYujYqJTNyXuqVzIE2H5BLRl9wAQcO4Y6Ayzs9ppWs5PjBn0HWDR5TdDZfgdhwCupe+kOzhC3myTOwAu7l+PY12k0wvc7mKNNA+OwQml3vkeTf3GQIWeadcZ7GbaL050e0jg5f3R2c6WNiKPrnKki9vz0sbn9njIC8mkmcALhRrtTUeDs6MTxc2WrTD5XF/BOFsfithjThprPaIHXVGbUg8t6EZ8KE7itMkrYr2+0lazImHcNO/2Ry4rafaNn4DQ06tfi7Kv2fRlc9OInabdxHI9H+4zI3QE5YGUziZZS1u4EuM0UeR+z03Qi35Qm6ON6mo7kcwyfAF7x0eXSR6t/SOtknbP6EcInPAhciGYLdwgRnOlWGUzqq2xxc43K9c4ygvc59/lEJOFZDChACbHD/hLmpHzlLTUO5vEq7Xc+E5zGDOUw0T5jn2u/nh+EnTCf/wRnJ+zNiQLY06gdah81JY6N5OK5rjub85fpe+sTq+C2kC4rfvcNvoJXWnpm5m96co8vt9s8fdJ92zzJzysL+M3hgnelw4ozwff993Q0KP3O84IPFnv1zgVrHOsPvLDvGLHJp5kqPK7mHp3rRwxXr5QyeHrII7tTzcTzzLRWn/9I+135t/1OCW4yfJ5zj49YE7dvXHGveXrfh8WtVInhE+EGZw82f2KC4T1O43y6/XkW96fHzHylEL+RcnCM+Hq7I+jaUDyG6iWfZCdu90iegXizsWRijg/TJ1e46ejfyrR+5+rBE01EUMrEdWczgHVVVz6dD55RZtxhfmCy/Mq8jE19u0xgGaKOW58VCKbNLsU7WhBu/6PiLcsXc3UY0hZAsFS7owvhmPm1fkcdNloAZuV0RSaK2w2idL6qsn+VwjpomSl8LnqxqTsgy/nOBTgK20WVJ8ktl5chGF0DdqfVcOdAwnMmBfPOk4TjJqOfpMlrOe7r2wA8Q8ZdLmWTYXXUKZqPt2wyjFNH2hWHKW53yDOjiCNhqPs63SrgOu64TTj+xvr6XTxnfzRgK8+Ktn+r47RUFSc0ZH6eN/6zq6mA3YyfKy4UznFcmDGiobW5zwjnSD/PsNM3dhSebaldZ6rpTi8VJrUgC9vUOuUYcKuv98vfEFQ439p62zdLFW6fILR4R6+K210SViTrSOfj25iGldwV7Qq3Mu7p9Y6CFcdjrc3o2BLmrmWnP6HQdHInzcIJ1QvtTqaFY6YTZqbxg9SnbF4Vru6Db8EJKWi/g3Lh8ytU3q6yxzfuz0rtfWN4wcTltX6l9oLrkIPLFf4LJwqbW1NyAKKiFrf/Gd9w4S5b7U4P0RVGLG5FYpvhxYlsqPm+CKxnXp4PO4YHRFflTkwWp8978j7XHpNHBWaIj724hafUdIujANiLW7iNTardijp42vv6TIpKE097cQsn8YbCwnjZi9uutosuO3JkAHsVK47EuU+OcC8vzmL1me+7y5k+7blVCksfsFa38DGDOUreZrQLY4oknPbattPTgR/cfHnZa1u41XqK+yrUpukpY3P75eZl2l7agnHTKcJjr2zBWSbYxlGjrRWseOAEeXL7f5W0ONpQphrpBNbKtqs1JOisBUXAXtmK2y2S5usLA8G+PnslY/K2V7ZwYhIUBK295rmyFR+96bHFDrHm932X/hQeVrXeaTEpuKEJp720heNexUEaggGbp9cvK5FgmHQvbLs6T/K8/6qyx1NZnAVDn68fewErTt7rfL2t0J9nXwePf/0mhK2uhS289OlFXJokNevLUaWh70wNKa3vD4nGvAuXvawF22QgU110A3tZ29XZ8ih+rGh7r+wPictEn5cZe1XbaWwJSXslCAr2qhZO9xLTalHC6TTDF0e82idfq06wPWiy5i/UGWtVC6ddrQq3vXgVLiuxm3qCmNXFaeFVgDj9hO7yJXd9Y+io6/6jtALR0h5pQSHrfXGEvnW+Pu01LZzPqJFrUI6n/R3Y6KNjA8ON9Lb9txIWM6/e9poWTNyFbmK6HVbF1NV8kxW0UWUxPNeui+eNa1nDdFWrGwsW42kvaeERwV0QL3tJC0/ouSevs7yC2ltq+VBJCF0L2i5z8hjXu472PiIcrc4ENrQHPT49Ll4DzQbiYS9o4faY6sQdmcFe0MKV3pHF1/b24rO1A7wXtGD6Lfp827ZWA10tQo2nFDx23S8+Syrxsb/JJkt8zlhRIOwFLTzS15rE017Qio/e1utzKXPrui/bdJbdNe7c3ck58mBwrVEqgz4WxxSKqqJGLeTjy+lyLZOfKYAjj6GQUpQIe0kLbzMkCSUCHdBl41FpdhHfS1r4eGRDCi97SdvVsKTapCruYq5chePMVpkihVWycObRdQC77lMauopOqhEi7AWtuN0abB7X6UI79uuxdKGErOik14oWntPQRmKdTh1rfiW4JirEDTkCSZb7Y9uPl9br+17RwiujLxwZwlvHMGIUrShQJDzLglbcPsKz+F7Rwq3oyfr7UResFS3cFkn6MV599MLctfNt6ZtYIxyHB0HnEVVW8XNF2+Wq3pVzIb3Cew8PxYlHYTxv1mjOWUPBMREe3zubM3B2p4XzXtGKI0GbVy/2h6+ZlFOQdZG617NQu99pC4f3vZ6Fcxqlz46o7S3H4UjVJk9LFwLvtvbQUy/RQl83NkcW8tyF572eFW+P2orgNnzN0kkW7OVZr697QdtlwR4VeYJyYS9o4XY/KWgO6YJNS3Oug9s3rM+PrcgeoWkTq1UZVOgX9pq2q02saHFZ1R8/ExvE2QSdeA/QNI9xpFiF617SwglR0BjHWdpauoqPrly6qrVTnosMms2G2jbr0N+tJSfYKlV1RFbuibWiFbf3om6QwiHGMj8OC4WuBMeq1edc0fbpza5JUxqHffnAlqly7KqyH+Nc+WHNHp+xeN8r2q6etapDTWQOe0XbZ9Ma+Wxw+kb35TPTcJx4L2i7etmqdlgROuwFLbzS71LE617QirdHqwCkDmEp7uA2qWQmnqZotLmg7bJmj+q7aCil94JWPXERt0Y4W6Npv94eVDKm4PFd0MqyfRryo3d4F7R0y5WiurupK3wuOMHoRNLE73qWKBxWZvPyfT9A9NbRMGG/CZKHd90KH3ibgGk+n0NO0BmIuv2bLriWs/JtH+oEbrhV7OUsxu3zdgzSPeTS9+XrkCsLvL7LWXrx7Dtu8/r9Xc7C1fBmnC6rZy1h6NFDW5Anf5ezMnWXyAIe3+UsvXth3TsYTOx1K9x+K6Z3VBF2yby57Gyg9V3NBh1e6SQFS7F33RokJVQKn2QRIaxvhyYMikvj+a/eeYAGQI5Yo3B817N4uweZewbZgtU69uulCRN9V7P0C1o5TkErUcRezQb1YanRWE5fe9UqXhTlhyziiXvoopWjq28LWcS7msXmvc4IQckf9qoVzhZ7mNx+w3VfZm5AbDiDdA57NRukDdRQh3DhXbXSd5iDQv5ky5VmTJw4YSJFfLyrWazhbQBiXkKJ8K5m6VPsWZ1ITZXmdB8QHzOHGMnBLmWCviuNmZIQ7NUs/YsPJ9zi7V23wmObw0LlDDeV/fXYHagAM2kC9npWDvE2jfBxaPLfC1e4ffm6F5iZsKBZPGBCN8TTu6IN06O+Cpd3QUsjZIhKDKQLn5OZuHmsauVRF/5e0Aa2XSON9UFt9XtBS+NkarrVJLte61awLFmE6zP232SfUOfMapLfq1kZxXctT9X2vkpyMM7TURibk7a/gl7k6xamRelazdJ8yeg8xMe7bsUrPgcFD9KtrjilzTG+DeLhXc/SrInGePL0rmexkSeoqIuXd90aJCKYjzm7n23NJ5yDDHUg0zf+Lmdxkqf3bIiPd+FKc2dsav2h4RsJ0748VrRMEF1dEmtBK4/5gv9ZUAP3XrnS9EkMexfPva9yNchCs7Fso1X7XdHSDPpw0ize9tISR3kbtcPE4125ikfFGorvXS5lHCp6I9BM/S5paR6NM+6M5ujirm+TKY5XcCK/5iqSplIMsuZ1yrumxW8+RZTx8PauXeHkWkVx+2vDGmTJX2o8lfDxVky0AkWlpnUJ38P7to1G7CxOo2xoL+8bv2tavOjRvUbx8q5paVm1p5mJj3bhd/GqVtashEHahe1N103SEf+ocKRd+F3Uhnloa5R9rb14pcF11q7wSM/xfnWkwK/i6V3U0vnKIzR5eReveNJbBadbR8P/2vEMOiEJ8+XtXdOqUVaHOF1qvbV2xax+yFki0FW763651RNHBY1MRPs97fZT6zfNs++SVnb18v+El3ftKr/6wnwflkPRqizobQrqsKX19V3TYk3PZmcRH+/aVZb1XaI7mlNz6mNzG8+UwA1/17RB7VhJ33E5FqNwTCOYnGk2fdeu8Dx3TekqfVYrEtzuP52001b6Ll5p6s1zA0JtonvxCu9ZYY20ibYWn83pPtNvVY9JKFwKr/n6vJAtHdQkQGcn54AvR00wX/o6f3b6gqtNVkn89fiEh6qFIa2X7/pVWOHx4jT0pMWjzdjU/fLt2etX2drPcZqeybduURtxVK4jnMb//XokOKxO6I18169E/fZZRtEG+a5fo2zryrq+jUSx7M9JBauBrh/vTXhjZRbFX5dNeB9IbcVfP83Ju1RAcBqM9vvSpjXmdbajZqdPGTHExK9Jprj9vfr2lbe79i/pX366Zn5aCd81bJS0JOpGHscQU7wrnxWerAqd4736nTWYw1/vS7i8FIP463LZ1QhduRvhr5/l4kM/OzyksD+PzbFSDampb69h6ZC24ZyvbTzHp1Jcy3ua8XC8XnAkudGBX5vKPh3zE3sr9Na9C1jaqe2Hpkqjh649bX0JCEu6dJPjeb0nwbZgS/qM4fhMwskWZrIa4ThKituto8uwWFqmEnCcJDl6ofntXcJO43zJd9TMtpewcIKM5+uVVrg/D6U2tw5Na+8SFvN8lrx2L9CF5i5Pg7u+nXjsHycPiqsUz8/7tvZthvny1+ixq7cbi1/x19JRnA3YLo5L06y7sNvHJiqLv6aOXc3gNHobT8epEZ7mczt7uPqzL29POXZq4u8KVr3jSSUyzVrvChZv/RRZEcJf+0XxKtduOBrrsa9Tqbvn61+nRTgzHQ+QbEv2UpVm8zlIwGNiNbk5R4px8vc5wSClZb1tPk6JnR50/EWL+OuJKI5jUBZngCubhyh9hixG9hI2qt9CmgK6l96lKtxuHX07RflE6/EkYRV17eTvElZm/UEH9/QdvUvVOF39qNNk+7GXqtOwX0mQNBhxiLzft5KY1cVfH0N4C11iAFqG3sUqnLS7IR5JDd3v28McLuDvIjbKblhHFbT8vIM+6xm8AoVfZ0HxiJAKbGXfFA2C1ZA+X/5aC3b5+ePvEGY/zlqsgtG2Tk7RUTZPYW4Jw99FbJRjdNeX3I4zILxgmj+v83oAimO/nBbvLe2PWR+pWemAedeq8vrXsRodLe9SFcx8VcQZv8O+Cn2HGuz6MfaDW9k1R95+LPzEbdJp8/r2KadCstPq/2DlMPEqXDD8f8irFn5t+boc/9X2QgvJu1CNampRxifc6pP+vlxejuKvDR+cJjH9guMY7sGzrLLAlabf/Rnpds3z5a+1HryMsq7yuuiB7ZfH6jLSmfGuRyUvqHRZi6uTa/PBIkP8tcaD2w3HghD+2t3B8czvkxNa3fanH7i0zeu8hncdnQKbmcLbwq5LpkCYkOFw3OrgEQeEPHkb+fCOH5H460wHJzm7zuu8HnTwXApqiiinhrwOleC43kTx124OXlgSJfHXWA5eibPl9fG4xYnbDWX/WLw9e+rnXIbIbvHXL64rgCDgHAl/LeDgsrwc4rUuL19xusCS+GsC16eegsUH/HV2gwc2cvke0uvhJqx6TLSqN3JiexaohKOyuPdKVQkHlZ0b+OvMBre5mWzRqPP4WtPLsSefr3/d2eDsk44g/hquwa3KJKY36sA8Pm1fpzb1Q02+V6qR85kWJj4VEDvoIek7y8cuDW43IONblFdDKM/+q5BMhSr+WqN1tB0Z323x1wQNjrJC92A5xmbi9p3kNjkZUGVxImnny19nM3BK9A2Jv25l4nNNAm8hhP2uVKL69OXYlcHpZpr4NSAD47bxcJV6rMbEM5tm4EgRsDHDW2zir60YvBNlEcTLW8jLtpuhPCpTmtjJzRWJLfyuSNGlUBHMl7+uYB1lCpUt33w7Vl9wG02wMYKzhVNe3lVFw1+zL3hsRQ9PO/ZdYGRoTxZHZfJe3njXx2nHwAueaceY/PXk6sqrsKec77If9y24jXqoJ+Ak4YaXFzkjir8LUoQy+KcLv5ZaXTqZQJ4dvP/llfv3jzno/ZoW8j/MQfsXP+S9ww56792N3ONy0Pt8HvQ++gftQWUTN4od9A6QB71j8kHvcL+Rm18Oeqeug+Zc6cmahQ96Z32PVkHh0apUPFrFkUez6jrkLfM8WhWkR6to9WiVwwe9BbhHq7b3aK4mPFnrlIPeFZBHa83l0VrOebQWkAethakHa8Xr0Vpke7TW7we9OwMerc0Ij9Y+h0drC+VFZ9PGo7UV5NHaZfJobWwd9O6ZeTR34zxZm38erX3Fg94NS4/WFqlHa/PVo7Wv69HaMj7o3aT2aO1/e7R21j1am/kHvecEHs3zB0/WgYdH6yjloPeUxqN1LuTROnLyaJ1mHfQelHm0TuY8Wmd+Hq3DxIPe80uP1tGoR/PQ1ZN1yHvQe37s0Tqa9mgdhnu0ztkPek/wPVq9AR6tZgSPVp/Di04LhUerO8Oj1Q7i0ewzOeTtYPFo9cx4tNpxPFqdPh6t5qGDdreSJ6sPyqPVYuXRat466O0W82g1onm0Otw8mr1zh7zNeh6tNkCPVoOhR6uj8aC3V9Kj2YTpyWrv9Gj1kx70dqp6tJpgPVr9tR6tht6DdqewJ6sF2aPV9ezRaqg+6O3V9mi1gXuU72Hx9LMf9LbKe7S68D1ajf8eLUmBR0utsJETQni0tBceLVmHR0swctCrUfFoqV88kqrGg6XWOegVCHm0tEceLVGTR0suddCr0PJoib88WrIyj5aE7aB3S8ujJbvzaAn6PJoSwkNeaaJHS/Xo0RJUerQ0nAe96lCPlu7UoyV19WiJaA969bkeLemvR0tt7NESMh+0FdKeLO21R0vu7dFSknu0ROoHvap4j5bg3qOl5fdomQS86NgSeLQMDzxaXgoeLZuGg/oyhvBkWU54tLwsPFouGQe9vhweLb8Pj5aViEfLvOSg1xfFo+W44tHyePFo2ccc9DrTeDQ9bzxZJjseLf+eg17DII9WZ4tHy+XIo2mpdMjr1eTRsofyaDlPebQ8rTxaLloHvQZdHk1LME+W15hHy93soNc4zaNlyebRcoHzaPrLHfL62Xm0rPI8Wh58Hi3bvxcdQ0GPloehR8sd0aPl33dQ306PHi0TSY+Wb6VHyxDzoO3A6cny9vRo2YZ6tHxKD3odUD1anqseLTdXj5ZR7EGvM61Hy/TWo2Wz69Ey8D3o9QD2qPlFhjMb9mj5FXu0rI0Pes2RPVqiFo+WD7NHy8j5oNcJ2qPlGe3R8pz2aHlWH/S6W3s03bE9We7aHi177oNeI2+PlhO4R8tK3KNlOv6iY1ru0XI992j5o3u0DNYPeh3aPVpe7h5NL3hPlof8Qa/bvEfLrd6jZXfv0TLGP+h11vdoWfN7tEz8PVopAB6tGIGD3sABj1ZigUcz8MCTlYxw0But4NHKZvBopTh4tEIgDtohEp6ssAmPVlqFRyvu4qA3GMOjlazh0TK78GhmeBzyZoB4tEJEPFppIx6tuJKD3rwTj2YwiicrWMWjFczyohPh4tHKgPFohch4tOJmDtppNZ6srBuPVliORytW56A3lsejlevj0cz/8WTlB3m0AogOeqOKPFpZRx6trCSPVqjSQW8qk0cr1smjFQDl0UqQOuiNoPJoZVV5NLOuPFlRWQe9oVoerVQuj1aql0cr/+ugN0DMo5VA5tHKKvNoRZ0d9GalebRS1TxasWwe+f964+A8WnlyHq3kOY9Wct2LTvSdRys7z6MVvufRiunzaOX8HfQGBXq0kgY9WpmEHj3Xdp3LRPRohSp6tFIZPVr5jQe9+Y8erQBJj1YCpUcrq/KgN+zSo6UG82ilbXq00joP2qGenqxQUI9WpKhHK5P0oDfU1KMVf+rRTE/1ZKWvHvTGt3q0gl49WkmxHq2o2YPerFqPZtStJysT16MVquvRSuU96I319WgFAHs0A4Q9WcEZLzoBxh6tBGSPVlayRytr+aC+w5o9mlnPnqyoaI9WqPRBbyq1RyvW2qMVi+3RzM8+5I3f9mjld3u0AsA9WgniB71Z4x6tsHKPVtq5Rysu/aA3WN2jFczu0bKC8WhFwx+0o+U9WRn0Hq0Ie49spBz+ScR4jz6DfCF7XqKfJLH5Q+sSLhTxIx4XspGy+UkSX0L7EH6SxNkwIly4UMQpLl2IRBQ/SXLC/FzPq460W/XjFgfMZJTcr3oweHFvyAFzRN9/IRuiop8kOWFm4A8XspGy+EmSRo3ZIumRjZTdT5JqOlGYlkchKh/+IBporH4IF6rZ/zwcMNN83S9kA2X18yQHzAFN3YVsoBx+nuSA2T6CnydpC+Ocxn+EIvd3P0+qk+0pfp6UX60VOvVCNlJ2X9zHaUHo50mOmFGphQvlezKVw2/Kfp7khNkW7H6ejPIbaX7kj7LiGH6epI91tnN69MQR/TxJT659Bj9Pznbf4qt7jpgf7IAuhOGDnyc5YrYP4edJ2rCxEg0XStfhF4SOSz9PcsZM+kK7kA2Vzc+T9NjbZ/BDBGfMoTx+nkQr0PwxKqQSIzEulNDytguFLM+2g5BrPM3Pk+hA7DP4eZIz5qCkCY9swvB1LkfMViP5eRJ1zuw89chGyurnSY6YKaX8G2LR2IafJzlits/QL5IJBxsXovXWz5PIyLq8Bz2ykbL6eZITZqtr/DyJ1K5IHO6RlTrh+qsz7VDRT5QcMceR/UQZptGAnyiDPLGbnyg5YrYP4SdKRKE0Pl0kkXA0LmRPRfITJSfM9hn8RClRbvU9PKBEeRovtNJgDkK6bIvQcaFqH8JPlOiwGxZlF0IX7SfKgJuULJE9Qq7sJ0qOmGW56kmwz+AnSkWzFN/EA6oYA5QL2VDpm3iaHA5q9ROl/d82VPomHhANw36itP87l+67eEDL4+igxlDpu3hANlT6Lh4Q3lV+ouSMOSdfVD6KJHz8RKmOt+67eJo8UNS/65ENlb6LB2RDZfUTJa189hn8RCkHGlRSF0r2IfxEiZsOvsz+r6Z/vCQ/ctH/aHOJnyg5ZOaMPlzouepMjpjtI+QbVQTc7UJYQ/uJkiNmsjb9R5BJlW/jAVWWUeFC9On6iVL9tGlcPwY+YcG38YAqzij5QjZU+jaepl5hPDsd2t3G/y9d55IrsY5s1/4dxRnBM/+kmm657ZZHYD/DgA34ef6AYwUlMSIVVUCh7lmVN6XMlMgtMvYOS6gUthMle8yt2f1qUJFzMBPloL6amuHmkAxVtowH1FzZw9AuhJet4hnUky/t8GiRTA62imdo7XouuTlUqFGsDslQ2c08OSi1d4+mQ3MvL1vFAyr0+ZkOpeaKCAd7zLsZnUUdw3pxSO6K7v89GSltEc/Qdql32ehBnUSk4dAdqWyR3Jp2VWBc2qTD1pKAhislGdo519U9gDLWb3tAzSW2RTwgmc/zqg61lG0RD4hmIvbdyfLptoYHJGPPnNMhGSitjAHl5Xa/BjvMhM0Vh+QStzU8IBkoe74ckoHSFvGMSwObVh4OyUBpi3hAjXWJ6lCRk3BXMz1Rsv3iycPftdoWyUBp1+tAMlAue42wwyza0MyTg5YEa9qiJBBmuZQdqtgTL4dkoLRVPEM9jzwOOyQDpa3iAdWabBUPiMiuy54EiaL2KWNsQ2hby6FK55jpkIyUdh910BNFvnr3XqStIoockgnKVvGMtZsnT/upCUHItoxnaBucZct4QDJS2jIe0N1X6SCy25NdTgeRajUdaTRFXg7JSGnLeAaO7L5m7g4RIz+aQxioc3GIpMZhzyGrJzldDslQact4QD1lW8YDKjjKm0NypraMZ+DcZwUtO9SrHd1oCyenYO90tpjp02U+NFvMtK7pDpHoauZJkIyUtowHlPwHZIe5JlvFA7pjxSySkdJW8YBkpBzLHhDD/bJVPKBBwVt2qE67lgTJNHkzH5qenGvaKh6QjJS2igfUsE1Vh+S3t1U8Q3ui2jVJyJBTsNPk3DH6dpqcWM6nLeIZbDC3Nuw0yQaznIOdJsluwTOQHSr+mtH0mFrsNMkO8+6MaJEMlLaIByQD5bDTJDvM2zF+UGGktKMPG8zEfFwOYaO30yQbzDXZGp4xCb2btoYHJH/bGh6Q3E62hgeUiAyyR6Sx1LBFPKBO3tVwqFLt2B1K9KQ0R2SHuTVbxAPCOr8cqf2yNTygLOdg50kismatdthig5kV6eaQ3BXDzpPsMMs52HmSHeaULztPkismJ2HnyTGfwHGLspyEnSfZYWbEqA7JQGmLeMbuHm/vMTaYk4ZxH9S1d5idJ9lgJuWiO4RH286TbDBXbR9ykIY32CKesdPylp0n2WEmm3c5REaanSfZYZaTsFcqyYAs81eHOnGx2SG6ITRHZKRc7ucnbKrYKh4QLRbtPMkOcx62igeUGIftp86PE98iGSptFQ9ITt1W8YAyeeH2UycaQRUr8Nlipi63OiR/dztPssdck50BOwaduew8yRaznMPPq0RGZztPahzpZat4BlvMbJ0Uh2R8sVU8IBkrbRUPSMbKZRX+jmq1VTwgeQjLdp4kLrZftooHVJjc7BEHg+VwgEAUO092DDrTVvGA7lZkFiVC9u3xcOhctooHJGOlvZg7Pu9qi3hAMlROO0+SXyyTsDtTHDo92XmSHWYyuapDie0o+5lx6LhhnsRnOQc7T7LDXEXNDYcSydr2Q+PQ6dnOk+wwyznYeZJAbC8X2GCWU7DzJKnctCOYDslIaWt4QHUtW8MDyvS7tedA6GCxNTygO47PIkLv7UQpSEbKaSfKpi2ubBEPSLR6st8gMe+t2yIeUHFbfKPh0LlsDc/QWPpha3hAMlLaGh4Q/kc7UTYsOitZfd+w6HRbwwPqqVQ7UWo/gMsW8YBkpBx2omw01KjLnT1x0JrhYxGBqnaipFuCq8kfbDKnYot4QDJS2iIekIyU006U7W07flAjmyTZiZIWFXIOdqJsWHR6tRMlu8yp2CqeQUuNfg07UWpTjmGreECE0tuJkm1mOQk7cNFEZNkNeMhomg9tkYyUtooHJCPlsBMlu8x52Coe0CB+sTjUarZVPCB6A9uxhV4wrdsyHhAdJu1EST8aOQmr8NlmRoKbT01THDkJO1FW7Yht78V6PUn8FtEQ3U6UbDPTlsZ8avoF4choDsldbct4QGU2W8YDSvT0Np+aHknysGAlPm2W5CTsRMk+MxEfzSG6ndqJko1mkfP2l6Wx1Gz2V6waq17sRFmx6CxbxjPog9W6LeMByVhpy3hAlcea4pAMlnY8qFh0mq3iAYmAKHaepAHZWraKB4Rz386TbDPv7AqLZKxcdp5kn9kOzbRm0zAbg4p29LPTpDaIc04lUKMBWHWoUIdgPzIOHafvtSfetGU8IFHR2U6T7DHLE6CdJmnht/AAOCQDpd15HNow0NWrg2SgvOy4xSaznISdJ3GjT0qWHZLBx9bxgGj/aOdJtex3W8cz2GROdkt+aE/Iy5bxgO4mfRYlGm/ZcyBY2JXYDc2FoHDNoUptR3ZIBkrrIxzatjPZOh6QPOdkO08W7Vpt63hAMlA2O0+W3QzOzpPEqPinbw1oKbaOB0SLETtPatYMu+0OyQOxreMBkTBl50myenbzhYOw6LCN6ZAMlLaQB9QGW24O0YjFzpPkM81mC3lAd1KlRc1VzAyNseq2/hUkA6Ut5BkEco1kizVBXc7BzpPEi01WXh3C9G/nSTLRaGd3OUSLQ3deJHlVW8kzdnacreQZ7DJnv/pCCN5stm4HVJ3DDUIOmp0nCQuUCcmOsOwyJ54VHapyHdl5kl3mzGONQVh0mq3kAck44TS49jJH2jqUd1TJQWRlVrvRCBIBaSt5QDJSVjtPagN4W8422GauTG4Oyd+2kgfUaNzcHSrUS9n3IvDDDxtZu524s8Kh02whD0jGSrcySoyvnIOdJjUhmI/oUNdmkA4V+YHsNKkpytZ+OjIOnWYLeUAyVNpCHhDNUOw0SYo19kZ7QNrzVFvIA9rNKyyRN7d1PCD6+dppkk3mmm0dz9BMdNrWOkSYnJ0m2WWWc7DTJNHxds98aCb9tHU8oEq2xnBIBkpbxzP4XzkFO08mbYFs63hARMddjmRibyzCnzO7nSfpxUDy53BIBkpbxjPSnWxkzwGDzrBlPCCZl/1J0C862ToeUKHDqj3iGwJjkYwhl50n6X5CWV9xSKR88STRzN6eA/k4yZbxgOTvYYetpMHStowHJFf3ZedJEoFYds0OiYgudp7UtkLV1vGAZKDsdp5M2pHV1vGAOr1wq0Pyldo6HlDy90XSDovFynv2mOUc7G1HyJScw+X/Re3JYD81Dp227DzJJjOlktmhu6WlRbkNW8jT2WSWkzDzZNcOcMkW8oCIrjTzJEiGjMvo+84us1vMhgw5z+KRzDO2kKdrxppMBfaA9EhNtpAHNDVsyqGGtzk7VMgsvAzCoXPZQh7QJJNnONRZdm8OyUhpC3lAMlKuYY+IQ8fOWhByE/tySESSLeQB0Q+q20/dnnBXizrJdcUhGSovd0QcOt0W8nS2meUkrulQl5NowyF6D17NIRkqbSFPJ3RSTuLKDg1nGIdUIpuWQ7SaqfYcsOhctpCn76DOXqtDtGlZxSEZLN0ViENn2jqerm2/ey7TIQLR53CIdr1mnuw0R2eqqQ7Rk9bMkyB68M1/Qd7sJY/fpCaP38Ani00+lMdvnJTHbyqVx2+GlcdvFJbFJjnL4zdoy+MnrcvTN9vL4zchzGITKObxGz/m8Rti5vGbeebxm5xmsQla8/jNZfP4jXfz+AmD8/RNjrPYBNB5/ObVefzG3nn8puR5nIP3MMF8Hr85fh6/cYAev+mBHr8hhBabzEKP34hDj9+kRI/fYEWP33xGi0+ao6dv9KPHb4Kkx2/gpMdvbuXBLubS4zcU0+M3WtPjN4nT4zfQ02IT/+nx/IwCLnHU4zeg1OM359Rik4rq8Zut6vEbxerxm9zq8RsAa7GJi/X4DZ31+Imo9fQNtPX4zcW12MToevym8Xr8hvd6/Gb9evxGBltsEoY9fnOKPX5jjT1+QpA9faOULTbJyx6/Ac4ev3nPHr/x0B6/IdMWm0xqj99oa4/fJGyP3zxtj5/0bUtNVrfHb+S3x29CuMdv0LjHby65xSfF3NM3C93j9p0rXPy6x29au8E29N3jNyPe4xZcJTaZ3uM3yN7idfLwPR4fLeAy+D1+I/s9fhP+LTaNAjx++wp4/LYn8PjtZuDx2xTBYtNCweO344LH3xfmr9JzTSI8nl+l51pTeFy/Ss81vrDY9M/weH6Vnuva4XH9Kj3bKcRS01fE4/lVeq6Xicf1q/RcBxWLTbsVj+dX6bkmLx7Xr9JznWUsPn1oPJ1fpeea33hcv0rPtdyx2HTu8XgG72G6Anlcv0rP9SIy2LY08nh+lZ7ro+Rx/So916XJYtPsyeP5VXq2w5Sn9av0XFMri00LLI9noPRs4y2Pa6D0bLcvi01zMI9noPRsSzKP63cUsG3QLDZd0zyegdKzvdo8roHSsx3iLDaN5jwegdKzbew8LoHSM53zLDX99zwegdKzPf88LoHSsx0FLTaNCT0egdKz7RA9LoHSsz0YLT4dGz0dgdKzXSI9LoHSs70pLTatLD0egdKzDTQ9LoHSs107DbZNPj0eX5FmG4t6XAKlZ9uZWrxOU1SPR6D0TMdVT0ug9GyXV4tNs1iPR6D0bItaj0ug9GxjXItNH12PR6D0bO9ej8tXC9h2wRab7sIej0Dp2ZbGHpdA6dlGyhabvssej0Dp2W7PHpdA6X1+cdOb2uMe6Dzb+NrjHOg8223b4xnoPNvj2+Ma6DzbWdxi05/c4xn8tKb3ucc10Hm24brFpm+7xzPQebZXvMc10Hm2Qb3Btp+9xzPQeYL7997tVIt/dZ5Wyn51HtWygc4jlSnQeZ0ika/O61grovfIgc7bNbUfnUddbaDzyG8KdF6nnOSr8zoujK/Oo/Q20HlagPvVeeQ8BTqva+nVR+d1wmE/F0nXXMyPzqNMN9B5lOoGOk8Tob46r5OI89V5nSKVr87rukH/0XmU9AY6r2t82kfnaXrUV+d1Cro+o0CnnOWr86j8DXQe1b+BziNjKtB5nUbKX51HJXCg88ibCnSe4BLoPMEp0HlUCwc6j4rh7wBPKlWg87oGknx0XieO4avzOl70r86jrjjQeZpg9dV5pFgFOq8TXvLVeY3khq/Oa+pb/+g8SpC/MzhVyIHOI+8q0Hlt/dsKdF6jmcZX51GpHOg8qpUDnUcsVqDzyMYKdF7D2fLVeY2q/q/O06Lmj0SjrjnQeSRoBTqvYQML3mQ8YT2/uAQ6j/Ln71RBCXSg88jaCnRewzH21XkNu8xX5zU1C3x0HpXSgc5rmuT+vUoIsv7qvKbt6z46r5Fh+tV5FFR/tYDWVH/FAOldgc5rVWO3foe6RjHRV+dRdh3oPGqvA52n9ddfnUfSV6DzGrV3X53XKDz66jxKtD+kBkqPKu1A6VGpHSg9qrUDpUcwWDDGt7c64xfnQOlVjc/7KD0ND/sqPQLEgl+XELHvj1up4/gqvUrO5FfpUfsdKD2NGftO4nU9oZ2/OAdKr1Lz8VV6lIgHSo8y8UDpUSoeKD1iyb53bx3aiPx39KskcXyVHsXkgdKjojxQeqSXBUqPBLPgPcit+Sq9SmbHV+nVN7LgF+dA6ZFzFii9SkvMr9IT3AOlR316oPSoUQ+UHnXqgdKruw/o98U9UHpVuw59lB7F7IHSo6A9UHokpwVKj/S0QOnV8pRr/+IcKD3q3gOlp8XvX6VHyNp3FKj4Zb9Kr+IV/Co9yuMDpVfVJvJRelom/1V69U3x/8UpUHraee2r9Gj+FSg9mskFSo+K+u8QX7Sa+KP0KKwPlB4JboHSo09YoPToNBgovd3G8KP0KMAPlB5Bb4HSI+4tUHr0FAuUHn0ov3O4lul/lR6l+oHSIxQuUHq0HguUHs1FA6VHNX+g9IrGJ36UnmbHfZUe+XGB0qNLWaD06Dz7FWkU/gdKj+L/QOlpzFz4JilQejQ0C5SeNib+TBXa9vir9LSp8neu0J7NX6VH37NA6dFXOlB6OAkCpYedIFB6WAoCpUd2XaD0tEnaV+lp1/GPFsB0ECg9jAeB0iPiLlB6RdsJfpSetlP7Kj26zwdKD39CoPTwKARKjzi8QOnRdS1QeoJ/iXac+ig9mq8FSi9T0/dVetgZAqWHpSFQetqg7av0aNIWKL1MTd9X6anr4av0cD4ESg/3w/fHJWcvUHq0cwuUXlaP0EfpqT/iO4ljkgiUHnl8gdIjky9QerR+C5Repqbve/uql+Kr9LLWkv/evST3BUqPBnGB0svU9H1VGpaLQOlhuwiUHtaL8D1qoPRoJRcovUxN31fp4c4IlB4OjUDpkQUYKD3yAAOlR9u5QOllavq+Sg8jR6D0sgZnfi6S/PQ28ZiSvq/Sy9T0fZUefo9A6eH5CJQevo9A6WnC4FfpJY1X+yi9RE3fV+lhDgmUHgaR7yiQiOP8Kr20tAH5r9KjmDhQehQTB0qPYuJA6aVJpPxH6eEnCZQenpJA6Wl7vK/SI78wUHq0yfsO8Ym0kq/Sw3kSKL2kvSQ/Sk8b6X2VHt30AqWXCPf5Kj0MKoHSw6QSKL30mto9pqbvq/S0+fNnDhfaAqWHlyVQevhZAqVHcGKg9AhPDJQePfoCpZdozfRVetheAqWH9SVQemQsBkqPXn5fkZZwSX6VXlKL2EfpqUMmeBNq+r5KjzTGQOnR9u87VST8lF+lh48mUHrqpfkqvaRGgo/SI7gxUHrpjXq3+CLm+nORYLj56jw8N1+Zp+GOH5VHC8GPDLjkSeqr8bDkfCUerpyvwsOY8xV4GgD50Xc0GvzKu4vQ+I+6o374K+4oH/5qu2s+sVaOjh//Bfadr7AjJ/Kr62hH+JV1V4+8F7h7vqJOcyQ/mu7qkfGCNMmvoqNp4VfQXS1yXeAB+v6OLfJckDf5FXN0NfxquatGhgtMQl8ld9XIboFV6KvjSKX8yjhaH35V3FUiqwVWos99iZnoK+GIrfwqOG2O+BFf9Ef86rcrRyYL7EbfN0iRxeJKkcNCGyh+pNuVIn8FhqSvcFtX5K5YV2SuWFfkrVhXZK1YV+SsWCswVhCP+VVsJGR+BRshmV+9RivGr1xbM/JUrBlZKsjQ/Go1YjS/Uo1mjV+ltkZkp1gjcFOsEZkpCNr8qjTqgL8ijTLgr0ZbPTJS0Nfxq9CEBjaK1SMXxWqRiYJMzq86I5bzM0DT+/GrzVaLDBSrRv4JDe38CDOCO7+6jOzOryyjQ+RXla0SWSdWiZwTGu35kWSke34mW3pIfgXZypFrYuXINLGou/uoMeI/v2KMBNCvFqPT5FeKrRT5JVaK7BJEhH51GCmhHwVFTuhXhdGN8ivChAZOiXlFRol5RT4JjRL9HeVpV/nVX3NFJom5Io/EXJFFgqzRr/YibvQrvXZTy9+rYc7IHjFn5I4gjvQrvUgk/czYZJJ+pZc2vvxIrzkiY8TskS+CzNKv9CK29Cu9aI35lV4U9H6l12yRJYJy3q/0opr3FwR+CKJNv9KLdNOv9KKF5ld6zRp5IWaNrBCzRE4I8k+/0osM1K/0os/mV3rNErggZo5MECSkfqUXIalf6TVz5ICgGedXes0U+R+EBvYHYlS/0osk1a/0ol3nV3qNK7A+jCtyPowrMj5o1upHORG3+pVetPT8Sq+xAtPDWJHngTDWr/Taeay/0otI1q/0ou/nV3oJDewOY0ZuBxJbv9JLQ1s/0ovOoF/pJfTrdBAYGB3GiHwOxLp+pRfJrl/ppd1DP9Jr9MjjMHpkcSD49Su9RosMDsS/fqUXPUY/N/Zokbth1MjcQGnuV3pRmfuVXhTmfqXXbkT6K71Iiv1KL9qRfqXXKJGrYZTI1ECQ7GeA1m6lH+lFw9Kv9Bo5MjSMHPkZRo7sDITNfqWXtjT9SC/amn6l10iRlWGkyMlAHu1nsiWR9iu9CKX9Si9an36lV78iE0NfkYeBzNqv9CK29iu96I76lV59Rf6FPiP7Qp+Be4Fc26/0Itr2K71oofqVXn1EzoU+IuMC2befUZ7026/0IgD3K71os/qVXr1HnoXeI8sCAblf6UVG7ld60Yj1K716i+wKvUVuhd4CswIhut8pe+fo/kovurV+pVevkVGh18inQM7u984mavcrvTRt9yO9KLH9Si8qbL/S6/eay5FBoefIn0AY71d4kcf7FV5E8n6FF71fv8Krp8ia0FPkTCCx9yu8tDXs52ekO+znV6Q/7Fd4tSsyJbQr8iQQ6/sVXrt97K/wooPsV3i1FfkR2orsCAT/foUX2b9f4UX87+eOpM3sV3i1GTkR2oiMCIQDf4UX+cBf4aWNaIM3CEwIrUcehNYjCwIJwl/hRYjwV3jRrPYrvFqL7AetRe4DMoa/wouY4a/wai2wHtDR9iu8Wo2MB61GvgNyiL/Ciyjir/Ci6e1XeNH39iu8WoksB61EjgPSir/Ci8Diz41NY9yv8Go5chtQKfsVXi1HXgPqZL/CS2jgNCDX+Cu8iDb+Ci+66H6FV70il0G9ApPBST7+oYHFgPzjr/Ci0+5XeNUV+QvqiuwFGo/8EV4kJH+FF814v8KLfrxf4VVn4CwQGBgLiFD+Ci9SlL/Ci469X+FVKUz7CC+hgaegjshSQNDyV3hpT9+P8KKt71d41R7YCWqP3AREMX+FF2nMX+F1+v7+0MBJUFtgJKg18hEQ1/wVXiQ2f4UXzYG/wqvWyENQS2QhINP5K7yIdf4KL5Kdv8KLDsJf4VVz4B6oOTIPEPz8FV5kP3+FFy2Gv8KLLsNf4VVT5BuoKbINUPL6FV5UvH6FV7kizwD1rr8gcAzQjDgIe1uRX6CsyC5AiHSQ9LYis0BZkVegzMgqUGbkFNCY6W/I2wx8AmRNBxFvI3IJlBGZBMqIPAIaRf2NdxuRQ4C2x0G4W4/8AaVH9oDSI3fADqz+DXZrkTeA1shBrFuLnAGlRcYAEq2DTLca2AKItQ4S3WpkCig18gSUGlkCSL0O0txKZAigw3KQ5VYiO0ApkRug5MgMQDb292LIkRVAuzB/U9xyZAQoKfIBEJ79lV7kZ3+lFxHaX+m1ezV/89tCC8AVOgCuyABwhfX/V1j+v8Lq/xUW/6+w9n+Fpf8rrPyfYeH/DOv+Z1j2P6Oq/xkW/Y+w5n+EJf8jrPgfYcH/COv9e1ju38Nq/x4W+/ew1r9Hpf4trPRvYaE/tWKBozMs829hlX8Ni/xrWONfwxL/Glb417jAP6zvj8v74+r+uLg/rO3PYWl/jir7c1jYn8O6/hyW9aewqj+FRf0prOlPYUl/iir6r6ie/4qq+a+glv+KKvmvqI5/RVX8K6rhX1EF/4rq91dUvT+j2v0ZVe7PqG5/atX+//znn//xz3/9+79/z/8xrj7kCuT/LWobvUnRsNDx9x///e+//f2fv//0n8vfv/+/v/xHnKeMYEkkWf7H/vH3H/8u//f/+kt//+XnZX8/L/vHdtHjwP/bNNrbp2l68R1w9+t7wNvT74BbFB9w9wY84O4f+IC3x+ABdx/CA+5ehQfc/Qwf8PY8PODui3jAbp14/r67K97gdGA84O7SeMDdyfGAu9vjA96OkAfcXSMPuDtLHnB3n3zA26HygLuL5QF3p8sDdjPM5++3X+YBd0/NA+6+mwfcvTkPuPt3PuBp8Xn+vruAHnB3Cj3g7ib6gLfj6AF3V9ID7s6lB+zmps/fb//TA+4eqQfcfVQPuHutPuDtx3rAbtl6/r67uh5wd359wNsd9oC7g+wB9+rxAXcn2gc8zWrP33c/2wPunrcH3H1xb3B65x5w99c9QDvwnj/vHr0PePv4HnD3+j3g7gd8wN0z+IC7r/AD3t7DB9z9iQ+4exgfcPc5fsDbC/mAu1/yAbul8vn77rr8gLcz8wF39+YD7g7PB9xdoB/wdoo+4O4mfcDdcfqAuyv1A97O1Qfc3a0PuDtgH7CbZD9/v320D7h7bR9w9+M+4O7Z/YC3r/cBd+/vA+7+4AfcPcQf8PYZP+DuRX7A3a/8gLvC4gZv2/Pz990Z/YC7e/oBd4f1A+4u7A94O7UfcHdzP+Du+H7A3RX+AW/n+APu7vIH3B3oD7i71D/gaWR//r573R8wuIirATI6pTPLXLpyv84so+XQbE8bIMOT+UIxo65mvtHO6FTOJHO9tvoD5AK8ziRDgLQc9UwyBE3PMs4kQ8G5HLWbv2V0amdsoXCdllDnqOz7itrqBhSUzTSgy1HPJEMq9yxngtCC/N7PJEPdvszRZ5LRjHC56ZsBMjwl9x6XHPVMMmo0uOaZZPAjTHsBqlmqTQtkdOKJfIOJNSLJk3A3QAan9I5GALmL1zvJzDfe/fmbkij5LNkAGZ1ata8YdOJqBsjolN9JZmp4fb3WNKDKUd9JBiCXp3x6A2R06u8sM4ncl+f/qxkgo1Np3QAZndI1DVhy2HY+mxbV2j+rHLRnA2Rw6qkaIINT7eeg+KxXScMAGYhSXwbIl3Oly4DJ2H2OIpesHDYXA2RwaqMZcG8zHSCDUx7no6knI+VlgDwtLfsCeQacpRggg1M3P+xkcGrlHASvSS9zGCCDUy7LAGqo52XARfO289lE4K4xVjFABqdemwFyWnV1A2RwKu8sM3EMdrnZLgNaSueX5ymQua4YIAPReGeZqT5HlvMMkMGpvrMMQAan/M4yABmdUjtHLY+n74Aqh+3FABmdRmoGyOjU+jkKddWlpmmA/Ky5XwZ0rCXm70XTvHMQ9dnPXA2Q0amPboCMTi0PA2R0KudCZ11EjpovA0qf18wGdMRBNWC2OmYzQIanXs5RBsNTndMAGYtKuQyQfy0t87dcgFc9n03+Vx5eVzVAJvZRuwF3LdYBMjzVet50MT6Zj8aTc08tGzBoVlgNkIfo2c5Huxie+jUMkOGptWmADE/lugyQ4encoHt1Mr2zDKCipZoBQ46a7L8io1N/Z5mJ9V+Oer4vXXY98zp/y/CU31kGsHK73llmklcgR83NANFBYwwDZHjqeRogw1N9Z5lJzIIctWQD7rW2AzpNIpsBs895phnCIeSwZ5rREInazjRD2MQaZxJhWZ+yvWyADE/JvIKY0rbONKMJGXOeaaaoxaOvZYAMT+1MM+xqyL11phmCPeTPM80QACK/7hls2GCRw55phn2YLrPyNKBR0b0MGEcU86eMTuVMM2wbyUHPNFM0penq3QB5Hl1nmiGTZS8gPoAV6tTPNMN+mEzKZ5qhsaoc9kwzbKyVK51phv03Oey5iisr722eaYYEGznsmWbYCtTGos/ftGoQ3VgMkNEpn2mG2B056plmiOeRe/BMM+xwylHPNMNGqDwYn2mGtCAeIrIBMjqVM82QPiSHPV86W7fymHEGDnZ4J8VPBshIOc40Q2ZSP0+Uk63mlOqZZs6O9AEyOqUzzZD0JEc90wyJUDJmnWmGLfRMvy8DZHjqZwYgn0oO289RqP+htZwBMjylM81QG1Bo+2eAPJnMM82QvpXbuTgI6eKhqxggw9NZXADI8JTPNENlxKKPqQHyExg9pRlk+YwTVZc7+5llKOXo5CYYIMNTObMMwWly1DPmacAabaYf0F5b7wFFppZl/u600S0GyMVUzyzTMqNTObNM0z4kZ+ET0OSoZ5ahQqesc0VSxiMHPbMMuXg8o1YD5KPXM8tQUZRY1jRARidzM1GfJBrkzDLE/slRu/lbBqezzASQwamda5Z6qs7KiQEyOOUzy5Bp2FgIMGCtfm4UCsAKz7UGVLoXVwPuos0DZHQ6z0OTkjU56hk3tLANgW+APPeuM8uQM1lQrC8gt0mEYTNARqdqvo7J6FTOLEM6ZkJQvECu2VbMj0IqFROkAb3YeWgXIrYjT8n+zAysBsjodJZoATI6pTPLUDkpv9uZZbTAkgv/ASSb0ja6GSCjUzuzDLWeMi2dWYaS0M6ZvUAuWvPPTY7YLRhyxDPFCLhY/zgHKIxM7UwxlMHKEc8UQ7WsHPFMMRTVXtd1RpGum9vrTDEk4a4+zhRDfa8c9kwxlAGLmD1TjObyNiPgyO81CzP83eWoZ4qhbLmVeaYYqptp1d0NkJGpnSmmawu7eqYYCq1zy+eG7loclc4UQ9n2da0zxZCpLIc9UwzZy7vO4wGY1mTQnAbI0FTOFEMUdDY3DonRXR7biwHyWdeZYqiLb2WcKYbyeTnqmWLIuS7yKL0MkLHJfBvsT7V8Zhjq/eWoZ4bBFiBHPTNM19Yk48wwhH3LUc+vMnTPrZ4ZRn0MZ1WTvy8ur/ejEVEuRz0zDFHmF8UrBgw56tGm6s/o7YztBKvLUYv5+65dOUCGpnRmGPwkfawzw2zbyTwzDO4UuezPDIOJRY56ZhgBC5fH+ze9PnM2p6GR09eRpphu5KhnhsGbI3fOmWFI15ejnhmGFP7VzyCiLqFVzgyDmYi78Xw0bIv1OjMMG2V9zDPDsFEmRz0zDO6nVtqZYdgpW/jWXzAZmcqZYtgpk8OeKQa/lhz2TDHslO2KnAcQw3WNM8XQz0EOO8zfMjrVM8VgQ2Od9Hw2asflkm0GtCyqZxgg1+c8Uww7ZZecyPvZsNfJUc8lObUmvpwphh4bDF/NgDXTdaYYDIFy2DPFsFMmA9yZYtgpu8y9RAMRUThn3GCjTI56phh8jmWlM8WwUTYpqDVg5TrPFMNOmRz1XB3slMlDypliMHDuOqMDJgvL57ORQ7zSmWKmNrVbZ4qZWMXqPNp0aq3VMH9e1NGdY9BautQzy7BRxmjfDZDBKZ1Zho0yOeiZZdSSW+eZZdgp6/LTZgNkdGpnlqHBTyvlzDJTG6vmI0231fg6swxbZZRYXwZcdhpip2xvZR8go1M9swwWatbhuwEyOqUzy9B0aRdPHSCfbJ5ZBs+3HPXMMmyV9dGONmWrTA57ZhntKVXymWXYKpPDnlkGL3uRi+U9CptlZoOAv6lPP7PMbpjVzizDXpnMQmeWwaMvRz23LHtlSwaOZYDcSsv+G3L7zDPLkCkgRz13BltlctQzy7BVJkc9swxNzOSoZ5Zhr0yOemYZwhKK0W9slc10tv4BtwnyABkUztb/ZKtMjnpmGTIgWjlb/4AhRy3m74vtlHNUIvhkaqsGyOjUzFc+GJ3qmWXYKbuus/M/CcqQo55Zhq2y1Zb5bLjo59n6B8jo1M80Q7SHHPZMM2yViRA60wxbZXLYM83QX7DlMwEsra4/O/+AWubZ+QfI6HR2/gEyOp2d/8lOmRz1SNPrTbg9oMtRzzTDVpkc9kwz9HyUw55phq0yOeyZZsiOkcOeaUYjZsbZ+gfI+HTGGhpaylHPNMNOGbKwGjDlqEeeslM209n6n/ThlKOeaYatMhmczjTDVpkc9UwzZP20fPb+J1tlctgzzdBltMyz9z+1G2k6e/8A+dXO3v9kr6yPI57YKrvWdaYZeqiyYWdfcWeFPADn8jx7/wAZnuqZZuj8Kkc90wx7ZX2kM81oJ9l1Nv8BteWz+Q+QK3SckYNYqjLP5v9ks0wOe6YZGuUaNcVWmRy0WyD/PZv/89Lgi3mmGbbK5KDmp78Ync7mP0CGp7P5v4gHy/Vs/gNkKErvVwxobHA2A+TBf77TDECGp7P5vwg/k8Pmy4BtBjl/y/CU32kGcPV+9tsWe2U8dnQD5Fn7bP4DZHg6m/+Ay2y8LrbK5KA1GyDDU1rVgCFHrc0AuZjmOgeRa1aOWqcBMjy1dRkwzOPQ0lC+dPb+F53Acz17/wCZD87eP6DLUds0QIais/e/NHPwPBbzt9wVZ+sfIKNT7tUAGZ3O1v9iq2xXWR5QrnWeMAEyOp2dasA0G9Wi1Riczs4rQAannJsBPZez9Q+Q63PlaYDMnmfrfyUyXU7NAn83Hh6zATI4lVINkMHpTOyLEsdsdggArcujzDJgXOvs/ANkcDrFc4utstXO1j9ABqK8mgEyOJ2tf8Alj2HvLLPYKuvdXIFslclzxWX+vu3SB8jgdFZmFvGrctTzS2fNOztb/4AhR23LAHkkPVv/i60ynBfZABmczt4/QAan0psBMjidvf/FVpm8ZZ8GyP169v4BvR9VzN8yOvV8DjIYnc7e/9LS6HZ2iwAyOiXzHoOU3iufg0yMOGfvH1A6QW0GNAohigEy8pzN/6Wxx+1s/i+qz4sdjdgrk8tjXgbIM/wZjNgqkw+7zkHw16yz+Q+Qn7WsboCMTmfzHyBX6PXOMou9Mvn7nWWWxlWXs/kPkOHpbP4DFv/G+9nwHsi/884yABmezub/0jDucbXLgDXOyIJVQg567j+2yuSg7ywDkJGovrMMQD7Z2fxfbJXJQfsyoLoPUjEwn71/wB0q9IDG6HT2/gEyOtUzyWBtafns/QNkdEpnkiH8vZy1Bf4uBMwWA+T6PHv/gMn32w2Q0anM8x7asefs/QOaWWXibxkRz9Y/4BrXOJMMefzU2TQDZHSqZ5Jho0yOeiYZrFPUPZ+PhsPK/u5yxZZxtv4BQ47a7CtkcDpb/4udMjnqmWSOc+yAYep/+HvJQc8kUylKHvNMMmyUyVHPJFM1iP3s/ANkJDo7/4udMjnqGRPpPMGqXDagr3q2/gHyrc4zy7BTphXXEXjLuB19K74dfYvDDTV15I6+JeeOvtXpjr6F7I6+Ne+GmvJ4R99KekefmnsH3+p8R99CfkNt0b/Hr0PA49dO4PHrPfD4NSpYbFwNHr8WCI9fv4THj7fC09eHYbExbXj8Ojw8fu0gHr/eEY9X8B7Gk+Lxa2Dx+HW7ePxaYzx+fTQWG9ONx69Dx+PXzuPx6/3x+DUKWXxMRZ6+BiSPX7eSx6+1yePXB2WxMU15/DqsPH7tWB6/3i2PX6OXxcYV5nH53v3Wbebxa03z+PWxWWxMbx6/DjmPXzudx6/3zuPXqGexcfV5/FoAPX7sgp6+1kKPXx+iwda06PHrcPT4tUN6/HonPX6NlhYbV6bHr4XT49fv6fHjDfX09ZFabEynHr8OVY9fO6vHr/fV49coa7Fx1Xr8WnA9fv26Hr/mXo8fI7ClxjTs8esw9vi1I3v8epc9fo3OFh9TtKevgdrjHswV1prt8evjttiYvj1+HeIe9+gqMd5zj1+jusXG1e5x/QoB65b3+LXWe/z68C02pn2PX4e/x28cgMdvdoDHb9CAxSaVwOM3wsDj7wtXoO5sfoLHJdB3NpnB4xEoPJv5YLEJiPC4BCLPRk94PAKZZzItLC0n/8LjEii9apI1PB6B0qsms8NiE/DhcQmUno0O8XgESs+Gklh8Akw8LYHSs8koHo9A6dnMFYtNQIvHJXgPE/zi8QiUno2Usdjkz3hcAqVnk208HoHSs5k5FpuAHY9LoPRMco+nI1B6NhLIYpMf5HEJlJ5NJvJ4BErPZh5ZbAKSPC6B0rPRSx6PYBQwkU4G2/wnj0ug9GyylMcjUHo2s8piE3DlcQ2Uno3O8ngGSs9kcllq8rs8roHSs8lgHs9A6dnMMYtNQJnHNVB6NvrM4xkoPRuqZvEJYPO0BkrPJrt5PAOlZzPjLDYBcx7XQOnZ6DqPZ6D0bCiexSZBz+P6FWk2mc/jGSg9m/lnsQkI9LgGSs8kD3o6A6VnIw0tNvmHHtdA6dlkRY9noPRsZqPFJuDR4xooPRsd6fH8agEbSWmwza/0uAZKzyZjejwDpWczNy02AZ0e10Dp2ehPj2eg9H7nU5s56nELdJ5NM/V4BTrP5qR6XAKdZxNYPR6BzrPZrhabIFiPS/DTmoBZj0eg82x0rcUm59bjEug8m6Dr8Qh0ns3mtdgE+XpcAp1nEoI9HYHOs9HDFpucYo9LoPNsArLHI3yPFeg8G8PscQl0ng149ngEOs9GR1tscqY9LoHOswnWHo9A55lobENtjLbHJdB5NqDb4xHoPBv9bbHJCfe4BDrPJpB7PAKdZ7PNLS7/FowCNjPd4xboPJvG7vEKdJ7Nefe4BjrPJsh7PAOdZ7PpLTZB9h7X7wBvA/I9noHOs9H7Fpucfo9roPNsBwCPZ6DzbG8Bi00jAo9roPNMhwNPZ6DzbOsEi02fBY9roPNsBwePZ6DzbG8Ii00jCY9roPNsiwqP51ei2dYXFps+GR7XQOfZDhwez0DnmdYehto2IB7XQOfZBiMez0Dn2dYlFps+Jx7XQOfZDioez0Dn2d4sFp8+Lp7WQOfZBjEez0Dn2dYzFps+NR7XQOfZDjgez0Dn2d46FptGPB7/fhLT2MfjFW3YmpZBHpdA6dlmRB6PQOnZNkcWm55IHpdA6dluSx6P4Mc1XZwsNi2fPC6B0rPNpDwegdKzbaosNj2tPC6B0rPdsjwegdIzbbgsNS27PC6B0rPNwDwegdKzbcYMNi3JPC2B0rO9zjwegdKzXdQsNi3XPC6B0rPN3DwegdKzbeIs5p++Ss/0n/O0BUrPNrbzeAVKz7bM87gESs824/N4BErPtvmz2PQE9LgESs80G/R0BErPdjG02LQ89LgESs82U/R4BkrPtmm02PR09LgGSs92i/R4fod424XSYtOy0uMaKD3bDNPjGSg922bTYtOT0+MaKD3b7dPjGSg900bUUtNy1OMaKL1lmpl6PAOlt0ybVINtT1WPa6D0bLdWj2eg9GwfWItPz1hPa6D0bDNaj2eg9GybW4tNT1yPg6nC9tr1eAZKz3bxtdi0/PW4BkrPNhP2eAZKz7Ypttj0NPa4BkrPNEv2dAZKz3Zhtti0bPa4BkrPNoP2eAZKz7aZttj0pPa4BkrPdrv2+JeY7tkel0Dp2b7cHo9A6dmO3xab9uAel0Dp2cbjHo+oQs+0NLf4tD/3tERFetfpq+7xCJSe7dhusOvv/sNLWKdnusf/8BFV6tne9I6bVvY/vATFejhAomo9UtOicr1EdV9Qa5fkH6OCvUR9X1Cxh20kfpsR1eyRtxYV7aX6uCc+vERle1hNoro9HCdR4R7Gk6hyj6i2qHQvUekX1O4lSv2C4r2kzqrvxYNZJSjfI98tqt9LlPsFBXyJer+ggi9R8BeU8GFwiWr41OcSFPEltQ58q/gSRX9BGV+i6i+o48MVExTy4Y2JKvnUIhOU8pEqF9XyJUr/gmK+RO1fUM2X1pOt9uE1qufDXhMV9GkgXVDRh9kmKukjni6o6UtE2gZFfYmQ0K8yhM9AGmaNsvtqw0yiXSAO4TVQh/AeyEP4DPQh/AoEYtYYvK9ChNfv5A/ugUaEz0Akwq9AJWbsQIFMhNdAJ8J7IBThM1CK8CuQihkPUaAV4TUQi/BA6IFnIBfhV6AXc6Y0MHofagO/ihHeA8kIn1FpuCikQDTmTHlgVB1OgeBXNsJ7oBvhMxCO8CtQjjmPJ674w2ugHeE9EI/wGahH+PUVGHIiogi/EgNeAwEJ74GChM9AQmZ1S301ZCZfMBCR8BqoSHgPZCR8BjoSfgVCMufr1+IBikwe8MjmAY+MHrmk0OoBj8weWf1ZXz0Jjwwf8MjykQk4DCQlPLJ9wAPjR1Zn11dVwkPzB6GIkfujlNj+UUrs/xAeGkCwhUXCEndYJCzJU4yEZamxCaTU0AWClSy0gbR/4QNp/8II0v6FE6T9CytIC70gmNAiYYkZLRKWmt4YCMvSYz9I6bEhpIhyioQlBrZIWOJji4QlwY+RsCwjdoWUGdpCML1FwhLvWyQsscBFwpLQyEhYlhV7Q8qKzSEY5iJhiW8uEpYETUbCslyxQUR45BARHFpEqG2OhCUVzpGwpMQ5EpY1xTYRAisjYSk8NIrUFDtFao6tIpj2ImGJdy+YJMi6jIRlzaFdJNcS+kXgkWEEHjlG4JFlBB55RnKtoWkEHrlG4JFtBB5JA5I1I2FZW+gcgUfWEXjkHYFH5hF45B7JpHJGwrL20D8Cjwwk8MhBAg8sJJkgz0hYkucZCcs6QhcJPLKRwCMfSSb8M5hvyACNhGWdoZUEHnlJ4JGZJNcVukngkZ0ka3xodPWs0FACjxwluV6hpQQeeErAkakka/JoICzrFdpKckuhrwQeGUvgkbMEHllL4JG3JFMZHQlLSqMjYdnyr70EFPlL5B4JDSbwyGECjywmWXtFBbNEK6HJJLcaukzgkc0EHvlM4JHRBB794q2FVhN45DWBR2YTeOQ2gUd2E3lmDf0m8MhwAo8cJ/DIcgKPPCe5jch0Ao5cJ/DIdgKPfCfwyHiSCXaNhGWbkfUEHHlP4JH5BB65TzJZsJGwJBM2dBqv0IACjxwo8MiCkgmQDd3GV2hCgQcuFHBkQ4FHPpTcU2hEgUdOlKwJtIGw7Cn0osAjM4pMcKEbBR7ZUeCRHwUeGFLAkSMl9xJaUuCRJwUemVLgkSsFHtlSMhG4kbAkCTcSlr2GzhR4ZE2BR5OEpuYGwrK30J0Cj+wp8MifAo8MKrn30KGSNXE3EJYE70bCsvfQpAKPXCq5j8imAo58KvDIqAKPnCrwyKqS+wy9KvDIrAKP3CrwyK4Cj/wqua/QsAIPHCvgyLICjzwr8Mi0kvsVulbgkW0FHvhWwJFxBR45VzLhwpGwHCn0rsAj8wo8cq/AI/tKJpE4EpYEE0fCcuTQwQIPLCzgyMOSCTGOhCVhxpGwHCW0scAjHws8MrLkUUMnCzyyssAjLws8MrPk7+/aQjsLPPKzwCNDCzxytGQylCNZSZRyJCtHD00t8MjVAo9sLVmDl6MffETGFnDkbIFH1hZ45G3JY4bmlrwjm7+ykuTmSFbS6jSSlWOGBpc8VuhwgUcWF3jgcQFHJhd45HKRR8fQ5gKPfC7wyOiSNSg6fJvI6pLprxrJyplCsws8crvAI7sLPPK7ZHqyRrJy5tDxAo8sL/DI8wIPTC+ZdOpIVu5url9ZOUvoe4FHxhd45HzJJFpHspJg60hWaifYQFbOGrpf4JH9JZOCHSXatNAAA48cMPARyUoKuCNZSQV3JCtnD10w8MgGA498MPDICJPpQxvJyjkiKww48sLAIzMMPHLDZAK5I1lJB9tIVs4ZGmLgkSMGHlliMinekawkzDuSlXS/DYSB4MgWA498MZng70hWkv8dyUo65kaycl6hNwYemWNkDgrdMVkzwwNZSXR4JCtptxvIwZVCh0xeObTIwCOPTN5x419ZSep4JCtp1BvMN6uEPhl4ZJSB90hWklQeyUp6+0ayctXQLAOP3DLwyC4Dj/wy8Mgwk+kLHKiM1ULLDDzyzMAj0ww8cs1k8tEjWUlH4UhWrh4aZ+CRcwYeWWcyhd+RrCRb/Ysi9ww8ss9k2hJHwnLN0EADjxw08MhCk7WHcSAsaWUcCcu1QhcNPLLRwAMfDTgy0mQy3SNhSRPkSFiuK/TSwCMzDTxy02Ry4CNhSRx8JCxpoBwJyyuFjhp4YKnJRMdHwvLKoakGHrlq4JGtBh75auRZKjLWgCNnDTyy1sAjbw08Mtfkq4buGnhkr4FH/hp4ZLCBRw6bfFGRGQjLq0UeG3BksskadR8IS7pDR8Ly6qHPBh4ZbeCR0wYeWW3yicn/4SM028Ajtw08sNuAI78NPDLcZA3YD4Ql9eKRsKRgPBKWdKiOhKXwyHUjo0tou4FHvpus/ayj0MQVOW/AkfUmX1fovYFH5ht45L7J2go7EJZ0xA6zE1NowIFHDhx4ZMGBRx6c8nbR/sE5dOHAIxsOPPLhwCMjDjxy4hRtwB3EKNKHO8pRTCU048AjNw48suMUOhEEMYjaujsIU0w1dOTAI0sO/IryFGleEAUq0sMgSFSk7XcUqZha6MuBR8acQsODKFWRvgdRrGLqoTcHHplz4JE7p6QR2nPgkT8HHhh0wJFDBx5ZdOS2Cj068MikA49cOvDIpgOPfDqF4vEoZJHi8ShlkeLxKGZR+EZvzLZFdxS3RXdct0V3pPdBb+y3Qy0X9y/yvMXY/3NuLBlpr7+fz/KGiyvP6RkX6c67qlxvP99JosRNBprf71BTy+n18/Odv2nmN39mPbYKaRn589NR6JBpFfvzU78p6XD6G/TnbRLJ++PnkimXnpuejr3EtBYMGeavyJPKrlxmnz2qazhmo5GLu7AFMxGV+XMfvGHv4MIiyHxw7vSs87cTXZQLA7C/+8qWzNfv3XoiPZXnnJ+PWivbrj83PdVzlSbhfow4kfU6ply0PXp4UyHtxxqK80QF6IVox6ai7RtoWOPHspORX9Qfk/vWCUWzeOq6fsZE0k55lR9BKSGchU41fsA9kfyby69eb06PkCv/DNyUKNIAuf4M9Cfrv2i/mjHq8z51DvrK+AmjaMZiHuNngnl7COh0NHK+ni8hz1XK8tPULrDcd7Cd1TRNNvFQ5WfB07IAPuS73w8K2vU7t/47m2pYbaGlhp99Ty8Ena2n9mK+udzjtfzM4pqFKwq7/sz6FJouGRXKj0o4zRfgQz7VeM5f4NJBxKoNClkXPSt/1Mnp6qBqRh7x63P+mR5N60flUCd7JR1cjSYiDVguwXr9SKjTRAIu/3vdtyFyuXAKXooRNnyx6PQj3U53CpV6+kvcXMZdugx7CUiW8dVlHPOKkWJh+oHNH4X5NsMAD0oqn7Pn7r/f5gjVor1km9xkXtieJhsqhGXAv4e6QedxeYL0+ph45pRn+dXTlEAnusw69X1aemwsI8R6eGoyYv6IeAqs5Zh6VCv6T68QuNzSIz+vx3s1f54dqN9Os6+fR43TgmQ/mjBrPJw/ys8jS9EQkyWXn3/EIf5aRlX9Ku0j0el5opyONM/pyB83Pk9Wpe/Oee3nSextpQKWseSaz1kmOpm3nwe6omlQs2f//EeJfNbeM/5x8XRuUV5yun8qqjDY4vx57KQEP1/8y/4x9bSEgcsFUe7rrLGM3vT97eNu2dl6afw8HpNeXuiT+fM4fXrQKC9XLS+Xe7a0n8dywtELF6l/ij+9beCz1rYXP+BllM9qQNGIUrrU+9WDov13Ryt+seH00lFcOe7NuSrm+lmzUB8FzTV/1jhOkx646JFx/yrCq+i2+rNWoj6Nur8du7ZC+nxttA73azFvUyDFTRTKuHGp9Ij8WdIh2140XWs/S0Cn2RB80jnz5VV+w/KzlER0fr3y/Fl5Ok2M9kpVS3vBS3kSkfKzgkUwPw3Dhl/wwgxDX+r2sz52miZlDVJYd1kAvFVahft1Nsw2MnSU33W5041J1/FGKet5fW3aftGv72HmabPqqGbXA2lO0FbR9zHLh6f7E5jGpeU5bGqt6qVsVyG19YGqSb9q+TSVgtaU+vNi+QZor+qXPumqIOpdz9EulZ5WVXtpNT9Tv3JEvV9y1aYNJTPquCVa9UupXvFLuqc3FrwOxvCH51o+S8P4sdJac/0sJZ+mW7r0fNF09uEix2RI9EvSdKjgP8WvYJ9mXrrgLTfB/fZwGS/qz0I4/S9kskvlZ+Ec+5ncxfqx7EL76R7GwvzF1NVvLrKLNmx+wR57m4wWzMJugf+0JdMNAbrfzptXBrPys1GAfW4s+nH7jYXT70w3ImS+qPXlrV0/+xO484b8WX/2M2gxQtfe8bP/cfqrwRlux/N67Yk8zhYKzUtE/MzrZ7fl9GyDy7he9hAFb0WGrJ9dG1qjVO1f6nd5TjM4+EhXqy+vpTPPuN2irL1mdcxxu0t4H4t8e+tnN+p0n1Mu48n+ReB0yPzd1cqkUmSarPtdsNPWDj54NiwPT3J5lZ/dNOFLfuRVf3bf3nZ5YDTHHrsEs8SA8rJ7eOoMTXrZ2B0/mvDJDzV+NghPbz7lMralh1f6DY6fjUYa58iPW8bPxuRp+gcvK889x+ftzvjZ3qQrz2i0mPTboaeXIJyqqD2bwEU29+tnW5WmPzxLlJ9tWG1SuEr72bU9vQuV9zS3oKGlUCuXjmh29xdzb51T395sFp+eiOAl3+p6eS081/o9Z7zDZTJD+T3q02wRLnpqvIeV8WPpCGX3uvEmy42W2s/e+OniuPfS5d64Xi6j/MOfJ1Wsz3Lv18tvydOzKclD6fzZwT9dI+Ft4Y+8uVx/bV4/lQA4sUWR68hiKwdOO0p4Ij3lujmjnpyzr0BQp/fFOpWvWDh9LrXCQcaH5+3lytSnJVf4kLXbDMtUvlCC9lfyJLTyT2HF6asJT/KUdg+AXW1PfMuuQIPuWn2P066g4zTshMsdc6tYeJObdfi6EHp3yVzKM4ErI3n7gGrVyUj3ENi5MrlgXS0KfcFEanOBu9oVzPoyeOtnsrUup+sofOilc3MSdcZPyQxZAJk75afE5nQzzZqjKLPEc9jEU1T7KdUha0BEDAOvK+05bVK1FGjIuH49PNH7+6dEKGt5lEpkV1JE9IFMl9xAtgLptGUFc5bleTn9unv5KWQiWWHKbdN/Cp9Ov1f4qvLY8ry/dmWuPwVUJDfIjD3WT8HVaSSrBVoyko/n65FjDZYDXOGWJkOIwlo/hV6nQy2FYXLr3UJQufy++adgLOtAr+OLKzCjR15jZHflaKchrvI6xntUuQQLs5sra6MBXy1JLwZTBXca7VI0p5EPz9vLpalP5q6YjvZ++x63pXenfy9cvt/RnlOXK7PwvO5K+OgdmHFs/JT8ke0h//JqPyWCp2Gw8paeS4G0e3n+qT+lhlkzqrP+VLY08XQihndahJeb94Ug+ilxzNoyvl/1pyTy7XAM5jk+P6cvV6ZKZFdZmfXf3TeiKcQkKQUNW3/qNk9DZeWtvu8i11/VEdOWfxLEwmPl/CkXPY2asyb+rrofIOggKSN+zj9lpwS9NPlK6k+Z6ukADZd7+ZlQOLeyhwVb7qpBMmPpcGTLY7XNZe6sxrhy2tNyWnmb/Tl9uQL3tWOrcmmiWeTaKT9VvKeVNZy13fdjiQpsjJq2GJgWnQlN+FM7fFpkwxm178PiFc+sYfgaZFJ5RPW3n5Ll03pbS5xF6Y/n5UOmQJYbXOkzoT+i9hkzXak07UjlLly+sPp0+lYsk/d83kUGAh3qXH02vU67DAX1p577tBDPGsEt9/nzel25nz914bRSbeiznzry05tc6855XhsPlzvifv2pR0/6QHv1/FO/fpqea707F/t8eV2r/tTBJ/Zt5FKbP3XzSbs3rp8q+9NjHS4Cpe9pGM579p9qfXq0i5K/3+ct7n9bt0Mzj9zPZ8qIsPxjEUhkJ+Su524tBaclvFoQukzU6+FTHwydM4Hdw4HE/3EyEIIl2jPNH+fDaUGvHGtrv/nAHbV+HBTsRTb5edaP4+L0tofLidX5nD4P/ffrj3ODPUq5a9BXzumReEIR2dG2M2SNW67CS896/tYxwp6m/PPVH2uJAPmRin4BuiS4ns+Z9oqwc6aw9SlSepYfJ4tucQ5Vtc75Al86MYBF7OQHD7Yjrx8DjW6JlsWY6Aw3cLk2mBng8lBzX9gEgMiQnn+MO2yhynigN6A1+mgEm0wUU7nc6629nGDG+mMYYmtVfr779cdgRMTbHmjVkHTdD2JgOR8dK61PiZ3Ylppeq8bWRH4c67c/JihwFh3UNq/XvamUdPtlj3HWTJU0ELz2/GO+YuNWLo2+j5pWSe/ZyKWnCxDOxEX8XepsH3nTV9LmB1WvBRlm75E1qabMLf9Yx9jolYFKL2BrNdMwvnYfVG7lnq6DU3/480yrG8OioNqPw42sv8GakTfEgeUCYUyBpzXvr5gcrrJQMtZXR5Igv/H4seGxjyzXR9tvX+Qc91MSvK05ftx8BBXy/J5/3H/sO8vbc5PhFiSm4zlL+b31qNZESA5i4TR/TIdJfaF9Lu9RTLrNonofXHvtz2dN8q+m/mN1ZPea2Mf1Y43UuMaUWUnsGoxzfygZjq6rst7kHJZsal+lrh9DZlJfPns+NMXJ1718yVY3cmj8+DqJlBQRMcqPD5Q9cLk8WE3ANyoCZT81wOVKRDc4P6lGVsqD6/XjP9XN8Zl/3KrQlnVfDZ5aSc9Zpp706dS5XtlKb/sWtCZZcjXl8lj75amNZwak/6T83teP15addxlQ9SK23lzdeRf5u3knGyg/vGTGQu/xZUdef88fTzC5oHIlrP16/qm/XFRGqj/e4qTtYZhznBWZnXr5ZsuPcxksioDBteuOUurPy5PMM3q5Wgc0O/vyAFl+DNPgoqpbe1TpNbGxDNCNjSDnu6YOgAiC4W3alAHII4MelHqG2a7n3UUHV1S3c3tTHtD3qqlzh5Pg2lpB2jg3uXKWO5UXGWHSc9wqF+DIP650EmJlSNTrz7rYKSfgUbsrlzHpyi8vHO7HDU8CLTky/cc9T/mBXCI6cDEjPatc8LTYwPcu/KRpI7ot4Fz7lCtkeSou6vK/SO963l9esXi6ce5/yhXkgU/HHBMWQOCuqIbxEy0A3sug4LHyfrShtoEHs/WTUECarzzztJ9AA7AuJWwu38z7meSrSWgtF4xAWLBcdExILkiBWgi5RsZ+vfz86777efYYSW9bG8igYcQXpWY+wIHiCRnW83493+V4eZX7s/wEQVBUwXZx/QmOSNp6vCBFXdAEockXN/3mLHm+nA205fMqqMGQ0Z5JycVbkMksM9p9WBHM94YyNRiX/uFjMsh2vhJrXj5WAy6XCJc4rQrlitXXT4o25BmFUcTGc8BlKmwsDdo4DzhjTtq8jHSpNlTORlzzsSDwodnUPkYE3tlImD52RHlhbWHzpFVSm7NBzMqsjS+BV7ml9XOZuBM48b+MMLSOlEfI8XKZnZlXTWoKOMu1UaoPWYEnJv++Q1nAL98jrgtrmVpdUvXh0oa7wEUF6ROFDYOBy38v/fp5fFq1PK+X4YNaJBcqA+8iwLm7TAaNYrlKGJZp5IkgXDenpOnySTZg+eeLqcYm3yjPdb9Jz/n5aXn6yHqj2/wcuEi5xJ6SzduBJ7lE2j6q3MTr+aipL93FsbE9k2IXeYbRK8HE/MB5qGBOsbFAyuUKufbrOxWp4+ZTBnF9fxMvBJerujDw2DgieF9NdwVp5VrlLZ/zkZm3pOJjjeBEJTHAmBQksFyAUy/8SnR1fd5dbpIym89SmppeL+dQffbS1BobERFlZzWVbHCvo/kIJ3kMk9uWPXkf+QTXiq3lI6KUywXCAzaNdQcrxTeXEbHphWOipuCDgtTmo6mUyxXCjEg7X7lR7i95oLt1XdlGXMGbSFc9z3IiseBVrhHkKhFacne+WP45LZ+sBZdjzjeCCyCnweKyS+tSXuS8x+byFdXnPFKRJ/rlU78mHQ10VnQhYfPUDCmvFIk9XKsgXdYYeCZWbn02GVxE39I7hDmJ9N+byxOILgXZjDM46z/LR6KB5RNyvcFlGG/lOfnKrtH00WpTK5LkUMtHscGpjmQMtdFtyrtWA1UdlXN+Xi73aLvfvr5XcKMCtfPYbfPilPOb7KOKjFj5xovk8+xj5+BTPgfrujambmpdk4wSm4/KTvzDq07GLu4OLoJRd+ZtPB5c3kR32onTkwsp9ZdnXWG1MXvwKlMUF5mN5YPLta9FAjbGD57ZMG2by1te7eEpq56xcYCTBiGXKmGbHqhYLhHkhvZWr/2+pNg4kNGsuhBC8FxcyT6zEI7cZD6iobvMBO/bsBHBw4PNPoRTFTyXz0qE8+jIMGSzFTffxUNV79FrPbx2rYd2GY1z12vpfW8iHRXnqgtltLqX+XQ+XH6NoV+aSYaEp5p1J8UmSU4avMhFMvbby0PcXlhTXpo+2ttESrjMvatPn2AJnzKKMGyReMko97x+UplcfBImnE1mvQhNciacalcWuG3SpnK5SNilgMtPOZ73qQy1zSd2wpEAqfiET+X7KQNOaeA9v1PvPHQh0SaFwpOcA8O3CRaddOKRq2TsGNJrPiqBQgCKiXw8KXxxqOHjTKeWpw2erjX+VEbZ/ry9/G5aeWZjUaeWrWWtYK0mRhUuM8xAmlcTu6qcwv2pfMjVfGs63ewYjIPVxLfCaQawpo97hRcdl5UX+c963keuQp2yq4mNhefEkqWPmYWL9hj662b2cNMtgHaVln5eE1cLX9RrN5duC55r8EBjs3A3bkt/czgPujcfc1e92ExduIx+6AOXwatcrhHWqdQ4wyR/c/mOdfHYZvnCa18lNZ/9C78DguEyObX6vH/pe/KzGcJTm1U1ntlt5DCY7W32WLGryNPp850ltliXTy6e2glLn5Bt0DF4lVo5GRuMrFwuEcYX+Kz3T0Kfrcyc6/KVwdRU3W/zxjHDO7dt21zG/z3MwlNBELpYZ7g88ep+hI2BVk61yubUNmx5T3Gg3B1MQjZOGp7lObp3Hz8NlydmfEYaVy0PuvuxAk79WfMx1pOOZWM/ttjYa7hcaUz7LiZbuVwj18ZNPmK7sWimqR/XpG3DqTdlHcKmc8O7XNRIczUvyNSaH75Xsm3IN1iGgotxxGaCw2VGpzw1q+ugruckKXnTkzfR4lNLGC/d1LRR5HCtSO93dHm75otlDMo+0Rye9NnDBaBPCh5F5iFrbGA6fMklomdDnb9cyPPmMoJo6Y8NXocPvbpNSrvCMnUeowyfdZ52c0Tpzd+0dzhbHjzV2nR4uCg+LfChUp76weeg+NCYx0zIPBhFceM3kx4uwzGPEi7DXnmT2efaXKaW/BxWfuEyLp+FP2kL2HpGM9nsfPiS60Ovm6pGqvm8Hh+avr/J4IezlME0aSL7wYMy77ET/q967VkbXmRaaD75H66FPb5RALjR3WT5xgKb1zbbzcs9oGnDRPlGqm9QAOfRTe8S09AALrJa95Wo1ZarfmssCkJlXtVPaxojTC0ITVo7ZxspKJeLZO73lyGh7SFzdbXv6bdcTkMGuLxaPQW2gQN8UHy2+z3I2H+PdTRWEhGUfR8IOI/QSEHTNgKMXwVJZrtMKJdrZOyXZ1wZz1GrXC69+W4V8CJDEZLJdreAs5Kp789+vwzKz7cjarf4HhnQhGDJvqfGpGi1y5V2+R4cm4/KKrjyWrdqp1unPCXpyGV6ecCpuEcC2d4fyrcOgCOY2vM+csvrwG57iMDlatedV9tzBN6oE9zvL0Jk6zqwfPmczt21BCSDYuJqsg1O4EWezW7+NkRRXvRXBbe00vPO2lqn+b4qcOY7fg7bh2VSWMtz2qW89Hpfq9q5R9ebbDsXuIg+rduy7V/gUx7H1vLtYpRT7zI3Z7h8DiuPkpXnddt2Bs7SLhOkbVMDx77R9+vlc5f2vF4GIrVs2XY3cGpimZhNdxywvEfTj4UPTq6Dw2VWnL7JDjw33RC3PXnASW40tI/t4aNcrpq+j1oZWvanxRa5VEjaXkBwGdV1vLS9g+AYLJjxKMmUh/T728RZIoNz9j2I4KPN/S2bnkXwjs6+fI8j5fId9o1FhvTn7WVOSHX6VknwKnOaXiOmtRK8UOO/lMuA8L5c9IXWfpsGTWAZBPSR0fZzgmOFGNX3f9q8ZNbplNd7eYLyZRYjm+8jBddyt+X7TsGnXDp6XExMvd+XctZeWcy1tn8VHCHJ04ZpdzV3ubNaVKjzk6fx+bx9pxC7+65Z8Cb3SS6+yxacZXflpiuXcjmFa/N1pd6e92cJTI9runvBs9zGrITZbmBwuXKY3CjES/WZZOjBuLQC2TYVm1RT11V8CzKo3AKD4dW2LFOOh+XmfPnr5qzBlsu3PoPLYDx4GLCt0uCdB8apXB7urvm8jzxEp+karkFb3XsGtj/b1FLtQsW69nOT27o/Zy9Pkeoasn3e4PLtqXHA9oWDix5IekWZPnJwzG9189bLVZ7vLO3SDtuOblLxvc/Zta+DixzUAhFquwaXy8PlDPi0tg0efNasY69tmwcX5aEuINtmTzlF3lk5xpz1vH9n/7j5dn1wVk4YS013P3CVC4ffXMusUh3PYflUy/cIBBe+kOJ7CsLlWUXtrLYH4eb6y21e1nPy7PWwgGVbGU7q0lHOzbc+hMuDVWIe0yomLZm+edGFDddCET7L0CvZtlyEY9ThtqX+SA61r+Rd366FxrZ149T6dk07cK0e4Y1SrOVbQ8JFummVrRYO4ZF9eNGKSNNgElrkSmAMtP0o4Zk116JcVMDsz7uLdmWnxba1BMuTjCpG2wZzagE9RaK+baZyuXL2yxPHaTdePHF1331zar191rpN260TPticv5TLHPn8hjz9JH0stF0/5y7Er6v5LqFwhgI9n64e+Pc0kad1+G6jUwv3L6x/rjspvOwB3PQyhWa1d20sP0h/vhy5V3Xuty1R4Umm5uk7qE6q/OXCQcVTeMLS53q4zOyp+k6scHni17ncdm6dWv0/9DszjV7BFEYxPWjByBzpeXvSNmr2DWOnmgW6CljbYBaOwhz79bk9F9p+JtLbx/SphVd5EQO77WsLZ8ksXU8f3D7G4ap0bH9cOOVLqHvTTheccrlf/TbfnVP3LJfetEU3FfccBhdhrHdJOU184aL/VcTapr9wEXIpbT7k7/tCJlBE7snhmwfDh7wzE4ptNjzV0iBffne9icH4zfrGLMeu5/Rl9NZ1SdvieKrTQT13tiMyuMj0nTanAHXLKAwQDc3mOytPDBBsTZXNEz7rm0910VBSICPa9VB5mNKlKNu3Gd51k1N5rSU/b061Gmuttv0zXIZg3Q7RUoPW1vN6+cK0xCXpCt9zeasxr9+HfdtLwwWzakilgQwm95zHNS3PM9M1qQbfRWfUEyyiXG5MCoTMT5QTiEi8PxJecbmEhmuADU5sblzgLg/m969ETWnia7RdtMFLvhcZZyklkI9TH8xzXNX3LlU3dG4sgmz4Dt3giudot/MWqfAckecQGbxMk2+ovFCeeegIztrI1nFTZSsSbDcKv9dLN5Z7wPUPB1P0rO/BAvk9t1K2M5gUbQ9ysMzyPOFTJ9DKdQ+/qqFIeLCNzBXLWCY/yKXl8dc9nyfWwa65u6HP9NyKXMHM+q5JOli+dz4DVQKVetkb8455uk7r4EodYaEvO4Xd93zCyrLcKlnbtct0XJ430fvEd3GfGBouSs7BMtfvI2JbkJknZ9cJXrFMN/Jlst1/6WWxMRUHclOx2y8/9PW8dS3YEFyXeXCm2rmBa1638hksysr43lyresXylfBN6ZppKc+rB5YmPUEiQubz6pEGpWfgdx0Bx0LjmZcCALnT9sSIX0HmAVEu7PPfhPKNpGTebzmf6CB28dn/uG68lm46sIn/rjcInnJ4+aTgtP2gUMb+S1/85myBee6UgRrM4/FzRPZc5NQ1tOOa5cGsfcuvyXb9uzQxeEDH+grm1tvD5dD9TIpI2Kx/FywEy53Dkj4Yx+R1Y2EYzdir58Z53rtRxdvAb34XWD4NI6emfox7Y32oOCK/i536d3FDrQkVmzq4y+i4z4R1OBxZYJk0nouGyUiuTj3BN+sL3OU7kYlmB4es/ag/qCbmuYLN+HcZBPeBfCWbyjNnfd5CnohZNWKLPq21Z7PRtEhdhma24t8lk6GlvqwcaMTIbQsBU/hT9NVvVhhYHm8pztfgEdz9N+aRQ97xUs1U1vMmGFQX9MkPAyZ5hpExmr12GXf29DYqlioMz2y1v0sr249Q9C0qNYzzpiJJsGWyn371/QA4dFUI6QZ9l2FwHcj3MfUTppGee7xigKckjU32d3FGMNFl8kuD5V66fwDkzkBR6h779dyHRZ90uSjrSSsDD+ySFSxDzTPaFD4wC0JssL/rONgN9h9gGdv3uIzbgO1eqAy44/5himYC8XvVk2w2h9qy0aS6tz7TfZvq6gWrJuyhvys+Q/1lvCM4U95xYxaSmb7YQR/3gEWlDFU9St/VIXwG3OqKKd/fCxTYDPJFeAS75O/iEC4D+UbktwZTcD1uLF8wQzhm9qvvJwKoXC9cC+WkpYEpgdtYrvbrvu/YbkS1gV8ZhZNAbpSk51GoCdWP2NVvTU3Ypb73e7kFLNPQpZ/8TVwDU2fHWM3S+mxbcmEjkGdv5oF88tbAjQ9RwTosPO8taopS1b0zXtf1Yl3pUPwsIGEikG+kQ3ksWjdcOpblE8sGFDmL/Zudb9Zb840pzh366jesbWNCgxQ3LR7cuDSNRtRt73YXGHb1WI+qOL/nxvRLTgSUHfV9m3ddsk3MBekEuynGo1s2rmXfMjgHMmKCffA05/MWjVX4C/pmwIHlaR2FptvdpdwnPbXskkEynQQ4xQUXmuI6dtbBxBuwh0z2uuUBY6+TdJ6gRWRU8BsXB5aBhRUFdrSHpk1sXCnoWX+6of0so3UNIOMhElzTvnMxBnSC5v7Yt77avmGwBTB2LqXv0lrnaYUSQTAmty1jKP6/OjKcTet3ya1ryiGuxaXGvVs9qCWATX1w51m837hQKVEUv+tzgkVjiiQGN2bs/YMxAWTmfTas39U5cGORRXGeO9cI3Mmg0ffOiPGHyncqtx30XcnDDdDnpqJiUn7emQAk0cXsVD+Dp1oBELVKZbDbk3GvnB3LEEsLwq69skLFvyhP+TnA76Jf5wmCpzHwqM9zsGDs8AX6ht1BRWBSZAhO9arPW8t5sDbLnrM8XdbnPYhn47teJxlvUuqP21tPRC7UKz1YHl9kpAS/uXhgGUlFFoBFN9/THfX/ckx51GXDeeR7BYby/8YuOvRdSeyU9zCoghdbuUqp4mEEg77JeorJblMsF3XdwyQF/otrFSwPYn1PjooLZY2KnzVHKvzlGxE1rFvKedy3NLX+8lNPxe9KJHX/f5rYU3fuAERUKxsA7CW/S5OdrA75JHo0mdyu/dAoWP7buTzGSeVTnHlMAS+51u9vQ0socZfpfnEqewYEN1FBTfGj7Kj1Lxrrwa7wpBjtxhgy08bvImbT8kmexJ7N4uvGiwxRxW+uH1heShzn2vpxrz40njYXlR/sCL8LnooT0SS6Iby2VwQskkV+/z/2fdnRbDcmXUjuQPC7DNq0OoWflF1fGdr3nUuJ/5oYmMHv4igV/nzbHSyjwF0d16ibnGzXs4n7Lo2Ciz736p6vXHUPli+QnUW2dhP1dg8emh3Fzu67jkpxv4YMsH9Lesw+oj5y8MzPBu67iKqV/YmUIvZpiXfMNx5EBWbwmywIlqdkhCG4svx1Yxn52GtnM/ZdcAXLNyVa7w4o2hc2Vf1yBcudvHbU3/tqtvv2mzwphJOSfvlGGFVJbS3j/oGHXpdLz+/NJgTLJUymLlgGzxfLjLeSvvWbTAiuCLZLcXuG/cYlk6j9ZWtVLpL3TFhOYISqJ8ZwUs3fWc8GT0pSxo1J4yr66jfEEHx7oTX36Fn5oJhfJpgOfZMNodzqIijBud8LfY2NQPI52SJ9V3yh8iggP5/unGolErjpI6WeHUafh3V2lhS+a8CU9mPCk8/NLlhJ949LTiPLkGyNvgvD1PUnYsDA8nhTbojnKit8IxHBlBzKPQiWsXNPao2nEI2jY5fzXSpW3FiPB8u3vMctrejXcgT2PikO7A9OGt/KHuezeEU9PzseQLnSVn3eQgYqNtbZyHxXlRsPJ+omZB9TpuT76yjU9bPWxjbmu9gMlm+JUYGEvJnvW5SpBzEOxnpwDxYa23EtffWbvghu/Pr63giPLbqp45ebPumbvJmMYNb4uaMzeVMjPW+iykff+01qlHsWUYvDEZzuKF+wXMI6J+UT1KiYiFylbV7PWzQWEOVKSLojcl+8WUMD+f7SyXQEy8SMa0T3HO98GHAuKgVXOomOYBlv9FqnelKHBzAFKfJAqfgNegTjN5fjg/O4V5Ep7ZepgV+dUsg1tvoHs4SbN35WwBtmszz007BQc39yXUvN+0SeSEjovWKqaVHqSRVcNbdbrgHwGxQ5taa/c8FM/ae8r+y6n1lk8GEj8F0rB7eKDgJj8a43xtUg9wrbgDLSbnlS8Z7xaAF919Wp52d2rOAqT69b81HPr3GK4DdQEowFRZ522esjbazdeKDp9dVvzOTUYn7sduz0Xf163plBT3489vOeR0yofE3ynSpdaT+dCE7U1eqLB9Xx48Fye8u1D34X5Su2opo3Zqfr/j6QUonqAHby3ofMyqKhBkqzYSfzwP2FTJ6jl570m1KptGvMBDjpJLmxyF25T9iWkye3PeIIZQGp6Du/iZaT6n35OuRqYfftyvfZaTEKz2XQd5G+Uggnt8oE68rO82r5+Su/7Twhl+Aq3xNf6iTB454ZtW6fBY+/ve92j2ZgQo/0Tfjd9ohPNT95NnomBBPuq51q/oYbVPG7FF+1MpKMdHbX3lVMavkrPnPwm5IJlsuCq1w310TTP5h9NhHH7KG9a+4U8ss3JSKQLTT5YPel05DBPF5O/XbKHvyq5g1Tg6o7aPdql9CxNICMDbFtO7mxjAVclOPEaYJv555uk5U+nzeR6wYru+6GPavuYGSfvknuSFfFWmjFkKKbYc+qO1hj36bGRT4XSUVxDJkHNZXrup/MKtMSsSuK30V3wXIU+eHBY+XnLWT0poJ+73bdS+4Vk9mitQCbXaXeD8eVvZOMkVs3tR5BRNk++fZ6ejhl84NlLKWqfmp8yrg/S2HlkMVC8LvmTs0+CWYZLF/vrY8rtZFaSAt+F9ep2KfCTj5609TT+WASS3h1OxGfYPkuqeKa6isq98eh5mfoONJO8Kdi+aKm4k5aU7+xaF+WRDUVLKUXt1Xqfu92k4Jbpf7pNhklrTeWAZ+KpNlORiiYXUC5asFZnis3ZjrDsPrH3tm7lA5O/M7QQTTdTTv1wAuMIeIePJNW/HD91pMmCq5sj+qbyP30XNY8E3VRZuA3SxScMAQrlhffv3nRshTmzFlPwqjiQtSEYoRNvbF8kUTX6GbduD8k7Rt4bMmKc7734qjNJ1Orgt+UUrBMlYSGgEUh7KVPSvD3xK8BZrevgQJ8ecYR3QIt9yWpLQ501V9fS9bIjUUzMZryzmjS/eqpofn3Ac95sCUil80+aywZ+caDBUI+uNyq+zYH8uOWn69JF8FYbHPfNeX1XOP6USYaed5Yxk5i7t3vqEX3usHpLpGi5dvMLvs622mON+Zc3eVHJT5bWvO9fGkVkDW2290ViolsUyw32X4yKZqhyezp7jhK8xf7uu6uhcrXf2P5VvYCOE0CBql/fkQoe1cmX360AcuP1XRYkS+8vUeU7zMvP5Bp4v/gKdSNhST+EyGmg42I7v5+GDLz91xyRl+S/RFMzQ/hYDl+1QmpvD9WV0dj+ZkdSPWXmXm/9TvDaNZ/ogQbOtPzXfMRCLr3cxqmAZm9yvQTo3oJpkzJiuX2q89Z16m7lW7SVSdB56JwE7rm+TdiLKcWNKXxfMaM3FleLGhu/6Qk1SmOsl1yVWfuK+liwsb4U7PXMoTz02PiRyaByVbUV1O4sxf0cChwHtUrsJ3Y38uPjMOfoGsWO6D0frDQuH758M3pRsL65d2u6ZWnWhkqwhed2uq951ZuY+ePqsXgIEPQWF4ag5Ncf/renZYx+9XYOsfahzxifOfx65dtFX3RsBP2p9D/Y677BMk6oZbDPSwQri8TTrr880bR+BjcAJQ96o7fjUUTsN3oHnGK+jZZk3TPSfgm9jPxUn9zup5DohBy889g5O2T6rf80x1minJRyqfPgq3cFzFZX1q96Z4csVhMXcl3j5+E58vvO/QZUabBe5MDLN/UyP7RVv0Ya+33Po/NOzq/76WBpIGfN5UhirU0+0SORyNl5LF9qCc1PxGvoQsDIlPS82K5TTMLH3YZAd/GILrHr0UUfWheWVcXKHSoz5skVluHX+UgMb/0elW/UoLHQ37gvTCjSZUvltn4xu/KDBYP3rL41R0C8Oc+bzQke18PZvvbrxthB2kXwWtu8Ynwe+yLyy9sFa3UledMpde9RKHekazrHHbNDIvIVYiAsetuUHm/pO/cqRTbmACzhuXErfQV7RiW9yrdWS4EUyas6240gFrPm8gASpcgtxSpLhPR6ssvZ4JTItaQxc+CF+HGxGSn4VdQNdf+0sVFuwwLlp+9b1znaM97F3m8mN0v8RJqTweN5ZePwVlHczDrROPGiTyd5pemibRP7Dz59W08LZMHdejI984FjhaZyXJ1K+f4WUjknn5RHkydry5j83P0m/Jkk3/W+/G+sKmf/X4BqfXEee5tBJme93UGTheF1G4vQjPrU9/vffY58h6sL90U0Tjq55OzwDuH30LRwPqCI9ztzmhefdKvj7KldO9oEldf95qt3fnRtHr56i+/q0RaPU/OVbegyr0foXYbnVDdfhWp9JNbz22FQbOWO7JvVvtdHoc1pyMD3B4bxhzKT6rfvsOYM3U3jYmJNI+HFpk0fnYGialPuq3jdh0x8Yis2FuXqzMH3Vhu2Vm739FUC4+6gtxeKZnzezi4dPHreqkMI2P5bVjsPoi17rd4CZxvdWxMa4U9+4KRjcVvH+MBYonsZ2MazPbC3saWIXM+r0Zy1eH2vImU7/oM5bbTsQvJ0+fevWdf56U1UzLidurJmc8aVeS2+vEQya+r+/dySd51OhoyX1m1ccUF6izqWkNlKxSIkqdIT2si5BdP9y+jdb18O7YmArcR7urm6yqyVl/VuUs2GgHaD87oKVfIQVj8RbK+rwbBmLQ09oOKEpYq1ovTU2jy1p9gV6KUrfoiFg2Kr2MX2dA66B4Aum6o9eHLZsiPL5pD6mpvsDbxkPhT16NYxLEeUsRoys8hZaTRqjJbM0QcvMx/1M3YaiRw19Bd8NXuPQZsUDJLre4KnbLGGFFa40qoNCIep7wWXCUtKQc3LWbedVinPAtrFJUp2Vd+geVnH1rjVe4AWij959ZPTZn6qKjo8/Vq4HLxnEp1W+239iMbXq6FK/taOMxVtMyavs4u78DZoXWAicfD5/zkFqPM2NXwkfNO1V3z9YFZ3cFoYwKBRr5Xw/FnDR3KXekh9qy2ywDfv+WXHVpGKKLmVo64tXB7L18iSbh70iJwV36Jh4tfTqk83Y/nxW1d5N67yk51dhFN7qtGwRTZ7xJT0eDjeWvmlX3EU5CK3UtG1Nx9sSv57aKRk9bA3unaN5bHnOzraNUCpsttrkYXLL9s10Jf/JZbC2IMk+twH/HU/5Lc3nEi+xpiDW7X3hsUIuNluB7cMlsQtmoZExkdzIYvfMZDxm6KFlWzyliet8ZZtAu2T6013jIR4bP4gm3wFk2aIjfXeN5bhDeC3NWIYzhrU91YrtJco9lXugvcM/80Hk5FQ/mpcMegli5NAXGF8kSzy4+Mm5FsP3wlz+tJdlrrpzwf4xrtJ/pPmT/OtUnW3HYFpHcgZZbBR/njFiCbnXFgeNOBOt0utUviUch0wXu4XIn4gZ13AaebjF/z1+uQCVfUXAr1TNALdz5cTuEqP14KnHFEP48f7wUh7I2k/tvDUe8SEeU6TXpvx3bSaaqkdYJgpEs7kN8ZR5RrMI7iUfPzqegR1MePLyVrnPD6cbFoBPvaLpaqj3j3FZ/UgUW2lDPJqO2Ox+HbVDP3SKJYxoHx47XBjbdU3njPTtL8Rw3VxeKDjhkPH0ltv876g3uvtu0nsVYh3Hvl0vA1LEcE2rSHc/WWHysSoeoyXsz+41zSVPUxbgNUx3z0HFdzbro3RmHr61ntj85GBW916U/Fxj7ROTef2oHnx46lNkDuLOWZlbLn/QfDYf6xe5GGvrD+/tjD4H1pj0/sZLT2el5fdWb07jPC0HfwrLrV8hjPq7N8s9eviQ3XoDwwPKa396GX8PNZtGln0jC5hxKpoAe1jjqiz4uWJ6sDj2e8dnMqZ+uvMw+PYcUc/GPww2NIwck2+GkznYfXuTuyWZ8g1sNW1beEeqXL7YPJgyo/JkR90TX7r2kx6bzJofIdpr7HBKLMhd78mB+1e/Ta39nUdKL1cvn9bvPjMVdqV2kdD70ZU8PJ9aEQTuxhf95HZKAaYa3Xk29cfpKxPaDyCDruHwWe0vVjGeVny3QI/fPOU37mco28naojXfeIRgq5DChzW0+Pg5VY8Us3B73jFS6/1div12ZK7eZoML3djJ9WY8XZGFCMLTM/h6UemYgKZ8slP1zOvu63OfZeOOtTa3O2Xp7XMxuP/fpjE+aeJN9p23vls+br+ViJ7+HPu425tVl1HT+uZbi8Z9/mZ+TKFueMHGQJjR/3MyPNLBoCxlguGuR9/152vLUzV2tf7I7Jx5ux4bROuPl4NpoY+fZQ4E3dSdeitsFcY7HXQ+UcNKfDWsYZhynFHd5hrsN2vW6feqXb9PNyYqz7/PGvM/zTjGdzsqvbw+WxQNsROR882dwUOeQfP7123V6a1g/nOWveXGalffrWl4+VE6PJdvcXKobyzdNs+ptYcz/p3BnP1k9GwI7n1tEFfqVbixLPrVWyP1kDTMmUruU7m4BMupvLF6UtT1yWARM+Dbv7T/YBedtraF9H+PXs8CAceFTLPxkK2r67Xmr8Z4ty1P7ytCPJbETD7uqtWaou0UFjtbM2a8za76JuaUR8toiz8psYgX6iU8WdMLHvmpvL+ehp2uQJdFgveoe6BAvVbV2NoDx74Z55zqeQwjt+kjC0OzhppTs4g9bpz/vLr6hRazZQg+RruU9m/4nleLuGk+LBHsVDSVVmMHXhHto0fGgDMx6ZZbSbL+eCGT/ZIWjmudT377JG4E1rE+BsI/aHV3o3/GaWoMnlR5k7hEQu05yf85SfQRs82UyUgY0Uo8nlM1SU07x9Z6uUrF1bN2e/+rp8RsvQruRa46GZLlkrXTcf8qv/Zr0M9ZJiCvbRMPC2O6vku6XHg+vOvTW5M0OfnS5ta6idD1Maz5vnmXb2iYmvgScMTdPH4Awe2Jb6KPNeGcs931zG5HTH5rxxOvDZdlgZa3fkqZSby0T2vP6N64Hjs9JwEhPvoxx/xY4DEu2w28TB6S2s46aJCYKXrU40VYj2xuvmWR3cPoVo6IPyyJpOYlKLNu97YIBT0aac6PBc9E43oUjwqeWxYBmntu0ILNd42Wf/RisNTXy+tGUgi8vr6vPFWQNt73AmEI2n646DeuOdhq4pDG1SBuc567p55pKufy4maqjVs2n7Lxbh5T/lOZOkHahsCNVg1QN/bPOhVcpvOz28kQd3c67atHwoFrzTbG+Ha1WiFJ7Xt3nH/JlwLbjcsn1naPVrW5WgVNDPn4guuNypmq9jg77g8mJt5Ve0NdrV9qfqOLLUxG8Dw4b6NlWbacBYLTtqFk6wc/sJJBu65DW0Cx8bVolW3A9nKXS4XLOhYcpl5/aZGDTle+JSLvPf9ZwOQxJTs01Zg2eu/6pcJrZcH54oRx4+rW1cmjymXZLYPMzatO3mMqPly6fBweXRjWIulx6nfDdJAq87AAssf2ifABtON3R1c3fm0L3Tq9zfJnviUzNzbMgdPBMOPu5QvLQ9p5sPVRw2RG9ofnHXqB4bujd2fvEO9KQFR37uzEqAKq5Sl90Hl0cn7bLGTjY6sN5cBpCdHXmiAcGEJ43lkwQ3z9rITnm970Oq3UqdP0GFQ5eytQ9kaXsv+znJtJ/LbdzhYD0893HHI2oDqXpzXPeaU2jiFOHyjEQVo4tf3LzM+2wGvqR288bcNl2Ko2J5arjf/iJndNwc07leOSYkEp7Xjn6iuIOmzs9pagDE9GGT496FyNOHViqni8oOp3wTJuAyh17369/kS+UUDe3QSqLo7vNn4axrwL9N1oTL833X86cY5/ZCKSeG8iehE15q1W4sNtBTufwsei3wbF56eY6betaQKpsXOi7th7XyjiPtvdzjmgYc9Gv62FH45Jlzx4tSCFie14911Tx9qilcPqy24DYhqOCGU2JHtWJvv6cOHp7GSpfPWIUX+fYRFlSHDb0HNpfrVHvw2qxWuMzHbUe4Etuu3zHbdnSlXj4IFj5xuC8fHKt861A4jUTa83oedHjqsgG0cKST3v5sQ7atftiJlHG+7jzcN98WLp9w3bm36MQXy0jwG5MLT53i1T8Xt6tchFbacbjEFOyfinjbuaOUbWwvnAW7vrk2lN9U7vSdz2lCgeG9NW2FRp1irzuQWTnN0sufzRYG17o7sNmIYuVUmO2312Kb5+2xZl07oviNOoZjhbu5CKJ9HahNcOqqnA1MhpPX13YMNM11+/N6Sg7G5fOY4USXd5/eDGaWvLk8po70cF3v/0mHhte6+xBXaiTqHkMwAbakydwmYxpMl7ZrcxmI2ny5TEX/n7S36bVnd67z5vdTnGEC5ErNd3LggQ0nBgxk4ERABoYRGLIs24iVWAaSr596VpFssnVkBIiEP3B/i/v07u7dTVYVV61VPxrWlX6/1ly//dC8Fp5zckHtkD1vA62+cp6C2oKRcnYZ7xy8ERK4QMOvlyo3MMyv5F9pSWmcP0fVbmv9iHuDswWU8y0SLpwkojhevM+6QvGAZVNurXFwyzHkDiZt8uTBjLr7umSfTilzcPiTU/o827SzD1Ofqqr7KYkOjkJEDre0OrhNGLL7Str0fdrCI4txuCXawdGdkLsCy/4CySaX/vsq2VT4NuxhOU6D5rzzVI0flelPHfkqNo/LSJ+688IhW06deh7POHHSXNbNQ9Ue2BZrVRkSa76rvAPzNE81+q2NDz6zRmnsI0nRFm4/a6m39n5FAnX9UodWv/D0SCEOHNW5OPHGtkG8vQCqqFVNvhZcX3Q7OMEUy8dtKQCeIcd2tyCwX8Tzza4uMwX9pzUBOFoW+mUPiwPhT5BfFjjMsnVZkFVrv60SKm14hcnSrRUsW/LVF4oa0gzltmIAR26PegLWDXjDjIU/Ega/LB2qNEcff0heZ4gqGh23U0YS6tVKE4fBVdNtMAGONVt1wwtkjPrCafsb4TawqHTZ2a193MCiENaEhduKl8dthFGlFqoH+zLOEG4/yzTgoDW5reNXVze5jDnAC95vVT4e7I0/63upIPV2+XsAW8LciruKJBpV48KzZG0u+xBwbKX0EB5uI8JDcWsCaL1hzFlNu4DK6U43E/BGs6Qfp0uoa+GPa7ierihVAp2yLOjqC/VIDNSeuzw9V1aNp0qgMyhiPD1awLHtJP5OcH5DD+ssp13eafUC/KAcOy1jnuDuwRXSLL5L6eeykgHvSP05vq1nhKO/7cfHZstvAlRdfkRuwuFsU8Xs7e4X4QIJ/kyBBy+fHgY5wFS0dfjDZke4/Sbz4xAXfO2EZhx6nLY8264H/JlPLO3pccS24aBttNP1p0opM9PRf7kHVTGhH7dsIuuv3i4ATitKvT2IqoQvkRG6vYzAp8UuuJ39sz5u8ZpcLU5LJHAehOSHhxu+TtJm0FzLbbgETvgvz7DDn0n4E2Rqj58Tm7R94habTjunbf9URUp/oLcupyggy7vdgwnKMLXPiTeLHYivT6upKhZ86h/DKsGzfAluM968u0080B5v4yvwZGlgC7eBlvAmqUpg7AjThC1mklnB6cMFLmumfPt5CWfHa/p8lZrj+lpaofttC1bpp8MzLd02YuB2HTJbArd3xeMtiVWK+HC5lFWpUnbNlqermXD7tQngMy1rqXmgjipll3Tg6ZlWvdlOGpmnxZpwe6uj42i/1XWa6P6mj4UbOLsycuc7LN+qGu7UaCmLOPip6zi83tM6blvKVZelROvssqCr0p+s0wkOYRyPW+go0Xt3O9mB05Re8m2IB87CXN0QD6Lb+nhFPSffvnrgBTe/eLvzgeesiuvl5ic8PUpEXRcgjPX5hPBPuLwCq1r1otgIp7UguE0a8lQCt5emrcM/NkU+4bYurMhSQkbJt9Wh8EwxWHgjWR0Tp2W6xNsysUrGkvacy3lRsD0L1R0ZaaWaV0slRfSk08AR2EIq2XGdPpDguUhzA5x7E9a32r1EaurykwSnFKwn+fClFO7LOEoXj+oEDtNwqXt/2FuCP5bXEZOedphVMplJoTO2mnHl0U02GcrTT7tN8I7Lb7ntOcHb1G7O6o4bL45SodtwbvtPcMSMo9uIbrvQqo4/KGM/l+2o8N5knQS+C9rq+UvaNTncS6uUOLvb6x0mqMIzzVfCGypIEw4S3bisVKv6+DJJw2W9KtznZ/AQUpuHwZM36n07rV3BW0Nb57aCFT4Nu2nlT3HeG4hGJc+Pb6dZ8IIlXLidaYWHqh0ldG2eNubpM89XbdudzrfgSOuXcBvlCrdnIbux7lSZctzmfFmpnj684PaW5/n5upeIqDLttO1lU2h+LbuddeHb/BecUguPCCbCFvzMw8u0vnzNhcErRc9+mxGD20EkNIuokb3D+/jlcenf0+wY3FB5G6GNNKdM0nlLScLtmAz+2E/V3XmZEDGsz6PXEr8fRzEipdS/38lGRA0Tp8lgvp7gD+TuzzU9chnv+XsPaJISJ/pzL9GvTyhZ3D8JIhNJVqHA9iTO9UqlwbyslN9fFv5hWhbLxxOiBhJ/kK8nikrNI8cj8BBGXTg5d+vfJ5ZGMblZ3Q84/cBRpoH3e/KoFzb9g/eKLdkac/6+n3IAG6F832eF8T2G76zwUCns9TuJoI3Rx5xbjrmI00xPG9+5iwppC+M71an3IIXvjPnod871O8NqJ8xX22umfu9xVi7zpP35LHGwz4z/IKMy0nfdeHy7KX3XGSmLBMWN13olNSttq1/LG1SanL9rJDXlXj4mxHrM7PLkDX2tzC6aV/N3JX/+Qt6w/RsRvI8x8kSph/2W4Now0iewoB445Ph2xyewZZPMJe545nFxiPiNf/SMyo/0DqPIRUv7+AcL1h7hJ3aDv5pGHt9Yj0y3e8B+xYziRcRUvjHmO4UQkz5tn7xFg6Ih3CEsTWmPZLmviJfqJ0/6N3Bm4uo9xm+gDXeDhpxvwK42lyd/4/tHDInyzRJIsYp7jV9ZhSQ8P96+QrOUIj6pzDsXk/q0qYcjHPO58k2VgqiHM2c7MisYy1XTzU7OmP4f92y+8jiUFLKKXHc6GJQm1vBNH9kC0kp6J6HsGNUyc9Yjlw3ypJpGu0fuy+Rrb9f4ptDv0oVUDyIvfeOePt2peJBe9NO+GT3CnLSOfysDUMIlLHYXEhBeepRD3/WIIA2OPr51DRjn6ZlWu0cdBHxoq/qqp4CjGJo/ZRnw4ZbWVxlHeH/ytxjUtO2uOesqKoGHx61/z+KUcFlxXLUsYGTx+10SEzw0C12VNXCcB8qnQtfEhpf34VXRE95lV35VBsFLcJvjs8IoPIZZOB3nYUoUc/Cqa+rwKmxc5VGdpdKMq8qqi/K456rW6taE3D7Gs36LH7cPPqvE+gmHW7eexWb95Aov7qK1Hh1kVj9FbpeIDyV/iuV6Youo7mfJHZiKXvpU7vXgQ2X9VPrBg7ii14bB8V4lqb+V93V7uMJ7M0Kv5/C63bmpAd48H782QfSaK3i5N1PAS/24vwrN8j27N3Y0ieRYP/tAwLZa5HRvJ/lMNNrH5VX4IxGZe2eryUjCHYjPnTDNdI9I99eOmmbGoSDp2pcDL+P5mLP6BItp5c+9GwhOcFs+u4ryBCjtuzepqTuXac+az1wi2HRYyr0lqhUg9pE+O6vg3c12rv1Z8Cazh3ufVyvM01v97AsfK5K2keHmbtymjfzZdgZPODF8dq+VTQw/n3MXXOtj98s6d83BLUcP9bP3rnW2+e74uYcPjijOuKkAWq2LtmQu5gB4zYrDLgYCeNEqc/EYFAsksf0vPgQ4jOby4U94TKFH8OJhgAen0px0DmDUk8OHFqKQxV3kLxqJQpzRpoHqc0a0tqI+H1KL4iQ3uj2pMU3OxdrVvqg0TUZkzmM4KTkrDCsfYs8RtYkHNN7oLJQ2HUX7GeliopH7zTIiVhwSC7zJSuA6nQ/pqfkuSv6SpGSSEWV0dJGtFKOGFvuHtAVuK6e+9+R+KT19ZHl3ccXAw2jz888Z09LFGNuHu0aEPZz2dFLgFHg3lcpPxhwwclnlQ7wDrxLWuQl8zRVFevsQAcFt6UzuBFrP4LXaItOdUJjP6JX237g8PI/sulK8+dIhlX/w017kSZKVsTiVLwNTOUxwI8mTyXnkPJA+aeN9U/pHe8+LDArknoonmRR0eUKelFQlX11GTBe1FdxWr3mclwqrJK7Fj/GmlxCq7IgvZi6pIC0S8cPkVYpYFFpejGBwe83m519msRLNJL7CxUQGLymldhOala7KGPgiRaugERUpXiRq8OjWdRcZW9mw5BhuUrf8Yp5nksxfEnibxuT9JpMLb4vDXt4Aldy8a7vo5LDP+kou6ebCe46PdvDNqPeaQHV/zZeAf5YKaNBGWHF/bfSJ++T3e8khtxLuPgHhD16Rd1/BLOvIjursTxDeY/u0OcwCiHLKoytCMPl5u5srvDj0aLf1bNIQbmlArndTh5djeiztbg4RHlr6+FAKftz18OxJ8WpPKbNXJbyR6yP5pedjOelFI3eoPDpqvMYkQ8arM8drVVGtZ0eDj5eqgvjrRzuQ4PTEr1OkcJs7dFFHc5JwCnnjbmYCxyIpfCwhheOFOC0hLdXaD+DTaxmfpivhTc4EV5OW8Jrb7Blrb+yKPpTNLu3uGRNOK+nH+lF4ktby2aomOLoz3tHwJjg8shg9G+RqpRVDshJXo51wWpI+jXnCW9Ne8dnfJxxNyXy3CQovRWHb2VYoPKs+fnYnCkZEP95djsItKamfrkjhQV3vZ2+lYGis+W7RrPKXetx07mjpFN52C+huDRWO9VS9G0yFY4ie74ZU4ci21ruv1fEs73hwNMXXXYCPE9rdNitcL/TdZiucrph8t+sKf8QiPrt+gdsQOfLoERbagzrDzlZj4aglXY3JQovkFa8GZ+GSAbj6oQUTY8W7r1p49GTl7MMWHiQNfbVzC0fFNNxt4eDsyfV0N5ELt6hnN52vyLWqaK0C5dG6LrgGtwA9Ot2FF28jPRrmBVM2GXeDvXDEe9PdqC88tDE+jf3CcfRtlz6Aw0GqBKJGukAZsN35UOqtMiCcVpJwqxUIb8urcIsbCOZf5RZJEF6iWlJOUQXhVDHdNnCLMwhPDw/xqeUgOEB5vwQhBGulOtUjQOHMjHhJUAjGqGacehVCmwRHDskLoRay1n4JZAguzEunyIZQCT6fihxCU8bh/FT1EOzLw6kBUt1Qjs7rU0hE8COt7lN2BBgr51Au6RLBPaLXcAqdCNb2+hJKEWK/f22XnopgJAOH4JpmECX4wTP91GoRbP/5UXYRHAdL5ykPIzgsi7ItJiPY8myXr9mKNMAR7bBw6dcI7pr6Tg0cwZY3tXwp5giuElo8ZXcEF5i5p0aP0JwlMXPo/AjGfrtfqkCCI3y0U1lIaIgw4k4dIsGPBD5O1SJgSAb19u8STAiaL6Ekwd51cKotCa64hlzaTIJR6L31nQSzCzlOMSihFvj3dglKCQ6sCpf8lMMVwU/g9KQ9SwWYDOlStgKmXZHH/dDBEozZzG1NJZiGqnEKbwmtchg4xbsE091+KX0JzRTnTrUwoXBc4qUtJhjNkXbpkwlGSy9eamaCiUX6JYlWq5tfh3IJqAmmzBEvETbBVan2Kdkm2O58iqfqm9CM6tMlESc4WWhbLpk5wRZ8pXSJ0gkOVd94KNsJfoo0Lw8dPGC88J5bTE8wjOlbek+w3Yl66/dNGGY78KMW6wnbIu7uQFsEUDArTb+EBAWjmnv59QhNauU+hQsFR8nnnjKHgh+MQi+tRGAWzl4vZUXBvbNfcsozCmb6SJeYo2B7Kca4FCEFF6R8L/1IwblC2D9FKAWnMjUy6xty8nPLXvuQvRSKG0e/NDIF080YLp1NYHtE80eVUzDeL/XS8BSMOGC/dEAFEx2USzVUMCtvv6RHBefnK1QqGFMSyZrWPupY541KQBqXCKpghEDjJZkq+OlMFIfsKigOF6FcGq2Ce8MZ5NR5FYzxZblUYQXX4h/Ob5TZoddBwTp1aAXD677FbAXbctgu5Vuh+K6lSz5XMIox7RLbFWx51cchBBjSxJNPeV+h/aF6dkoEC7ab484c9Q0u0cixxeFWJRacXcn+0DAWnDoE/VMIWbDaEQ/RZIEBJueluyzYZm0Ocag0AycmunZJPQvuEqSBsGsv257/6Gd+xqUXLdhm/Hq7XAi2p8ndIuobUqKRmdCrO2WuBbv/4ymKLTjJ7+xU1haMVsCtwy3YksUeTy1voYhn3sLfwDRQ5Vs8XLDNObFfUuOCLdQJ8dIrF4yme7nUzQXb795uhXTBqcpp5NBTFxyLbEIOUXbBoUQ3IOhvWIlJiazOThn4KutgqS5OvXghlh/ldAnLC7bFy8Xzxxs/smXMCZ1S9kJtXYjt0sMXnEWThnFo7/N+rFm2xy2qL5juwds2QHCoOHrBCHyjSmoMiHABtzeqxI5PKl0Q+d6oEheZBwoZZt79+M1t+qEnDFre8ZM/2CvaN9I/sqPKLkFn3GIkKVL29GkPORIXcOPesFIGNXrDJBX3BgfPw+oGHN6wEmtOCKjaJdpRZXMS7vjRHsOOKhGxCrIIgtuzo0rs2GyBDD+qiO5XvRGOwD70atqKKhvlN8ovKtCsN52ogppP3a2iE7UztdNTZriDSvj4gVhDqU0KaZ1e54Epgt+gErVZRaZVxkErqGRrrrDEK5raQSWe4NApfrQGH8ewj9iErQl9B5VMKIPpR/PDjiplq0jlyR/EFVbSW5nYiNOt2WGlbOtwUsYc+w0rVW/nWcQd+w0r0aBQ1bbSM7nDSkxTBz2t2GC/YSVHzNhSYIP9hpVNPF/7U/yu37CSGK4gh2tw2U8ORTLtwFWsEnZYieqFVBEq/PcdVjYEBtj3q4XOkRVWwlIbj8MdY6W2YbRLfuRrvaNNeo1lzStf6x1tMlFL4hpf6zfaJAeWtL7B4Y022ZjA5/GnyqVnRZvwtbFRx8H6jSrdDdAiO6yq36iyUXjAPBSr6j1hyK4cmkWFu7WjykZ9gckWU+o3qqSayB4NcHujSrZ6Ja2A//QbVTapW1V9Or1RJQLGEulzo+kVVTZI+qia4ij9RpVtkb4qfXQ1tr5hbYlhNP0Gm9iEdD2uagJdwSYbOJFuogqZdQebkGsa3T4VLutaOmgrwxD6R47SO9iUm2Li0GGpOE/YgvKmT+c32GxyVNCH4xtrooLSiOzxiH5jTXn8Uguo2iJesSb0RlY/WUTvUFONxNjEYAb9hpqs5Rnpa8yg35iSMolKQpWK+Y4pkV2JZEyF4uyKDBqZPnYZuD6/MSVwQkMaOEr9a8KQvPXp/Iaa9CIUuLHYO7+hZkM2w963QlK7Q02lQ7wd+Du/oWbTLoFdYyHe3qEm/YEB5zysnN9Ys9GoaaklcHxjTclWUw4sLEY71mzad7aZqTAT7lgTYZlOnFN4kVeYSDlJVBjsmd9Ykw0++txxZ35DTWTfUXGQOfM+RFXjgj03BQrqjjSZxGAEY8L8BpqgDzRqTJgTSj8LjjZfgea9KKFBKNdcLJjf+JNKPWVO4OeNPyUMTKMRbstv/FnhOdicDFzfQFOnSmRS1DuzAk1CwEboiK3yG2jSDIVeC/DzBpoV+UtapvFPfgNN9kEHutEF2ukONKtLpuvT+Q00UU5EBRA47qCDuR55ZdDnjTqq17t/cEp+40yyaOSRgesbZ7J3gaoZMK6q+/6xGFgEB/yGn/BNRI4r0E13+ImSkEWD+srnnUMqctLEi3giv+GnYmVMWSDnv+En/fjqCIOb/4af9IbZpztwfMNPl0GPHHv9u0pXttCSu4NPmnjltVeQF9nBZ1W6lgWnN/qs8nzleQyaGsa66mIrHWcGg2evGpXJFVIdTsRvmEnX2kDPmfaRN8yEk4OxInB6w0wE2iOLMT0rb5gpyyMemkev9bO/kfAk/8iJ+HgOsr2e9rzRPXM8BvbD4ReMtfAbfFLERfkBOL3BJ65/hdULa+E3+KwqHtv35K7+9rbuSCqNDUP3EF7BJ6a1WJUAlzf6rHIC8YOkN/qsItvZWifm/I4+qeDYRGsHgT16vOikT/YjZMijO/qkq7vC66Zv63jPLbdDzBmf3zf8rPIitJud1TC5ws/qJWH7NNPUjhGBoS4DtzfOhPteCapw9H3jTFHiadyXde9xDIvZuUZsOXacCRy5xxnO6I4zq/bM7dHFoveNM4ETDRIZzuiOM0kjKfEApzfOlKwdCw62u2+cCYzD1w9Nim+ciS9WgXeVs5pa0j5vi8htaaEzsrT4fljZGegbfbIBgDcocHqjT2C4rMDheHQo79jijpnuG33KiIst8azetBV9Aic2azME0h19wv4YVGEy/NEdZgLX4AcJb5gprgiFMwxy3zCzwpFECweD3DfMBC40Pua49GcXHOnOxAn3jTPVQ0rncYYluuNMYPasfrC8PWaMQPW0gLY3zuTR6KhtZCiiO86sSnq5rVBEd5wJjMgWcHjjTFovWuO+wsh73ikjyEga+O2EEvzg/ZifoxGqupRx1EHefifBlj4W4LfdSbAFyPUHC9o3oETixKbpBFyPxYBudJvS0jh6mgRHFJDTOFqagJ+BaD+msm9ACczO3A/usW9EqeouBSvcY9+Isur+FMFv35JgOSamfrQtCX4Ij7GEfUNKwSQ6KB68IaXsL9AQQTjhDSnl3Y60ampvy5JQqhcGvg1LQiuNvUg+vKGjYFJglCPe0BG4sNpg5/rGjsCZRhLZue7YUYbgTcd4m5WERjQeEM94Q0fBlDrxZ31DR2B72+OP/Fl36AiMkBDw25EETLszaDzCPgPxPzD0OSNHlgNOLx8NSYIbBRqkT/J1kErR4HVWXXDxD8czdny6Am+Dn2PxwFbFJl+kX84okZqyrSRYpZ5R4mNnZ78/VqlnlGgPFg9ZOtqNHMUAV8o3R5D4WIpjC0yKR7sRcBu4XqZ4dBs5DG9VNqdHkIg9jb0SLv7zBokW0PMS4md6BokoGtt7n8JfnMHB0zSloFt0Bok84/psPoPEB4nuCBzPIPFh/6kBP2c0+DT0DNNzdBOB2rnZ10j56Xj/bS3Fcy89RzeR4Eo7OYT0MxhU2NOAnzMYNJgVN46jZUhwRncOOvqBdH0wneGg4AYcznBQfx9/0P06w0HBHbid4SAcFTuj2I9uoQUP4HSGg8B2f1E+O8NBYPvlEFA7w0HBA7id4aDIcQW4XL9tlfkM2m/nT2t3lNNuRzuQw3Qi4OB5Bn4Gc1axHs1ADttjDlzOwO+hY6kApzPwswcfRkGsRyeQwxYp/sg58wj8nsqWM3A7Az/0ojh2OdqABFOSw8fyjPsMRQgS8cLzza0PdFUkEM+4Dy1wuw+YSp5x34OTfAYuZ9yHwloVnM64D2Iv9y8f/T+CZVItM8fzGBUjWdwZz7jvQUlQcDnjvoeeU8HpjPto6+LnTUfzj+CoRycevT8OU8dBwfOM+yyVpoMUQ8Mz7lMPRABOZ9z3QJUTHM4ID91YC6cQMT0jvMfej0fw9YxkohvQckZ4aKzXHzkAHgGezZJ2vYi4nvHdk8na4nM09gjFsxK4neEd7MUmuJzhHQLGRXA6wzsapJLgcIZ3T0YH8ieMo6unqnFVNNNxdPU4DAN3vD09fogK4XwcLT3+hdKvHEdHj59egg/Yj4Yev0bxwvvRz+M3RO2o/WjncZifVLrJR3TH0kM7Vj+6efwXqFB129HM479XAaxnbPcw4QjOZ2xnzwdbcpinnXO7nRRX3o4+HofVqFKPNh5/Ihu8vnp08fjzW+n7rEcTj78EMM7q0arjKClHqEenjr9IaqstR6OOv3ZS0SpHn47DTOShHG06/u6qKa4cXToO67TL26Tjs4IaBPLRo7MmC9B6hXalR6mPHB06DkuIOR8NOj49SRUxH/05Dld+sHS05/gcF9RCeLTnzBlR/WdHd86cPtWSejTnOFzR+UhHb47PzLK4iG9vjqNFHT5Hb45P+mplj0drjsNFqrVHZ85cUNQ+dDTmzMVKDOmjAcfhoS6Iv7hXiOLc8aP9ZsYQ8JHD0X0zIw7R6o/mG4eHbGqO3hsPW6T68RytNw4PcT6PzhvBCthwIrrCu9q7HH+OvhuPlBL0vqPrxlEOPY6mG8VaD6WV8bbcOGhZwc84Gm48LMswHY92G4/hREw5mm0cZeejH602Qi3rbj/9aLRxVESJo83GQ0ZsVPrRZOMoW3ftaLLxoBM1vnb02MxQlB36o8PG41ZtkqqP5j/88ce//+Nf/fyXn4JqLKU+TFGiRqPa1ifCokHf+N//zc//9vN3P3/5T9PP3/7Xn4f/91dRr+Mff/+3P+HnP9n//p8femXQdmhsif+Lf/DRn7//2z/+yx9BuJ05/S7cMVn3uZghDNKOiuZf/+efv/yfbYn45//n/jxvjJ69pPWMdgOe52FL3i+f/rPCk2tM6lJmRjHa5hEZGfzy8Qr/OREidJu2/yx62W0VSDSn//J5iQfgZW3ZjWZUm6/szxMSzL+dTZcTqz24UhiGNZPxan/QeP/17BGNGqHZL2dT25+wIjomh7RE/fYHdNch54aBm0olmMHa0suq98vHk3IqWWPb0YMUclH2om3vt1vP3gz9Ofao2skRsWZKTJEV57fTl8QGJCPN8lktTo8tmZYl/PJxyLcFXXB4caRRVO4tWAi/nsyflfzcbgQCSPZP0nWCFTuj59fD/0mDeI3pYWe52d/LWyrQTx1/vTt/cntoNbMstGuP1E4Pxdjn1xPKcsJ4COa77xU0/GExtfr16ASE2KIllET+TC6JnelW+f3wUpgg3qRpAI0VEsiOsO5vn3aedYykCz9/yjygxJyxRv/1UqliPxC0su9nonVIb1j49bWibbJiK26/jx2dzXJ7bwahyW/PjTpBbfJmt+/PKP7FgGz/+22n9zLQA9VxNUjqk7JgWavXb5eKwDCeOAm3zj+D9vltTUOl69eHkj1wYmvROvAvpiHWXpPn91eq/oXsTSPlM5sSpANrz1ii6PDrc8lmuk0b9lo4bSyhqEc49/u9wRIUqzG773/Sc15titKm4K9Hp8mrWO6V0Wz9M2iDAN4QucJvb7jE6+BUSx+G+WY8HRLub5+2+Q6fYypudvP+5I2NaC6EXn6/VrnJ2nXioOxn01EkCoTTv3ye0oP99tAbuFhKIpS3aXL6Ry4WN9houbysFJok6CoOb79eK+x+e4DtwVFHI+wF3q/w+yvyJ+EeKk/PcAM4tmkiXQPp15MfatNhLWErBSplQxShX+fyr/5/LKncn4SCcYFD+Mf5jx+trray2nJ6f+zn87FjZZUUM2y6JnVSIrzGHjT9fPOc03mB8FqjiBg0ef0pyZUqJdf94l2f/5OdwdAs0M6Usng0O7Yrj81g9dc/oKTPNiiZhGLfANM7Sljul8+L05jCU2RCK/PVFKl+tvzr4dGNZOHuiN/Z+UAojfY+yYnhlz8QOaSgsof8e9TmIt/Qfj/75KQRSxD07sHexP+th/7r7VQTLU3NcndDIcMSFRqT8+93c6gzPjYLJm0a5eZmWI+0Hfx6fMR/6LtgWrWrxf2Y6rwYpb98vEDEtFAGwZ4fMZgxc6U69OtP29RDHbwvkU6c7ovfrx+XTo5FfNS37Fr/lOJ1opDxhmX38ekQC0jSPmqL+ZNaL0pvUQoHv91NdrwtMR1YZ/s0aDO8RV3p+fVy/+QNpdaYLMH9k2Z0uHaWjP3+5EAqQakVhQVljWziNXt3fj39AqEv42NG6MDlVnZ/cAL6/XZK3IWwTLHNLJ8MhBl/+3gSzc1mXnv7kn5ZRKxGLL8+l+RR5PlVjqyUqgsNYJa2x98+To3LE0c2KJgELaQjvszj15fkT9nLI5Ue0Rhjc4AJdmi39beTV789oqBYuzPhV7o9n99vDHOwPSkBnfqkENTijwYP9Pn1zqPvUDGZlZhvEjNj0MUc/tF31hbHzGYqKxREUJvQKm0dvz5mrO8i1qSK0kFR+Tpj5/j7nEm/O+F1EH/tT/KBQimbl/IfeSzlCJ86NSRCIVuC4PL/PgNKuiMgMN/t1/STq5Re8+8PPYXeIhGfUMU8sETJHupW06/PAj09+KJ2lX0i1fRGA8/vP1VkTWtKM/2hRwAA56n6j7zjTVYqFn6Q3qDYGkjqyOF/f+htIn2QpC1Dhx84ZSHz9ftqBXOO7iYeHbWp2Oxq83i9T98X5LnCxp9/adfc50L6l//8b/7v//jXf/O//It/9vPX//WPtWY3Ldf/+fi3vSfq8/vjf/2js0GkNXx+6gCOj32P9fmzz2f8D/+xYz2c88+RXP+sNf5PrWFFHWlQqwmLItsztevV/OOf/dUff/k/kTH//NW//4O79lf/7o9//fPf/d3//h/+47/7d3/zd//kX1vi+T/QMfpv/vuff/PzV//yj//xr+x+nQeHwR3E69LBKcn9Nw78b/+P/+s//Nt/8mh/9zziX/7T4PHN39pH/5P9bwUyf/tH79IJgW7qtypI2mXepvmPdTeODy9oVzHeMdLx/w8hV/xvVTGef6RsoVPgIabPwX/a7r6nT5vnDIDHmz3ELwCZKIQD4EGvcQOU6qhiHIDNsnE/LwDYioR2AGxZ1r6BNLtw33+zKLRwAIXNknQAlhXQcf8CQ635G8hq12z9ACwrR/bhBSC893AAEILSex5F25A9H4DNqCmVA7D5O/R2AMO7RBcgHkofx7+V1IQDqDViVfsC45EZwAKaihujHkCir7YfgCXL1EJfwCZnsvMF0PAwUJN8AVsn2IN9gUnAewELC1DtWAAdnIGtjBdINP4e/y4Nb4kDsOUQR84JYDlVqZQcQGJjqx6A3XGbzw+gkZTua8Oky741hgOwUJk6zQsUdPrzATT7Z3u/BfXJAoH0BSxECG0cgGVjTzr+bQtvfx9Smm+beiwXAA1SrLQXwAwl1QNoj8zDXsBCfvzJFpCXcM8LZPvanA7AUiF2Zl7AVhtIfAuQuzP9DC/gyeUBsA19/NPu8ijvpcEISv24eDZ4LdUoB4Dn5lMPwBIdtJIXYA/tU44fyZ7ZrCD2BdgwD+kA7NVCa3YBcG/QTTgAqOW1HQBlsTAOoLOhtP9N0xoirQdAFaGlA7AwggaDF5h9OA4MVAkCIhAHYNPT9e8CRTkcgMfvB4DjQ8obkDEdVhovgEhLagdgs1PaEweAPdIxv98ixVWUjl4g29fmfADIqI1yACPJEHMBidkJbtULZLF3339XjJvCAdjshJ3JArBdaOPJB5AGVfwDoLL89APoNF++11YkmhPCAcz9/Rew2ekJ+QAsDez1PdMKF6mFdgA2O5XaD4Cez3j8u8Psfb8V7pUk71/AVmV08V6gUDKvB2DXXtv7JXRuEVoegM1OqYcDoOiX4gHY7PT099rIPfL5K9CS2VpvB0BKlvoBkBOP49+Ezu/FsgkVpGr2AlBX9zID0Oxl2dM5wOyxXwBM6KfsZWZojw21zwOoMIziAdiXhr3MDConVXtPL0CZYC8zQzuITU2CG7D56X2egvLvHOIB2LwRazoAm55CKAeAjWx9j0FzT+6hH4BFX7WOA7D56Z3BADpyZu+3FG1LxXwANhc9rR5AqTxiB2AZVmvvt2jD/Thzqt3saxzAZNe+QKP0916bHICfVA/AMure+wEUNV2//24kHOEAbH7K+f0Sla/iyAdgpxlyPYAm8u4BdHug2vkJdLD0eu29PKH43HMHEFbRjvWglI1gCujeDRwiSXRfEfbOoVARt49NRsBIZkmB3gLe9efRYkRtXe5NSlBL2qFhHxuaoBlDgvhDv7iUkidaoCGeW6KghYX92j4FrTwd11ar0EFL/g86HPznRBvzTDs3a4dECFXwe/d1BTLvt3MLGHSgqkCZokFAWKBdr92ZYw95IHho1xuv/WbQgGfbvTstuLlcHYtccyoQMDx3yW29W9zAvBDPvSE+JMkIP1/b51GU9wnbRT/3rjowTq9snx978IJxaqzXjj0w5gjasE8SnFhoF13l3PUHpiGhXxQB0O407ZNPADygxOjQg02HDWdX3T9ICSMqCJXc2kFhGGIuWaoTL8KDYNT7xIMotjaOBUdp75ykCaGDitjJsABNXfoaJx1D8HD92iRt9bDgjLp7vzgdwLALpf38MkCA7dGNEqhmb67HdXo1u87wyyIBpfdNLqIv52RILVQyeQdBRWirWNYz4WKItu6erXpV7kwvy0XwmNZVLydmRPcckTnBy6ABnvJ3KCtalDfPL6oFWgZVLwsHWJsx4aTsgOJCL+eRl98jWMI2zOjqsJtoRsyxXBwhYFslYD2cjCLgCslNHKGOvMbYcNf23UFLEjxEEjxJTMANybZ2UZ6AOyXiLH5UVJfehFsQN+egTQGTloyLYzUoR1LEKRcjS7A9UFHw6H0+Zl7yhlZzsLqAYwzS2G2bAjbk3m0Ler74YoJT0l0liuo1rfNI0xz+IJ0BwzmrN0FtyOnbssF40dkcro9T5Vgz1ofrtCY+KHFDNExy3YtAB9y1aoYuH/W6jkHCX8JFwgO2x5UV56TsDRSF6RuIF8FPMLxVkQQtcxjzZ8zQ+5+bJAga7MphH72MQlDYFukiH4LSDdIdJotb30enU7wZjMP1kenGOPmOwAXaZ7/YkYLtEUtZcGb3ZcIVS8p6USyBG2z7i48pdEgGRtPrSLFtGBbuReoExjD0uRmgwNAu2ec66KIDyWjMvRswZfIcF1zUdnFSToERKoXX/fJTQSNF5HqRWQVTkB0/EkdGUnLC7KXbK3MyYoFxLm/j4s8KHoXk4WTbAmMx7rRa2hn3mZQus+OTsgtc7dphUx8EX2AsSOElH3RgwbZyjMkSHq2v8+5ovoSLUww8iN7LxUAeYg04DzdJbWlOLlXchxIvGjMwuqb2j4PzLNSu/UOQBrY8BktpPc7PM58d5jZ1h50s6yFaOS1GFycbOKNYEi4Gt+CB05N2HtKzfoWqS4NFf9DAgSt7iPnkjIM26tEXv1xoglkgWBo5jlq0xubHSVEXbFduUeVJaB/i2dNLwE2HbL2OYREbhK6TFD9c+R1zwZNCDxyKtHhOwj1wZPtBfI9CVrNQbOzaRdoH5rEd6aL4A+coCaGzIUAwkUj68VMqc3ohnxC18ewqEKxGvKMDAbCqrHO1KwBPuQR5z0PZWTAd4/nqeQC2kI0+0LNDAtjCDybqs5/C4QaHJkoHe4UzysxTjVdTBjD7/v7p3cIx/E/ZZ6ThozxjvmGkEh0L87MPRPCQJ/DZNTL0RfaY5avHBBjzLujokth9yjpBuPJw/I9GFWCcLFNbHS0gYm/Eq/VFcPNHDw2DENo6N4kfX+0zoN2uJJar2QaYQpXN3mdrjuCALJPgFNb6z8VKs+zs7xlycEja5Ty6gYADjGK1/SDhOZdS6Rn2cDUUgVq8NnuVdvsRMMLvz92sBJwfeangrFFEsZ8waey4Gp6AER6haertjgLFesyeirOVSrA9TUHdWyGEmtaJVHr529WPBYwcLb2AR/fW0A/yQG84e70ED8xqBbfQ1oftpkJvOPvFBj8fGg/j6i4DDjjBeStamGGLo7HWq0MNOEZ6wK52NuD0qNR/Nr8JtmWm6dhtzOcR1K7cJuOzgQ7YAjZyvaPbDrTYhVsOc7bmAdvPgW0rXjPoeq0vtICNFOts7wO2I0D9OZsBge0piyldrYOCLUhv+kr2hML6SrQNU7z6DwcPHQ4j9WxWFGrX6P2Ou7FxyIcF9XrBdvoeiQDbpd/NkaD2Q8NCPFspgXHD9H5MlMzyOjTKSXauZz8mMC65NL8d3ZvAReJkV6un4IEvLbAtesUnFh7+6IfY3aKAvHXQFI/eUsGj8JAdjaigdoGErex1yzZ1wV2itGc3K7AFbDbtn52vg7fK5orWrzZZwc4chTsCiahP2OI1cqmz1xYYXlW7GnOHvHqU0quNNw6fWYDjwyWc3b3ASObXfPUCC2a/tV+dw8DYHFk0QZ9xSnMOSVICC5/246H3+CHDPpuVge0aKZ+drc3AmGMxiUyxq3WRsBh5aY7+aGAYtN4fvZqpB5MBHI9ydV4L5gnVh4fFtXl9mguzd+Zs3xY8XDbiaPYGjgjPpas1XLC+PssUdQYz2Dc16udXezmwTdjBG8Z3Mzowzkn28Gd2oZNHLUmBaA3xamgfmpUS+dHZ/j7kL/XYbHU1ywu2oHAIhkS8L6aTZIWr416wuwoc7fmgOBiPcPXyjyRxFX4ZYNg/YcENf6FLEAAYvk+/5QOGZkJSilNrQKitjZwHD0vqc25BRiEh2nMKFgDnKGvDU94AuDxqbkYMAduMF+7soZ4aCYLt0mu5FBWAa1d4cuovADfMMwV3xMzWeaPjbv84RRyALWRjn+hQfBhyKLNQvl/yEILt0SiSh7DTD3NqUIb35HppTABTRnQxia1TAQw/N92qFoJhD0bB7OP1Bdu12wt3SmMAW8RGIeEU0hia7p8SyyW74XBBmB/YUqZnnSC9ZEiOHNodwCiOWsRyKn0At6CKELogSEWtEyTrsCfplAsBRt42nNIigBa14XB96pAItkeqSIek0oOzTg/+u6uWbDGTwbpjocZol/QJsIVndOKfQinAuLUwCTSYFm3OL6xStGWeYiugCXJZOZVZQLMvKqeMi+BMZRp0iE3uKHo87ZaCAa500adLOEawPVDBZWZKnpFLlTJau7RnQBvsinop1QBDD67h0rUBHpj96AvRYh3rLg1UcMYljjOShK/oSzildIADk9+4hHcE2+1lqkSLvsx3uhGzYeJ8ivcAo5fOBPoq/Qi1S0ztkgUa4v9CHpSIECKodcHwpsulOAQMV9zCiFOfCNjOdLg+0VYzElxF/AVG1XSdtgVthMWnJBIwkYTNeaeAEvB4ZAuE3FLBzX7B/1CFaSRt/ZDpnJpNgocymVPhCdjeH8R0xfouK3ghZ1SocMpEDYUKdPT+lPWxZHd9pEt0SnBX6wJwUybgsMVrqCacylXACM+iuHXoXAFbYIZFzamKJZgcIgtGiH9dNX5m/VLWEmrru4VHpw4X8JRdLl5gDevqiCfsWT7FvIZMQR+0EE9FsEEMY1fmimBbP2yIMt1L1KcHinxpwRnv0VOCDBQHOZtMDr0yUAvNUrm0zYTa0SweKyg11hW0kN013MdOgTTBduWWI5xyakM+qbGnW3wNuD56HLVtm+q6QovXUroF3ID5SS3DOuXegHsWbegUh3O40ZEtGJ2ICY/5Mx4Kc4PAK2LlcOnRCbYHKknpDnvusT4d3EDwFLUTjK1TPBXwQNFWfOologdsyYLk1Nz2dKN26U+5dPiAM3aOp2YfIKRs5O/aK/An2I6XpPCXLI+N69M16V09RQKBG3rK7VQUBLUnH+esU35QcLCfXCfSUThZJ23RGuZkp4Yh8OiidZ+Kh4PQUvtJyCMmGu4WylMRL9VEYMsaya9PjUVgi9YgF5yKjMMDUWxORbRuc3kAtktHe+6QdQS2cA0W/KkBORS2Nmy9TsVIwVg2S4wSxa2+4SEe16lGCWw3Hie0Q7oS1MIye/ZOmUuhuGAKtiUtPwvGYAjN2EMrE3hgvxcvZc1B94ZdY+yXDueCLahxuIQFW7TGu3lqeQ75RcPZO4U/hbbCfhcyobYy+swCbFce2qUeCmxzJ7Yep9QoMEknjY+HMOlQDN6l/st8vwIqYLv251Y3BcZ68AmnFCpowz2iXrqpgqVLGrVWzJeR4o1Ms0/pVWAoIvYtp1Cr4AHB/1J7HXh2s/5JkRWH5Xn36O+0hPuWjAW2WC20W2AWGElwVFaThGnnmbgDUsuXSi0wlJ52SdqCZupJ+RLAFYzUU6HJ9JEwnaPcOls3ThFd4IoZ+KW4K3RIcu+U5wW2W03lA3hQWlqwXXkJl8bvUEpiwXK5BIGBB5yvcMkHC7bHrEixmLZdPwZ2oChBXxLEwHhH2pN4ChYDRxkRV8XvM2CREbyEfw/NY9AEVahewsmCaRwKl8wy8CzpVBQN+5qvM8EaAqj10GoGtmCNnff6CjuDEgw/41KBBrafNHB+Nufbe97XN9Kj+rRLShqYfjjkgA/haWALyvBKOWWqBdMfnX9cdHjMuQVdeW19nFrXgoclpeNSxga2oIyA89TRdniwCrog+TN/x6JdpJ4uMW5gew0Jqk/pbmA9wi70bVN3WsfGBqGVS/8b2G6aReOnWDgo7LV6K4sLboj8/ci4ZsR9jEaVKl3y5ILt2su4xMyBbfpBq/5URAcexObhx33BUl0HwUCY1+aQVbdLJWSDDnxIsA+lkLbi3nrtgmlxcpg2s3WMiA3lpfkOisJsypdCPHCmc1wwv/PIG1Y/6ikzL3gUmSocovTARRHcpWAPjHpVlAx+ChLfmbBUqk8V/KFkVk6Kp2Y+MA5q4RLYF2qzbJOSvq1KK3JRdlegqh4q/XZfCNnwVjok/UFxIB23/r/gJInJBmFkzPuBwHRGHPr0EAAmQhzhchwAtjszIHwe/gSC0SzGzMBO55nPTZNaL/zRw+MA2HKx0frliABc8WaQfwIWZm3DySnyh9sCMCWfFi9vBuCOqEe9jBwEuxIXtg9RG/8TtmuHq3u4QQDbLYNS6K4RlutL7qSUy14CGLUBHjwqU/SPL9itWE+PCuCI1WO7HC2AE8X2dPlfCM6QPQTnZwUtcAMHMedpogFcEMW7LTcE28MEG7dI7z+t87aXAYPd07cD2BZusuvT5QPYYk95lhyeIMAsfV2ftmtseZ0gDBvYqYexCDA+l1DmXxcSOwdtNIRwWZYIbkrXG3LaELImjIUx/NvD9wTY7pl8T9rrkiKYQsbpqAKYyK2jYDow+4K7dyYctizASNT5p7eJC3Bh06dfli+C7RmD5Y53RljBDNt0GV2d004GmDbmfnnPgNoDM4Y+bA9afNaJ8Gy228AGWLri6XS7EUp1ql/OOIP6iudHTdudc6kH7up2Pu11gINdOl0RhxkPsK087GCf1j2C3TOpiUCa16GTXTnT9WH/A2xfQyn48AoCtVUKjZfTWEiw6KSgnfrLRCul+XiZEwm2K7dbeVoZAeNR+sizyAKjus7Z4jUCitMOCbhLqvm0TgLFFhWzq8NoyZZZ6gmxuC2TzVg+rQBn6Saebk3AdtfJr09rJ2CqDyFeRlCCK1vwwBBOn/WVmE+GcLlJDS839aec1lOgaPY+4fKpAi72lBV5YBXCwvXpUgc10tPsCrjC00iXYxZwo6vjstdy1KZCd92yVzqtb2Qf0haL06MLeHin2+noJbhTaJD/V6bFX3AUr9q/ctuCCVY7wGUiBoxxtC3jp+UYMCFEkBMZnocecABX2qYu3zJgC9ikK/SanIFmSNntckQTbIGFf1htXesYha2NctmqAduP2m4PNlALzFh7Tsc2wXY1NiH3on2SsS69wQi+bd+A7QpgcZ8mccAwOau+Emnbp2/YFolyOc0Nanl26ahuHb50wAg+x3K52AHHB9l3YNTV5+yiPX47lcsKD5igyaLSwzcPFGJHyJfJnuBcKX90eTwMj9OBB9XTy6kPGPU6O6vT7g+4VrUZnuaAgmGxC7VrKevDjR2s014Q0NIxfrzTjBDYFlLKLad14YRziw6n+XXUHwcp9ml/CIwqUI+XWaJge56izBIr5I2y4MFrfxougtpNh6hxuDOC2vNWbydHUMR5muwg7Sxm3AJsaUXtlx0kMLqfNoed5pHAFk7A5D6tJgVXic90rWUlrGvBN6XUy68S2MI15PVPd0vBdom5XV6YwAPL6C64provZ3QtOqeh5qCcWuXdd7pvAgd7nNx+E/unObmQb1vaXi8HT2CETzD7fe0+QaGlx3Z5gwqmvSAAZ3hoccKZxpByGYwCY7EcLzdSoUPk9tPSdLxl3SG2/wxcgOFmpMsXFZg+5qedJqqgvYiqezquCm7IZAFbrPqMdXoDUm64bFuHSsOSWTxNXoEtvNbtwxIWzt6Gh3yOD6dYYHuByLFPX1nBQ6Th04UW2K6BnIM+VW5CWjBMsdvKFjhDgGqX8S0wmnUtXC65wHZ7Og8JL5CF4etMLGiDbXJa7QJjZlIvX15Q6Cr18vAVmqsfwY5byrp9Qzvylw+wYPaf4+UaPCh12yXmfnkMOzwgc6uDNteFhqp+29OnGFgCS5epMSgMJQxr2YvNbc4tNMNmuj1PZ2TgzK7I7aMMbDEbbO7TdVlwQ/RMHs1zq6TIM5p54fRzFkwpNyzjZ5BGebJeDtHAeF8Ph3EBWd+FGEHIl830kJgMK99lSj2KTO3gcZ8W1oLtAcvubJ3VMetwSBIrPn2wgSMZc71cs4HxjcUYGCpmiXO6Aa5YoJ/W24JJiC6bbtDMncmXpzdwoSVNpt40484XV7vCtOSdxuBDmwSVCeIwEQdtBC2347jgDu8XmNJKW3eka4W+bMuBB2tPuTzOBzsKTLXhckQXbM9YkSN6Z25KCx74WN++6uCB9yjdPuxDGxO6V5dvu3B7zGhYAYeM1ieeipw+Lv938Mz/feziwYvdvOJm9A/it+s8ba62teq2nQe3wI32g9O8Hrg9knG4vO6FS+9SeKllxS+D2C1H/9r6Zl7cqzDUFxdUIcrrJuNfQkfQE1cqZ3gVebZVwSHWmQsB212gJ+iRhMDMvthemTfBwtV1cHZX6BD1o9SdflX110F7Eo4y4joKDe90fTz0guX3W7MlJYN7liRc7CkYOCt6Ek7LXl/fa0EcvHvhOwur7OMTegnPOw9jAwc1Wv983YmY4WTTwfH+1HU2rDjdv7XvRIz9noxIt+FZ6vR1nc2w9Iz+oAfS00rFwJGErcJTlQUMOOmfxT1ReN7JWIUiJnc28LreB2C72Oof7zsdY+vI315wSf+FhdtN4CjsDK98zGCWTLqEHrWDzISMraYiaQ3wvFMycGniCO7QbSZssRJpOHjdORlbU3YT6BSilX0nZexN2XNGn9ojje5eN46FjsM7K2PPCqZlFR53WgZuNyEJzjstq+zo2aLseLUXaZ+8rRUYdwrfiVmVrA+RAHhfc3MlCkJfz2Cc6VZqBo7FdxYe6FxZOKU3dZvSKLaSM/bLEh73wvNOz9gws4tVGyor18rPwC3PaX6cFtuMf2qUK9fj39t3hgZup4NG9EMRcaVo7Ly1oh5B2vOlnbdwRECq8LSTNJwWmXOi8LKzNLbq7Lnofpy207R3rw6cVr20zpO5SO+ViPYzUWMTL8GMDQ9tYzN4MDTAeSmC087UwDHAFkyRfU4K5IZVYr4Pc+1K1cDtJlQ/etu5GluEdrHVPz92ssYeIeqJ0XGpjSwcxUwaZJ/Veum4NiuK8LRTNgSJMxR44WXnbMJtdU0TbzM4Y7sxycwQvO20rSbJNGT//Nh5G3j3SYrO4d7W2QypdAsNO3EDd/Vc8LTCWHYtu3fmBTjVK3er2vRbH8fLY960TPQXWX5C8L6KdZwIsSgLHzt9Y6Mz45sTED7Y6RtwK2iLgRNdr6PkJN9A4LTzN22MqgEPvOwErlImr2rANrztDA48NLVD8+T2GSQB2z1g+Ql6EmcKVxVQc6lJTXL701i5sjggsBB7qmHj1JMc3zkcG6+FZUP4zrQqbPscdKkk/CuLY+eVxmX/eEfUsS4cKkkVPnYeN/Wk1foNr/Y4Pgq+zAloOOxUDjxLDhScAumci+jhyrT0gpedzFVm7cCzDt5W2MKeLxJ9/vGx07mq4D/RBk1DMR3s62stLMREETzshK46E7T459PO6LDMTWqxClKLWLmb8Oh3GbzPcKkWF9QQ3HZOh0Q6UvZZ+NhJnQuqP3qp2GPmhVm43QWWnyBLtPU+YLIWEBYBTzuvYye6ascUvOzErsq4j2k1qLt4PGUdh+bd5HjbqV2VmWGgvVj9xTOYrm7uyaqHUvfO7qqsHJvmEIhHI+zLlcDHEJ52gsdmt90GGu1pMt4ZHviQMj142ykeu+CezYBb8hH3cWxJJrMHHzvLY3vcboMuty+pJnDIUpB7hfOazwUIy1VJtArfmZ48YbM6tYN2iWaqhzutPfBSLOiSMfVcTz65viAG1Z1WaNSYcNW0DL7zPXcDzjrP4XIc7mD8aK4YhyCHduVVYBJenvWgyXk5ac4ZhyiHW0arC16CFSvpk3l1md84qp65Cdt6zGuFEsVOBmX/bb9gFP7Kc+BlToE/CLc7uaZGcsqEsFqQvsTKB+UdT/1J+CvSgVV9xZJKuD2vcT7IXQJQfjqvekdVfohTZ0DaYeeEUAKehEwkOE9E2jiRYhT+anhUescJaYVvFQ9RCGoODhdEYdrCO7mK8FffA3JBcAsaCSuszBDcYq3quD0FdU5e5IA5S5k4HjIfoh10VjH0D3bKWMXJ1OsjBYQVWAwpfPpBXpmPOhTxMpMiU7AzRnBbrltwvISpmgJNQYVk4FfoA5qCfYS1UEIFihMdZ8WWTHI6FECcvwA9SXhrwSdwqAod4zThrzRI4zFKcPSFI7ayPk9pUVIdcF6VZ028yTsFeOedDS2RIdcd2qItnYnr4w0fUT+dPa9DY+AVFNrgtuuHamxrZew7wV+VEdEb8pDHCe0SuOxOPNnjLeGQfOiMNB4isSOFD0RPJ16run7ASSp9WYK28KihHZx9LZ+IGk9Fhrn6OT5tVjUlP09Lv6LHLTAaXEz7c/5xtc4Kt5BkLLyG/LTPzeFxgb/tsGSYJ273Fampz73nucgkE8IxefWflkg40S74+cnBG9RHx1fzGISHiijzfKTqvDnA8G0+T1pLEpvN/pqgplHW5+E2zxfifZJbktSRftyoINeTrqbsl668+0VpBJlas3mvcp+BNmSIoF6T+31rtMaoIKa3tlAFW3gVk/p+mxsMMItvkr/8RQ7TjjMf9vCZFKBLBHp2fHJBGCAv3H4j/YjnpAOPoiL66ZNUTdkDxFbcr/M7eTUispQfn6TYBPC1v82m+ntqbEVqStSpmEktcgkT1i5//kywhtNMQMoY1TjWPQuBYlFE47kncDgW/nZowm9l+Erb2G1ruqZzHYB7gfRP9uWEsDhOPBURoO9lptFyL4cTLUv9mY1sTQXvJ31Wq4ant0gmWvWgPK2v7ZTTx2c1hIEBO32unq0kD5KbKta95s+q2sTOjr5mQxyM6+Ok2RJTOtdssTOGZh3W+NL7PnzBX7R/1n7DLVWCozJjhbqPb29er5/QwuC5M6AohOzLP45KV5ab1YpOIG0EMSSBHtTd2sJFev4EONA5qtqBwGEMtvV5m7S6wuwzgGqk57SCC6981fp8o6WzfwKx1l32yQM9Nmv28QerwCeeg+thN1I5LWXpsE4f0szT5+ffeBG2B32zHndiHtvaxpFH+8Sd0EDYv6uf+FV4JiZxPNf9vQPWQv/EwU2Jfuke11oY77N9p1u8+d08w2lwgsAZZtfkhbpOYNb6jMrfaB2WyOP3mFaxZ5ZgJW/ckTC7Yn7II3aLZwoy2GRaH+fRfuIndQDvdEg4ThHdcZZauHyf1KTDAwlQXYTbL5IXTixd4ifFQfy4yeBH+PPMvY8uNdkW+ydVgl0SxMYDtwRwrgKdfcZHUj1XKibayeMJGpYwXrWBddLng3wmdB2LHbXTg6N55jMFvBObTv5BvthdyWp+K55R/mTCSLGXKfZP3gklpbO7JTzy28aJ60kLn/wVUgr+QTPfjSmtr7Xkr8ys/E2PxVah0igc9x+fL3vSBrl+xCPL7jAVUNnwpHy0WbEAr8Hv2pms9zTbCJXzo8LSF4znS/nUAmCsPMnrJ1n8Up+OZRsSfNY5awpQWXKVb51qEDRpL9xewtQ+tQmRWULN3xqHk1w8W0c0Jw+fALuI7sTuV6kE2G5D9cOzK+LlQXgu4lPdBRfgxiTluIsKOT7gF8RPQQcGDD2IDrsnocPsA+onOatC4JW7JrzjgrQOQ5HqyZ+iU2ejPSE6Al41907cHl9JDV7FK0gzqFH5cdh4a+s4dsuapouzCAZtpmuFUs3M1idfxODNRBnD3DW2Dot5H+fJ+IVOHFsvLxu+lToINahMeGWvx7Y/jWhB9QLhW/CDUROaqlfMA6SmEya8a46/9USoNuiTReE4IM0Hn8JBaN3rhrss2bXLKiU8qpjUIsbCG3b3P3d1s9NnVUb3Giy7KF7ohm/Dctx+7topguF2L5PjqM96JNy1wKuwf9Vg4eJQlHO8oBLbFs7U5DXbt8YLG4fuT8EIx3kWAjx8dTsrxZ3k237lWVm2yWreNHxqgrZaroozPB3LjWv8VK7BeaBmRfsZbc5dND2iD/SpgEPheTBVE24zf/WsHBZP8NX5qqT3sd4mVd5dk9BxC1ik6XcV6mWZR6oqPHp/iuOFvep81/s79P5QtQNL42WZdCaIP0Mz77VpAPGnidnumwxP9uQHjfUogdh7U2Ko40vr3kPfaakLtqU0hfDZ2xD354naU3GlVE9mBmFu5F2690jGo4i3+NfiobjxFjBR/ezBjEeiZHOPZ/DW5IkPGQ1+9nKQfbebWRxvVWZEjltKT5Xo3iuCMpTwlwSWJNCGIWWPz5bTUM9Anp+3kLvOu0lmk+Rne21dDZSD5OSira4YPMACdjfIa2MMNlF9pOn5ODVl3kzET4ZvqB77a9CJ7F4G39Vjv+GJG1e6e+3SwTNK0nG4d/vA0cfyXb3cxGF2nAbYET6bhuB2i3X21Htj8ZUAChKV9/rZfBzatqJFxvcqW/OIyZXwRw6fvU3w5rshj8rb3aNYhPLRhm+fPVLoSUzgvgWLfpNvWxteW1X+cG3BQlCCzV0cf+auHgQlKpn9s5M7sniOzb+W930+mdr7Uep57QgP6Xb4JilLbCrzdmZVG+r4bDij3d/97iNU11teh7HIq2oz/ti2htXkywWwvZEjrLPsLObhs/sNsYl9xeS75VK1F679Fp+kzt31wf5Ji8m/1uKd6KEUePPK07VLD+fJ3mHtiyORMqVbIT09QfsS12Y/tCdIo05J4CznzaQPbiT95ieVYEgCg4qhqAdsRK/jDF7E/qEkwIjqxXeuTwqD8F5zmLjcVB3PxAJfigR4Cnn4+dBL4mvBUMN0j1+qxZByRtLDENVl3tdx7DccmqxPKseoWpCGE0IqjF6//UwHXUauJyMEmwT3RAKGLO5LCnYJscYPq0Qsq9iHf2novhDgpGDPS/SvfCkrzrLS9jHUdqLqCWMOJgLDyXyBfdU978J8wGax+YuLflW06X4yaAa8LRr+hRfLIOadpP/CBZ0vhg7uDXYnHz8fiyvXLEUqX/21Oog+omY1bZg9InqsH7yziTnm1758IchZdiclRv1ICGneSfZLUMr4uflIg5U39smPqnMGoV4efNE7SU1DsnMtOKkJKex5L5HvGMm5VC9nClOJ3n3NeyR5OW8ZxZSmbaKLewVxy25l8K9V2pc3Xopf0qZw4VFEbzkVvJMJ5rgF5Lawg+M7UxZOs3K6+GSCp9yrTiz6KyLcMl5RLQ9amuPFnvAhFlvvj4JP4egv93CR3oR3xbzcVgpH++xHkyDZwZwzmHYOiXPwk2nXYsIIzaSbfuc48sRi/NGTlfdh+CGgfh7kPuEFtdgCXpDASAu3oFFs2IMjKNwWFoThZDuS+rqX6hKnE/FkGhoeya7QQuaFGeNZNxP9qGo/48VjFB7RoxV30taeuG4miXx2AuZmQwqmRbvLa7iuDUbHbfru9eJaCrcHja5lJo3Cw7twu4XozJ2UTeEWD9NECMMzjbZuJ/Ji6PhfzE/hll0hnMHMxs5s2rjN3zVevFLhWMXBLiZFoii2ccpTbTFTBdmPI8r2wWGdONIsjpe47jDCs4Fp4OTHOi4RX2BL4ddLIgoHO4Yny1a4hVlcNzjOBH3hyWbu3i+yrnD4xpPbW55Wx8JrlFj+SQV2vENRFp6KK1oIt+UGU7+TUCzcIkOiWXD7xcK8k5gqRrFDD7aycAuhw2QxP9W3soVjRDouzrNgWI6ECyPkUhbItmaoF29aOLvYZVrJ1hr3dzaUKOJFyhY+W1yGGhXaupfcwUzyeDC7DVZ7MhWxIYnq0RYcMb1OFz1ceCJa01mykbnupHy08Y46yefCbaJF3pKQj5kobtx+TToaDg678O4+9hib2sO97oJC91zHRYU3nM4YCocErJ1dwg3b7A2H/+DZC09FnWjQ8lt0pTfHKzTHk60vuAzVMU9yv/D6SJEBHNGttvBOy+7VOeAw6mPeUQAZbx6myyLJOw12A4LjFudXHaehz7zgiOlJuLobhFu6pXsfPWUOC5ciXT17JBxu2Tsn4ui1pwU37+c5Gy2EUwLxb0V6uOyzGWz0tauNgyTzL2SCmsB7nZrNwi1aZCPx7AYRbpksjmHkeyWHsY+Tsf0dV0+JcFS9LCaiBYWe/L7wSpUvXx0rwi2zSt7JEmVUPuEO9+xoerGghgggYEVGyvuMNu8kJZBHFndn64xwm7VIKGWVlvu8lyqxUN+6GnOEF0o5UX08/XnmyYDTNl+v/h7hGFak7O1AO3oAt4jhiVf3kOGcdcQHjYoDHZBt42zitqsJSXhEnCxePUsTl5SZ8LKe+yC1d9K2syPKcU+JwZF63ceBRfLcjVXCafDMgp8y9tkMd/c6u7Mcb9jEq5lrzJSWH4S6cSrp6v0SHnlyhKP9MZ+cIM0aNXS+DWSCUWin7U0qQ86NEF7lyH61oQm3qI8uFIpethjMNY9KLbfwanETPJAlUzdb9hqzcExDKnHf2Skn3N4Teko6QU4d616KS4pk39mGJ5wS0iP8eeJ6ZNGBSeiKnM18wisy8N77x85JXDi0XJqFj55A4ZYNw++loNliLvtrh03gNMcd7YaGU8xnn07diYW7v3B62Hu+uhaFW15V/Dzt3rd1N+FjFlRUzuZH4ZZZ6XurNC/r/t5qM3i6WyuFoyykHk8LbULqG7aZvVz9mQbLDY1i7tnN6bjdzKrDZMmTLjxBKrhaRR1uMj/trq/f9+G5I6lcHafCLVxu7kgLr77EhbP/wdcejauOwx1QD21HsHTiLmvc69UWK9wSLnVU0mXXx4y7cDapWMZc3bXCLefC3A88QtxZeMYXvV29u8It6WKR1Y7GSOsuy2kZcYOzBVh4xyVcfcS0hT37e2mDYR45GokNb6sWpI0XHK4XHuZEcrQpC7dFVi28FuvU3MvGqf/ns9dZKKFCU7NzKs8T97dWqo7l6pgWTmQS1XfNk7muqkkYYoSrH9twlnl29HFKJY5/YXv9+RGPrm7h9k3wPbtMK8u6mcqFoFefzeHCCxYJSS3mFDjHxm1yr+1qPReO2sWIV6e643aTeTjBS99fO1QivtrgDZfXFmThLnftZ663slmx5TxezfSO2122iwGHKREXzlJT+9WTL9yyLlwYwSWou3BY1d6svzv+hdtKi0kjuCURtSwcD9MwTt0AhzusU8FEpn6a2LMk1QtP9QHhxMNZ+giDuGbjFKzbJW0gONt7YpMZe9Kc5Vg4wiSjXAoJwu1NoR+YPe8yjbuE28uNTtUptCB86EDgmGnMuwkBB+vvdsk4CEcKQF8bMFjJG27q7znFIIRnJNgkPzHsD9ZpSjUP3Z1TUkJ47ZIchlrAwtAWjpZGTJdehfCRZLPRpV2/5llwm8VZ/A7ZC2YKXnQ4Q6hkoLk3Nj7Uz3Rqaghn0nqmAofvV0x4YNZ7CHMIxpQ13jIejvs9AU+ysJq4TcbyzBxaQ+cjCLPtIQX/HkdbwXirN4VTYwb0smWK+lWu00mq8ARd1CP7mIVXyg1+E/Cge/Ea8Bv53ASE2RK2nLBGLDGZS3SUYTO1rc9NpjZNYyW4TSll3WRq3PYIju+PyGw5XKKEnYMZVOJSZLeoCeeXel6cvovwfXboHhY9sas6VdYjThoMk/P7bBZ1nLT5LO+gOCrZpoD4efRpZUeyTziqNnXhpUGm0asVFdFN3FIx3eb7lUNJqLoSiqWUcT2ydBdbPFW/bzRqYAPz0a7+sVkqwHCHHZ3+nTAIIKLiL/BeUlh4gRnu8xF6KX3jllbE+p2nkFRuOPcwr+VY8z5+J95J9zSIuUx6aKNi1sRlMm082wMWPrMs3ja14rF6z9bgDcEy4bs8iYvNeCip3YsBhjTabgUm7thn0yz3qfmz1oDz1mjJIj8L+ywHDs3fpSx6JDy0JOIVmBaMsO0TPisiFjJei4fFQjGkLtxeeooB94qLW0xveuEoRuQ0E3FcYCzZSe2zossGhuBXEcBIYRZTMIJJKsvfAQPeLqxHhB2Eo/MoJNaojX7CEexaAj3dimrSrnKC96iF+Ix2MGaxe0lORig9Vj0JZxZZCNyhFK4qdiuLvhWfh5magifaBT6hGg4qdi8fhaAws+qGLRpx1ZcjEsQspXXkHe6IMolpjjVtV0XtaRvPjyQR7ohV3jgKfeDCRFpxF27vCA0Rd0QMzsqk49gv2Dbc7eRD+wTcOJjYPfZAGaGLedOSeLAzXzgCemxJiiWzykZQjchp4XaF7KDcCQNeI6RuOk62E5hzHa4iUa3Sdz6CrUhWMQ8Pe+b+/b0N66k7q5FXSINaAkcmWQAdF46k1cyl3pwJA5DEnnBXD01dXyrfBU2kV0qG1wfkhvAjjkxZCTSuHqG18U35MOqAyaVUM9OLEDaeoYd+Uko8OexmxuypaXrKi6uh9s5Ysd9Aquub+cp/AweeH6fUrKkrya4BHvGdWCcZtpH1g9u7MfZxisvj3ol7UgWyeXnB3ocytwPwxIBIFz6FAVn4aBsKnBLV/l5UXev41B3kdJGya+h0udtMGLGS1O+qBuYVAZ81FUGIvOvCc0rYx99FEwwpqHVOxZzc2sZrkd/lXZTBZAItbZWCbNVY6QI4nO5vyUfOP7l7iYgA/tl4oB4VPiUlTCJ686/FV2f9iEWVNW7yVbHC9yGpkkSFC63MvvFid+Fb+cLiwW6mnSYVNHaY8otbSpk/lTUcGuwsZuXurdCB25oyVHErSPqGhfMklU8B0J2EmAbBW83rrtGbN1TCvQqMWC88FCSE26/87K+tsMXqXb/ET8FustdMqc3vk7cZgjn8Lo3inGD3+HE1H91Xx8Wqwbj4Lr1ihwDNKHqpFummhSdy+PAp7cqCKKFbSCm4iacxcftP7YtcpWO5EFVZK1NqVoPxwgd0p09pOkmQNkwRIHRk5nWx24ea5V34TqKHY45MnRxOWN94frQrddXVZShA6WZoQ2+V4YGr+ojuqr2si9if8ep/riW8OOzpz64Awv/2RNX62VwAt7scpBEUelqRHRr/lian/NmkSNrhpUwBmcdiyLllIkX/h03Aew8kjeXeBpknhvBsvPTsqkLHDgsy/QVGu3ZkKMO2hcsyu392cJLeVyZjdnyKTLXBs3bXadW9d4iy5DqayxahI18WDE2OPeNrAwrpfNzwtO1lK+CqpmS1gNDTfG1vSQ9fBuzskoUSZrkTQXwcRsJn9wyR+0ZqpV24lMbYx7F5+CNqZHAgZcJYlx0+xPHLxu3t9w3BY+cPjXq7mVE7ghZ01BnlgzeJbtwbiwjMP0/u6bNBKTz4vmjBPr4v2GZWQsF7/xPc7nGSnBJFj5mjoBtv00X47q+Cw/fTPq2FoytQlkZ8xH3y3r9FDd7ucpIeEnXGddeifqJSPtvDWTvn0Y8DVX2uZYi5R3HH7u1n9NwR9NQ2c+2rBp1d02GEdwMbdfbS584zXSFz4kWeHY+E8dkbR3H9kZY4dCAIFGnjFnLE/tl7R16dXVLt7WMfOjMOlNSDPNPvvX1ppqP0+iOqELHfwuG81fzhDiCEnrDwA28048aNW3CU4oebgOi5tu3AB9SBvnFS7Zv4gGB5QKniQ6AQXp+p7ESOVBbemD/Lh6CRRaobDhNM7JOEe/qkD/9DOuS65eBF+nYTt/lNGkwXvyS7JF3RcUgh1k2DWdjYELnYK8B2j52SY6vQ2v9EGRwif/twY9AAT3QWi0tDHNkWLjrEl3sjuW81mkIussdtBvNZduEo2N/cniwR4UeHsXlxzNUKEW+b3EP8MIeyTHVx1Bm03dY2c2SEuVHo+DKQENt+pnjIo8llhvNS4Q4t95vipAGE7ibHCbfOZx9q4HpUbxIV5tqkX7n6QEXhsuyBMWr/sLQ0YP8tf/uT6+UDieYEH8jxyfs7aoZLerPJfMCCmzoHMEofa6DbHN7bRVcTbtnZZL1pS2ierEyJSik3HU4DgY67yZOz33DsgRS85+0k3GkA9dvo1LcW4P2sgZKTkxoPSp8GENhbHMBUw8wTpDbdcr0pg8I7be3OR6QjZn8ex1aR9A5Gog0QEEBMcgKj10fngGXsabSL8Cg8Td50lEflXOJRgU7a6LgIlRqogXnYGZiW8/X91bUqF7gomxro5DLOFbWpLD77u9k5esJNCrXYX3vr/kTROz6e+ZoyYEFoHTftVAOWwcRUb56qD2TZIDmxtfW0B3hLnnwzYX3AV1unztZFIJF2Mi0sN9dWA5jUJT8rC2LzTJSQRFZSdnF5HW/pcYayPQOrbIP6Mfu2/SYLa4A2reys4JRhEK2BXCA73XRkDTBvDf9uFA5mtoSwsYUB+eY7C+8sPo63/rS0B2jLCOnmU9sAjyr0CidgoxSf1gC/UQ83Y1sDqDtN9S1LbVa8KsXhx+m7BydcAyU9k1meWugvzK5auynnGrBU7ZlyYLXU59kn2+hXKjep3f5hT16Qp5dY8HQbvwO22Jd00+Y1QDwTb/q944WF3QdwhqhrILtV2EXw1wCSjo8z+VOIeb5kKPSOrH7os4VAAwgaFj8UjlN1ny2bHvHTjOADfT5sLAab6oeiLhZvfh19hw9o6tLs4G0EAxGZsAYSj6T3ZDxvPRAJXV7jqAE7izYXbUR0LU2I3n8R34qghHFLn20c+akl7YFOU4+3oeS3KFhkF9/UmsEebJk1BPRuk6z0rn4TDVhmV6ofyVbktWHNAH//USfTgJQSubdoY8axflgpyJXn0zOjgdrb1i0L7T1SC84iP3pyhA/u02rueWqo70BeXTzlLRoiJWsZ2PPpHvIBT8g0EKQuNwfY+58D460PIhEbilryGUg9zjVDarC2bHNWb/+T4/YbNe+jCgUpnzXQaYjxzqj0Fgml8xrUqM4A+8VzoEl/o3nrVXnrhEXKOy5KOLR7McN7BFzFi/+5msQ0kLoUuhno16HsJ4rhI6CmAbttT3flM1KJGQMhukprVrwb2jTQaZPwzjh00/M+1ChP+GirGW6Phd2g2fCXnc+6BloOs4OvvJVEpFBRM/GWv9pX/CuJ1K4+j7PlTwOW3uXZ8zfw8Kl7IGLAejcVagDBx9m0GEkVXpztuLtrEVKqDD/6uLofHe/NBQLYWS5xhp1FCjWjtLu9UgOW/D2zH7NU5HrXgIWjI5a7f9MHGgojPkDL+T4UROWR7gZRDXQcR7wBlfbwts9q8OCGuwMV3haJoMs/Rbl4zskFedDO2361uArH8lVyXTKPSTONQMETY8R+N9FqAH3Jx7/bziLE/d2I3tR6t+lqoDGvuZicrPXyGrBraCnfjcDwFgiiHnX8Jhmj14330p50NxprAH+4UmZncj7+wt5i6pNXK7MGSpDPubc+pzSrAFVO5y5I9rZKC28YXNW75XoOqDrnA6to6xKXpeW7d9sG9FtmPyXLA5/5NCNaafNk/gjO+QAm8LOb3H7HvI+U41hd7OmtKTJgtzx413t+ep3BIoKTtjCo+//ob9eAzQdY5jBQY8ttnxUV6VyvBnrhaBQExyVPM39udhy8t+Ts0NeABei1ujKArYhr3kYYMsLnuiUANGCBQJHqGpXxNOIesNuTplhBesuLspCDy+9qBdDrwx6wl3EeqryFR3QaaRH0L7fprqx7yK6lrBAvoQQb4Ddo6qxCbyE/ac4iaDLGEEu5hRg0gChodKUHi8XCPhKEk5hupQcNVCQPb8UIx201ntITljw+s4JStR3pomqHJoUGRlCTlwYs2JnT8/Snm+fU3lrjdKjzI9kDvH4LSH8yvzlFNYRbjpiSa3OgajRTHAkZqkpyiXZooBKEuGZexN50D7SuOPUUBRFOAwydhHDZEGGd9499iAiz5VId0YDhLhBDzCTSzRyI7pxw6ZpoAKpwckUS9ubXa0yt7hnzy8dbjZQkoL/27KD1kvaRIHA/Ls0S3nokGn9Y/7nEi72EaaaPiPzRajwH3ookqn1coB+q0NewcfQx/bvLW5Ks0nkP2dVr7P4tAgYD9sRPPb/2FiVR48MO1YUBx1t91ADL/I8EciwEffZJoR+SXzEdx+x+S+qBqlNcrzzCO35hh06P41S4hg/YGa+bh/xOrO0jBKSBJJsg4ba2r8m0I6pW80dpSAOFuHJKEzVJAs6BRlxabikjDdCpVFxDCQ+p9TSxxSj/gkssyQaGpEYfPxTky3V9NO7b4xhuOSYNRFpxXY+JJur1GhFNSrv2lHsSXiLhkssK0reT98DQVtolKKWB1mJ1oalBi+/+ajwHpqrW8xYq20N+WKbCFZsYMydnwNKF+JHE0oDlgammqaz1rDe1iacmYYVDckt4HjFNza36ViVx9iNdyHNg7FNimyB+lMF8IOdnyh3SPhb2udpM7HpZh/aYDyAf61pr9qSu2h3KeDXHmm51Mw1Y+Lf0BFEGKgtPqKKGWz5NA1lmQuCW2vS5GKGZB4Ns3PJsGmBjsvlf2BnVdZ/wU6pSXjkF4DRAh2J0SUTYAzMRa97on+otMacBZKGm3CD7CDO9YMBu27M07PaK3mR/9ETX1LP3PazT5aq6awUe6nkaqL0S2Eu6EJ/ftgaoHd/ShYJ9r15afqG1A6eQ8REvtAH8ZaPUflARTISb78BwTcZDXlADtiDTOy6dwrcMyACNE3OglNUmguhelLc7A/ktTTJA9332Aczv8hqwoAT9ZwbqW5vEm9DuefKzqiPNKRM9vlY0PcL7e8+JAkVijga3U9hfneHLuTqohUpvbRJJPpqXhgbgq9T9FSVqxWQgvrVJRPnikPYCnMA8PTc1oMAiaiC/tcmmGljJPmCrRhz7dPGddry+pUnp8pU0/LuJ9We2zMAoktaIIu+vmiXKfMVzXxiDltDEfSg8dTQ/0hSwa5bI8z0ByhwDWIfNXIEBuGh+qPjWLBHoy5inaSBn8Z7WQG2ugcrivouWSPdJPsHgWmOaIRTwUF+48F2yRKLP5s3of9DfyiQDdss1+0vXN8yiEOJ9SRYjAarhO+MQssUi9T6WfEsPwhpoFVVpDcS3MtkUmsksIEprr7+HsueJaYOB/FYmUfCzW/74d8PlyXsghuAHqm9dEgk/2vC7BgzPG6f7qDre38IkGn45yRADhqI9WO+RUJzVW9FlVrueQCKwKqkjSIo2f88UAlvGntS5H1V2WoVJCfkN+VZARwxxEdIbVSviNx94S5bo+SHulTVQKW6XNUD/YPYvr2/JsuHVq2IMA/ayrsyXAfu5dYHsWuySJZp+NjFp1laBIZV9Vs1mljYH3pIlDo5PkDWECIs9rF9JoVbQi0HpYUUa6PrF5urFFjC9lUl3d+z+DdC1ZrCJsJ8SLPD61iXB7Z5HPxBz67NPqSLc7X/R37qkrB+HhDBEc8w17kNRWyQDTIqXVmESvrfdc15JGI3odwrv0lrCBgc8vnVJGNxBzwsDlgjGmYNB4UamMmmgvHVJcbh74N2D1Pgw966BggtE0EB7K5P9EROSSRu+o4UmfX+5mhh9YLyVSYjZ6J1wKAoScHl8QPaQ0DQZCG/JEmp2ryqcw3nELSmuAfZASLYSFYldshQJe6hUCxuy1dVEJBY2zcIaKDuJgG4NGaEIl4/5PqmKz7ufbXtLlnRuhIwxGgPjLSdqoMhywAfGTFeRArRVhrkW9uNbmewiIknMWmzJKX+rgVTVGsxAeiuT8KgfJY3gbLfvI1l2gf8aA+UtTEKkplo6B9qT4z6pTskoaKC9lUkG7FCs+Ax0vN98QPGQZHISgceuTEKnpquQe0jzQn/KHqCPVHeEz+zSZFfftMT3bcDSm76/wuYaHhjw9FYmoU4HjE81QE7c90CzpJziAdTJtzQJeRrdv6EBu54ycwnY08ni8KiBt0ZAG5a/EODMlzM67yoeZcfHW7Ls2lfTgp/427jqjH1zjTTwlizpI7NbSxwHsxLGZVgD9Zn3A/HgchzKnnLttsKtfCuTGhjKPjRgods8W+IbSxKDBtpbmmSgRUnQJzEvypyg4Uw3ImANjLc0CWnabnqZA7Y0PXsgYyXIobAJ3KVJaNPQphynVrVPyqZISZrBvXwrk11+y1KCS4Qq5Ul7QPZ+SQPlLU3S28i+ng/wfpeFh+Y7JdAv38qkmifVyMVAL3HFG5CnWSOFj10dhCNtd1bTMNyMkOfS5yRpreCJqtOuWEKTblGi7lAzYWaNNQBVIfqh0luyhBIdXGZM5MwR1ozQKOQNveA48b1nJXs6abXDz6SkEfeALRu6g+zW7ZqlpANlBsCA3b59Q+BFpzHxt2Qp7cAmU6okVaOZx4BbRKhXrElYo+5zQjxQd7a5NPQ+p0H7afUBCxtnPgYH2p47kgbRN3cmQ5dylEYvAxXF574GMrpLQQPtrUwyYDdd0zDVkvisW0hYkpRuQu18K5MQoQPW8AFqZ556eMJt7VGpKtHbsQuTUKGLbjQDkfLAvLVDpjPEfglRpF2Y7JILlto7BE/0fNMasPDL7yHKCe+sQ7kmSQceiqdkaiduT6HPwkQ9u2Qp4rNCpSDuZ31mjg/z2SYI8i4G3pIlHOeobtog9qdFO3EP2GG1hEP/3CVLWM4tBsftsW0zMUdq8CHR9oFdv0BS0O6spkjtypSZkDFgqSHRsIihu4CB2GCWJx8D7a1NMoCqWPIBW0Xr/guIAEX4eEuTUJof19SDHEoD7TzZQAylzdmsPpBVmhTZObEZxkCMu5F5SNUKYmIQQXSXJhmwe851wxDNbZWfYDZnTxsyPZk7rJDq4JBxFeRR/GT6GqD0TbwIe/StTYrcHImSYY/2slpkIDcPaTLDHn1Lk0ORhETm4Ynaul4XjrgVkzb4W5kc8mjuOlcuND1tD0hhuPnAW7KUz+kjnfkc1Aa8ztUGqjqWGdhHsfecYj9Yq7uDmAG7ldSFshgjq2iJ+qDdVV7IjDiD2t/mQKDJ3h4nOKRv0RLKclTZP9NF0teyA57oVNFAfIuWcJaRX/C/yG9tUmTmKBX6rAaT1SsDbblrFWKgvrVJeMshy6eEAXt+1u1DhXD4D6GYaj8cMJebpOiz6E2rY8ZFbwgHIZq+tUk4ypgAVR+ANNnXAHEXb3Bm02fXJoeEBiVHz8BQkjAHKgRPH8hvcVJEZXWjMWBL0OqbgZL8wIDUQH2LkwgM2ZFZWOGh2hnOBQZSsqVaTFFZFl/r3S4rswYf6vVfA2jS66bbvXmrlvCPkfTLGgh1KTENKR0QR8FEfauW8JJtdtO5qoBTZsIgYrJ65BjIb9USBrLdWj3jxFolra+GmpzFEsnap1s1BHGQfWcvE2vlMOMoDUjwxgd22RIWcosqU8BVfcuTQ4QcFj1w8pO6cDRrmWchq77VycEK71ZZDEAN3wPDHm/NUNCbdnWSgSbnWQ0QpcyTEl1ChX4xWfeqDiMZckD2gTH2O8NSLl02BvpbnZQOWZNWPWRWXOPDGigDBTEbQDtiLeqQj/EJ7cJtNX7eI6G2rTmKu7nrk9CP7aqSD6CcN6tuQyu26ItZxadVn0TE0MLH+d1s7reFR1s9NcmjDLlrhJCNYd9GDaAetRYS6hw9kXNluTms4iF04xYUk2XitrjKkOjWIXYSfeCtW6J/Z/eWxSrLECqEd0BlfuD3lMSVUX4IzzWPsX6jQRimwJKBt2wp+b4sLVB4rm91Es4xgkD+F0gKzIhTAoE9Pv7d/a1OMiDKBzDNtWPB2JcRb0KAfYuT8qit0rWHAGsPud8/8YttstVvp2hpFifFL0ZwJ2kgxeJiuBqInVKDBvIuTjKQkOAsGij4YPU1YHdN5EWYsbs4KRpxyNJYFjN2yV0xYCHVo/AAYZ5VnBSN2K+KgUFT9v5yW4nETctUn1Z90lUsH7EDsuK8fAw0kUTAd91SKpk5IbzCAH4ZPe2BMVRKZWDNOZLhRB/Av7qmHhZco+RkBe+qpbjClm7okYUyW11y1gds6upzYFctRRZu0mqy2IEi+ixPzgEp3fvA7LgRWxiv9qGBuOuTYguHLLF7BsaUoBMrOAx5ahb0K1Z5UgN2xwnIYMyiPbi/m+bZ4t9dd3lSrGDXVi0yrg19n5PF9eJRw6Td1UlXhE2Krgo/4zPGWAMB7zkGIL2s6qRIwSLNaCDUMZtvxP0NYgnCsd3FSfASpUfGADoAKawBYi2mqLKVrOYA/Mbmh0I/NO+BrkDCB1aoIeovFSY/kuX/seY9wCvq39131VLc3+KRvDi25ekLT9SbkuO7bCmGL2yroIGImk/bAzbvPnNgly1F8bVpl4i9wIaJU3/TtZGh4fnALluK4ktnetVA3eVJH6gSx4dk+8ysWEReuzuP42NXJzVgYXr3I6F+k9sayMjZcFJqzJ3VSef4BunjM5BGqHvAElh9NU07qzgJbpl+pRTHQGljPbVQfAdE/SDy7SpOMmDZYfEjEaaMiVcZf+jnpji1apNi8lowO/xkLdydbTli8lJU90PtJEJEXl/pLOfikZh9OSLyopPoA2HXJp3IW2VLKFIuKthrwMIlRRSQcnfRUoTd2KU2DSkXn/D95YOOgaGBsouWIuw2CUIygHnpmhAaMRqVyiC27ipaipcbcp2H6rRVpz1gs1/30x27ailibnEzwkJrb19zM1sqMJQd30VL5+WWJ/ofpF2blDS93fT5F4k2p3lSXfxNgpOiZv9Zm9RA9s3WImur2akjZq4Hbwy0XZzUALvacwA5hIXjpxr9SGPXJoPk+7uicwaIscoaaMPLYUWUm7a/ujfWGOFUlNakMzRV6AevbMDM4qT4t0Fq+LB44ypiyccgOQO5VPH00h5IrvvKgKVlaa2gdGbHOr+77dqkLBce+cIw0L3vew3AkPNDjV20FP0W4UrOlv26/rwD2CXqTjVJJ3mwLfptr9oTgd876IFdA8G5UQykXbR0mq2rtsPvFWFw4cVC2YnvmqVYtr4LC7s35SkkKLzH/5eus0mSnteV8/xbRa/gWvyXhh557JFXYF+HI+wIX+8/wnggigRQPJNzvk6+XaqukogkmcgsE19bluDCM1Ragrh37UzqQFKfXh1o2hiuAyq/1NgM1L1ra1IHGsrOd2DkeTLMQKadvetA+XYBVUx7XWqor7JfvuJvQOq9njY1jtW+vUkV0xIC+r4S3XnPuva4dEO9cdz2bU2+WtqmpvrIflngPd/AQ9t51oGn7TeVv8ayhO734wcoaWmKagqntTGpSloM3RTHB6blD6f9SK/MzfhtTKpgFp/yrAOVRqGyBp6hH/gz84QmDH9hhYYWGAua+g0QF1TfFxprw1JVsZc6WzHwYHnY10BtKjpVkfC3tmEgY5MibxYtsJC7768rBO2yINWBtWHJABnGLOL79TZVP2tAliFr4NuwVPkrlmKPDrS1MakDWfUS4IM15Ic/sk5l2kQkvPYlpzBWTfYZwAh4foIstxuGQQw8a1+SAfYZ2IdDJczbqN8AO2MQo65ZmHNjUoWxbajRPvLh8m05qP414S2nA2VtTKr+9bo01a6/XUl9DdxFZcmoh9e+pOpfa1FC2JM6UM51gepftfmegfHtXaj89dbwGnAikL5PEPlrVfH4qyuemxeavZV1F6SzwZamW9erflVVgA6sDUsN9xpv32B/G5jHeqXx0gDwtWGpUlaW5FUHkN3m9Uqav/2+Ulsblq/GdejxvQbZ3+n7yLGFuTg/1oG1YcmA+r+87/a51wpDB97tAAY21yD8mU+E34Arf/uSOlCLaok0oL7dY13jxinv0YGydiZ14NY9CvTGmOe/MDN+V40xcuO1MalqVkSN74BcrH3fxdDZjucYufHamNQBkgXeASmXs5VFVau5akTld7sOFoaqnn6j4vMsUshVyYm8dSCvbcn0GjCq4K/rhlwq632yx/L+Ql27kqpKRWHyDnD2+n1vb4wOBVKD3r9tyVeuiohIBzh0+crdrdZyzJkokNd+pcpS5TOF33wx7R/ekSvwtbV3H3IN0BFBWUOAPNqqj6yCB3NP0kT2b7tSVal0FVQdQPL13QHaDz108uCM7tuvZKCgNG060MlcaXugYZj1Dnz7lQy0guGzDtxpzxGP+hXm9++4ORod3wA3DURe1cn70UadylnLO0Av4BpAsaMfLj3U35ONBrWq9vfNQr8/FLWOTplKlOae5BvvqUmsOiCMYlZUBKiladcq0uS1K6kC1Pzu82mM+ZgnzqpAxcep68C9diVVgcr5YtMB+RdTwawK1FvPwBIJ5GtX8lWaVtX+aAR5m52xqjQlLTvpQF67kqo0FU5yvy8ls/jMNWCgUOeKDtS1XakB1/TfPzrQ7k8U9CZfq+0kA33tVzKAZ8DzXly+otHWxQcKgvEOrP1KDb/G5pTbEw3S1eddiKZ0pnowsPYrX02pLLKSDuS1LfkOoIWbA888c1NRabtUmoOqeZVucAzi2os3kju+AVqq2/tKfW1Lqqg0Vd2xZ4CYpPWmbqyv3oF7bUuqqBRDivsdYBaY77aoO5TOmo+u1Oczg3ZUsUSuyuOxvHYjN1bXfuPG+u/L3WvXcGKokNeG4cby2hLcWF3bfhvre2NvYffeupsYHfdrc25heW+/LazuDbaF9b2HtrBdwybEhtXaCVtY3ntdC6t7m2thfW9kLezee1UT44Rq7UYtLO8Np4XVvaW0sL53jRZ2732hiZEK/s3aC8p7b2dhdW/fLKzvDZqF3XsLZmJN80yex2Nlb7AsrO0tlIWNvUuysGfvg0yMXY+11bGwsgjGgtrerljY2BsSC3v2lsPEhnbYpOGxsrcNFtb2zsDCxt4UWNizl/0To/VkLewXVvbafWFtceUFjb3+Xtizl9gTe9TuuTSPlb1MXljbC+GFjb3UXdizV7Mvdqsd0rdiXVjZi9WFtb0cXdhYa7sFPXtJOTHMidaqcWGlxd+laKy138LGXt4t7NmT/Qvlf0t7jbawsldhC2t7nbWwsVdSC3v2ImpiReNkR/JYGeHbxdNzr3UWNvZqZmHPXrBMjAY3UwBeqOxFx8LaXlcsbOylw8KevTiYGAudRf8XVp7w/CHQ2tx+YWOz94U9m6FPDLemxcEXVv2PfTPphd2bLE8M+6RFhxeWN+FdWI2zI9Gnm7Uu7N68dGK3bpm6aeUNQ/hI58Lqz9eD81D4du43athhmCJu/vdh2TC8D6s51C90PIalfdhteJhijzagVzetoMMxXOrDagkP0KMtxIsofdgdnh+UMobsfFg2dObDaiQsCF0iOXmS8a3+sLy9qTeUIzlBixLJCWqTSE4QlURygp4kkhMSKyM5weAukpOnGNfljd2RnKDpiOREHef8l4tgI5ITJBmRnGgYUyAn6C0iOVFJRSAn5DtGcvI04zC8sTuSk6cbp+CN5UhOUC6Ex09FC4GcYJwWyYnmJQZyguYgkhNUBZGcvMIBT06QBkRywuF/JCeEvUVyQmBcJCcc3ofJUY/tAznhCD6SEzX8CuTkeYzZ7MZGJCe4cwVykvWA3JMTsBLICVgL5CTr+bYnJ2CPL1+ZI+pATsBKICdZQ/Y8OQEbgZxkNaPy5CTjNxXISdYwPE9OwFogJ/lNu3PkBOwJ5CRzjusJBlAJ5ASsBXICNtrv7z6BnGQMlgI5AQtza1aPJE9OwEYgJ2BPICeZpLdATsBKICdgLZATsDHit9uMd+aHdeOPubESyAlY89UPaARyAvYEcpLVuseTE7ASyAlYC+QEbARyAvYEcpI1itqTE7ASyAlYC+QEbG0RzNW4w+aa3mFzZ8Bhc3vBYGv3wmFzD8RhcyfFYXM/xmFzV8dga2/IYXOHyWFzn8ph71bXhvZ2mcPmppvD5p6ew+bOoMHW/qLD5ialw+ZWp8PmhqnB1q6rw+beocPm1q/D5gaywb5NaAfNnWyHzY1yh83tdoOtTXuHzZ1/h73HBw6aZxAGWwcZDpunIQ6bZyoOmyczBlvnOw57D4kcNI+gHDYPshw2j8MMtg7VHDYP5hz2nu45aB4QGmwdMzpsnlU6bJ54OmwemxpsHb467D3ZddA8HXbYPGPe2D6pdtg873bYPDV32Hv0bqB1fu+wKQJw2FQSOGzqEQy2VA0Om5oJh03lhcOmfsNgSwXisKklcdhUpDhsyloM9mljHDQFNg6bKh2HTa2PwZZgyGFTj+SwqWpy2JRGOWwKrAy2VFoOm1ovh03BmMOm7Mxgn3bNQVMA57CponPY1OIZbEn9HDblgg6bmkOHTeGiwZb80WFTROmwKcV02BR0LszIQh2m0lKHTHmqw6b61WBLQOuwKcN12BTzOmwqgg22dMUOm+pkh02Js8OmUNpgS27tsCnadlj19droyh021ekGWxp3h02dvMOm2t5hU7JvsCX8d9hsH3DYbEJw2OxkMNjqh3DY7Kpw2Nuz4aDZ+GGw1T7isNl/4rDZxeKw2QpjsK+dxkGzJ8dhs7PHYbM/yGCry8hhs1XJYbMTymFvN9WGdkuWw+aBgcNmd5jDZo+ZwVanmsPedjcHzZ45h83OO4Ot/j2HzS5Ah80WQ4fNRkWHzXZHg62mSYfN1kuHzfZNh80eUIOtTlKHve2oDpo9rQ6bnbEGW/21Dpvtuw6bTcAOm53EBlvtyA6bTc0Om53RDpv91QZbXdoOm73eDnsbxh00u84NtnrXHTZb4x02++sdNrv0DbZ6/R02HQMcNn0HHDbdCza2LRAcNo0UHDbtGBz2Wjo4aPpFGGy5TjhsKl8dNh0wHDZ9NAy23DgcNj09HDaNQRw2zUUMtixKHDaNThw23VIcdjnSa9xcHDY9YRw2nWUcNv1pDLZMbhw2rXIcNg13HDZtewy2rH8cNg2EHDZtiBw2XY4M9lklOWi6LTlsejY5bDo/GWz5RzlsulA57LWyctC0wzLYMtVy2LTmcti093LYNA9z2LQg29jyMXPQNENz2HRUc9j0ZTPY/bm7OWx6xDnsNZpz0HSrM9hyvHPYtMxz2LQPcNi09TPYMgd02Osw6KBpU+iwaXZosGWZ6LDpu+iw6d7osNcA0kDLRdJh04vSYdPo0mHTLtNgy3TTYdO602HTANRh00bUYMuM1GHT0dRh0xfVYdNd1WGvRauB1hmww6aJrMOmFa3Dpp+twZYrrsOmt67DpkOvw6bN78a2WbDDpuWww6ZxscOm/bHB7umt7KBp0Oyw6fLssOkVbbBlOO2waVvtsGl+7bBpoW2wZcTtsGnn7bDpCe6w6bVqsGVc7rDX/NxB00HdYdOH3WDLzN1h0xLeYdNY3mHTnt5gy+PeYdMp32HTb99h07XfYTMTwGArWcBhmk7gkJlw4LCZk2CwlbbgsBnZ4LAZ/OCwK/6xK4HCYVN17LCZhuGwGbaxsR3Z4bAZ/OGwNz3EQTOBxGD3F2PisJmF4rCZqOKwmctisC/cxUEzIMZhM2bGYTPFxmArC8dhM1HHYTOVx2E53FE7G8hhM1/IYTOjyGEz5shhMyrJYF/akoNmYJPDZhSUw2aclMFWJJXDZqyVw2Y0lsNmvJbBVjiXw2bAl8NmSJjDZtCYwVZYmcPevDMHzSg1h804NoOtRDeHzVQ4h81gOYfNbLqN7Xw7h82MPIdN8waHzag+g624P4fNKEGHvWmEDpqBhgZbmYgOm7mKDpvZjA6b+Y4GWxmRDpsxkw6bSZUOm2mXDpuBmQZbYZwOm4GeDnszQR00Y0UNtqJJHTbjTR02I1IdNkNWDbaCWh02w14dNgNjHTZDZw228mwdNjNxHTZzdR32RvMaaKX7OmzmAztsZgw7bOYUG2xlHTtsxiU7bEYuO2zGNm9sJ0I7bKZKO2wGUztsZlsbbKZjO2TmaztsZnQ7bNrgOmxGhRtsxY077E0sd9DMPHfYzFM32Ipkd9iMdXfYjIB32EyRN9gXRO+gmWXvsJl77zCZbx9XiPHhlU/YFeKsrnbZFeJMroJnJ5kW5t5cIc6F+Xa4QpxpsL9uV4gzxsrCi6rHkrwVV4hRAFw0J3tsitkdRuyPq8SCpTcWzWDoX9QF32H9Vu9Dh5FI4CoxCgB/uHrhLC5vxVXirJ7d3VViek/krbhKnDWl73GVWHtgiOj02Kg0bHmsyVtxlRjD+aZR0A6T+ba7SozvPefBzWONTr/iMQxZXSVO2Ln4xQYCALkVXCVOmnbZXCVGAJD6cJVYW8tUWmcwIof48jzW8IZNHivCb10lRgFw0XNhMTVc7q4SowDArah5rNCYWDyWaLVx163aCxCgjpvY7TGZb5urxJpm8nRXiVEACCV3lVgweiRdJUYCQGBc8hiGx25a0gCZVlwlRgIg78VVYlJu5L24JQgSAJYH7iPA4YvcX48JAXfPblrOGQ6TCbe6SowE4MJb1GL4+T/DVWIkAIlsM4/lUS9XiTXmKSVXiUmRIlB9eExm3OoqMRoAmWJdJaYvH3WD/Qj4DyxIkseavJfhIYyUXSWW/7jwJnL/joyy1lwlRgNwqW+swwqLsOwxmXLdNEKi2yCQxGNCWLIrxGjI7rte4XcTTaXusu3TazpMZtzbFWI0AG6aRxwnb8TVYQQAJTmxFph8sU6sBYbZlavDCAAQkLi/H92fX4Bc2mzttFpgFQfB4TGpI06rdaFUvAlP8JhMt/7sFwEAC93kMZluHzfvIQBIw4m1LlSY8ke4QqxqzeTEWmDy+DRXiAlAlffiCjECgMvJJ4Dks3NaLbBpP+ww4Ul2K/lRu6hkpVpAMtk2s/wAKmh0koPS2++3Ifl/AoBvB3U8+rqDyqhWpQWU8PouBsLU6rYLf6DudhEeDVvOVqEFlLqTbzyc+SekEA7q8h5qdZDMr/XJDkq4m9u/GsNZzo4dJJOr1WYBVVIcuoNwdyz2TWDNW60wC2i2IlmoOt0TCCEs2UNy71lR1oMfYmef30FN3sOoDpKfa84OkhnVCrIeku6J5XkcJPOpf1+ZhGMrxwLCqbrbN5EIvLAbSUCNYK3kIJlLA0I0ULMXJFC4WSEWUL9YxDqoyH10VQfJg1FMfX3o4JDH3pRXIJlELekHkjl0mOkMaOavbejWGFVTWoHI6jGV9dH2FQiHg2QGbfb3BvNnN2UVCDOVMhwks+djiuqjTTnFKq+em4hPN3MAydzp3hVeiNWqroAycQH2gpjf3FZzBTSIGqwOauzJFQdl+YJyctCFG4VBKjOmlVsByYRp1VZAGX/S5qCrEnBpoEITk5VaAb2WIxaRF7c6K6CLlmJ7QYJoklVZPereTkSAg4q896s4iKV7s390YqqsDpCJ0gqsgArt8N1BMlFaedVz03EuU2BxUGePMztIiFN+HCITpVVWPUOzNJupmo+GIVS73gaq5GxUByXyysx7oIGSrzA5SMq0exMD98DLaqqAZKLs2V5xfCp5C8kc8uTioIoqMztIFgPZI0IErJjq0WiRy2qpHm12Hd1OWwJltZ1wEHbXtk4ODW6zOiogId7Z1klt4S1WRgUkE2WzdZKD+TSsiApIJsrb1kmO5Uu2Eiqgyz8XtC+TS3g7qJNRNxwkE2V7/C/KRGnVU4+2W9fb1knO49G5JgdNG2YLpdqtdOoZmjdtlVOPNpFfVjgFJBOl1U0ByZTxFHtFWYm7nXiQLu8ze0jqjNVMAclE2Wyd7BgGXVYxBSQT5W1vJTr55T3YOskRvMw1tk4SmSZvwtZJctdqt2IpoMaRQXWQzJRWKgUkM+Vtq2If2MNdHhH+kGyd7Oo0b2VSQDJTVlsn+2r3tJDMlFYjBSRT5eOuiNl+swqp57UCSbZOkoIob8LWSU1SxE3cQWwS24qEn4q8CVsnOXFPw/0eyQ34/DgolWyVUQ+eM/IebJ1U45re7NTVNTnLyqKAZLK0dyAH7WlYTRRQHy3ZOskxu7wHWyfVhIjcMgMl5kqrhwKSuXLYOonTUrdyf5CZRbchvKBasgy/qwOnlUIB1VvtNiwkU6UVQgHJXGnfu3pvXVYF9WjK733ZOok52GhWAwVEGLOtk5iX4fxXHCRTpRVAAclUOSzDb7daRtlKyZm6vAlbKbGKkzdhKyUn6vImbKXEzI7ybf7qphbCtkBoaHaxyicgeVKs8AkoSbmzlbLhQNms7Alo2q9YSKZKK3oCkqly2ErJOTrJO7eD5Au7bKXkFD3dVvEEJD8XWyk5Q+ekMDtI5sruEZkqh/sgClOlFTs9uHri094cNNJtpU5AlYiD7KAMJbJ/Nc1ZT7eVstGb1a3OCUhumsdWSnxee7IqJyB5LqzI6cGJVgiWnbk4Ny/2YAwkY3N5O+h6G6UXxJm5vAdbKSs+dsnKm4CEJ2VbKfElHs2Kmx4OzOU92EqJdfL9WG0TkEyVVtr0qIlzvSzDxwla3oSdpzgsT0TiOKh4plk1RrXbSomTtrwHWynVjrs/tlJWdSWzkiYgWbdZRdPzmo5bQROQzJVWz/SoL7pmvFgIUy5bKSsNWP2xlZIDciEftlLiIf92j1sou+PsB497eQ+2UqpPfrY6JqCKVVBzkDw9VsUEJD9bEZNM8TJZujel+U5WwAQkU2WzdZIzcXkLtk4Sy8Cpe3VQk7dg6yQn4vIWbJ2suPm4NSDH4fIebJ0k/2I0K1wCKmRaNQddrDLMBQutVsOqloCEQGT/j0pPVrIElHCyNhcs99dOb6FOl1B1kMyUVq4ElOqwaqWHI3BCNR4HyUxpxUpA8nOzhZKMnNGsVOnh+BsdQ3EQhs+2UBaaq4a9Szn6li/HFkqiijqNbg6SmdIqSoBkprQSJSBCJyzDJ9RJ3oMtlEVDLJMtlBx6y5uwD7pA8lBUWyg58pY3YQsl6Vo0XhUHyUxpj/+A3lg+i2CiaAslh92X03ADNfKhmoNkprS6JCCSQm2h5KRb3oMtlCTCPShIHVTkTdhCqdl0KBsNpN5XbjORQ+50D3fz0kPVrCAJKBUrBHs0JPCyjZNAXRbNtlByvH0h93GQzJRWi/RwuE0rW3YQGZ22UHK4TSjk46Akt4gtlGRPEq3dHTQ9oSwkM6U9TgaSmdJ2X8j6hanS1jtOtYt6g1qoPpdVIAFhIxl+UWZKqz96yErt6vFuocYeQ3JQHm7vH0gW88lOXbnSnm6lR0AyV1oFJxAW4rZQkp5Ld6C9Ip1SVlwC0gZ7aA4q8h5soRRISLLVHD34zcl7sIWSU+zL705kPJL8S2U1u7Z1krjn0a0IBEgW1lZsBFQeVlIOkrnSSo2erDmP3dZJPA/9vo0Gd99WZwSU5CuzdZKT6+LJFAHlDxTFQTJVWo0RUHb79cSvyzuwdZIj68TU76Aqb8HWSQ6s2V8yfzPWn/IWbJ1U/9BhpUVAzenBQGSidN89Z9XpcfuGiVaobmVFQNOb20KZhJ7soKtaxeHDKTUOzI+DZKJ8bJ3kjDo9Vk8EdKFbs28eF95i1URAMlFaMRFQITH+cRAqTFsnE1466bF1ktPp9FglEVBhz644SCZKqyN6cHF+bI80iEyUVkQEJBOl1RABpZ4vO21xKk2jbXWQEAg3NXMoLe/B1slEtJZMnfaK12dXYiGZKG9bJwWSh9Wqh4AyUkDzV+OHTlBxdpDMlPZuxpgdH77bQTJRWuEQkEyUj62TlyakWNkQUGMfNDsoj25FQ0AyUTZbJ18fD6sZApKJ0kqGgGSitIohoIveZftX0+EkN2pykMyU7nPA5r40WycvAqUvKxZ6SG2Q92DrJIfPV7NSoUc9V9TDxUJJvgpbJy9am7rVCQHJTGllQkAyU1qVEBDe/Jbgc/Asb8LWSXJDOvGFDhIG7r4yWpp6tXWSQ2d5D3bKu7Jm1to6edHQNKw6CCjTDW7/asz3stUGAQkPtNIgIHnSm62TnDbLm7B1EvchuVNsncSkSN6ErZOa5NOSrZPEAXW3z8pBc3qqgW48lV5bGwvJXGkVQUC41pqpC0geRasHujlodjv2IK1nKwYCkp9r9/9K5korBbo5ZyZ0sjqIQMBUHFTor08OSm5CvTHTkvfQbgfJVNmu7qDC0UJzkEyV92Uv2JgqrQIIqFsBMEAleuFxUCJxyP7NdCw9Vvtzq6FZt9IfIJkprfIHKL1GPxvSVLhUHgcNeRP37SCisUt3UEapbP9oOpX6KMVB8rPV/ABVZ1gAkuU9jMdBF8Fw9q8myTBbuQ9Q47SmOkhmyjGyg2SmfNz3ivE+vXQOalLQ0+0goeSldweRN2EK5c0xM9W0OKhhDZ8dJFOlqT4gZM2aeevG15DM5eGgaVZuoYL2uzpIZspx2QvSlNStvgdIZsrHFEogTa64HSQ/Z/dWaUhqVt4D1DkCKw6SmXLU5CCZKm97QXqR6lVuB3V5D/dwUK3yEDcHESZ5278aO6/cS3bQIPAqOUhuGivqAcryJoZ9E/IcCCvJ3UHCIMqoDmrI6YuDCIUayUGXWnZthPaj/vTbQU24lJ3xbkKeUu7NQTJTWi3PzTkzx4rZQfKz1fIA4VneHgddQswue0U6j6rV8gAJkS5X/VfQsvYK+LIBC/iyDHO4sRcL+LIiC/iyLQv4sjgL+LJDc7ixTgv4slkL+OfIFuBl3hbwZfTmcGMKF/BlIBfwZTYX8GVMF/BlYudwY3gX8GWOF/BlpBfwz3MvwMuez+HGyi/gy/Yv4MsiMODLTjDg6fQyxqQw4MvQMODL/DDgyygx4MtU0eHGgDHgy6wx4MvYMeDLBDLgyzDS4dtbMsDLhjLgy7Iy4MveMuDLCtPgzjYz4MtiM+DLjjPgy7oz4Mvm0+HGEjTg43fKcEajAV+mpAFfBqYON2anAV/GqAFfJqoBX4arAV/mrA43Rq4BX6avAf/8YQO8rGQDvmxnHW4sagO+7GwDvqxvA75scgO+LHUdbux3A76segO+bH0D/jkAB3iZBTvcGAsHfJkQB3wZFgd8mRsHfBkhO9yYJgd8GSwHfJkxB3wZNwf883h2sLGDDviyjg74spkO+LKkDviyr3b4droO8DLFDng9FBxnth3wZcxtcWviHfBl+B3werp7rJF4wJfpuMPvbVAe8P7LMpztecCXRXrAl526w431esCXTXvAl6V7wJf9e8CXVbzDja18wJcFfcAP/zQdiKUzvw/4OBBLZ6of8HIgls6s3+HG2D/g40AsXWBAwMuBWNocAgebyIKAjwOxdFEIAS8HYukiFhxu4hgCPg7E0sU8BLwciKWLj3D4TpoI8DgQSxdgEfByIJYuGMPhJkQj4OP0MteO5gh4ORBLF/lhcRsPEvBxIJYudiTg5UAsXZyJw030ScDHgVjaRJUAlwOxdEEtDjehLgEfJ2Jpw2ICXk7E0obQONwE1gR8nIilDcIJeDlMGTZex+Emiifg40QsbcRPwMuJWNroIIebmKGA9xOxtPFFAc8nYmlSkRxsApQC3k/E0gYzBTyfiKUNfHK4CYcKeD8RSxs6FfB8IpY2zMrhO/cqwP1ELG2cVsDziVjamC6Hm0ivgPcTsbRRYQHPJ2JpI8gsbuPKAt4PhNCGoAU8n4ilDVxz+L2j2wLeT8TSpMkFOJ+Ipc2xc7hJxAt4PxFLm9IX8HwiljY50OEmgzDg/UQsbS5iwPOBZdiYRoebwMeA9xOxtFmTAc8nYmnzLx1ugjQD3k/E0oZ7BjyfiOXvfWCySgPeTrTSpqcGPJ1opQ1uDfg40UobJhvwcqKVNt/W4SYoN+Dj9H2b6N6AlxOttGnCDje5xAEfJ1ppo5IDXk600qY0W9zmPQd8nGiliaAOcDnRSpuJ7XCTrR3wcaKVNu474OX8MulEK22UecDHiVbaDPWAlxOttLHuDjcB8QEfJ1ppQ+sDXk60sqmZ48/Ngz3diVYKPk60UvB2opWo7k+0Eun9iVaivz/RSvWyO9DKVj8D2h+8nGglMv0TrUSrf5gysLw70Uq1vTvQylZU8PYzZzY1KPqllej6T7SyIVQ40EoU/idaicz/RCsxyjvRSszyTrRS8H4oEW25Tvzg+UQraQs40UpM9U60stFCdqCVDTuXA62kfeBEK+khONFKGglOtBIDvhOtrPSc/RIDgfOJVtJucKKV9BycaCVGfSdaiVnfiVYKnk+0UvDrRCvpTzjRSpoUTrQSV78TraxYlf/SwUpT24FWVm3p+aWV2tBwep0VlvGD5xOtrDSC/tabShPcgVbS+3CildoAcaCVVQXgv7QSs8ATraw4oB9oZcXV+XT34FV7oJV0TJxoJa6CJ1pZkcv+soyKXPBAM2isONFKuitOtJIWixOtVAPCA62s6GsPc0ZFYHiglVXVVb+0koaME62s6uv5SysxK/yFyolYYlh4IpYVJdaBWFaUKAdiSQvHqUqoqeGBWFb1afsllpgbnohlwVDnQCwLTiGHr5ymj8M3rv6HB2KJB+KJWBaMqg7EsuC9c+AG9IeciCVNIidiSafIiVhimHgiloK3E7Es41Mj/uDp8JzTVHIilvgqnogl3oonYil4ORHLQgzWgVjSgXJ6GYwbDsQSC8YTsSztM/L+wdOJWNKsciKWdKyciCVtKydiiV/jiVgW+nwPxLLQ5XgglnS3nG4eIoMOxBJbxxOxxNrxRCwLfvUHYllw4T4Qy6JdYb/EUntiDsSyaGbKL7EsKKIPxLIgBz0QS1pnDlMG7TMnYqk9NAdiWbSD4JdYFhTUB2IpeDsRS8HziVgKfp2IpXbdHIglrTcnYkn/zYlY5md2Mf3A14lY5pv0jl9iSZfOiViqD+WBWOJFeSKW+FGeiGVGoHcglhkv5AOxzOrv+kss1bTyQCwxrjxQg4yk9UAsM4K+A7GkBehELOkDOhFLmoFOxDKrZ98vscz4kB2IpeD1RCzpGToRSxqHTsQSM8wDIcQP80QsM65lB2KZ6+c0+oNfJ2JJo9GJWKpx5m+9yVgBHogl4ZknYkk/0olY0pR0IpZ0Jp2IJR6bJ2KpSZunu4f4wAOxpIPpRCxpYzoRS7w4DywjL/uDH/w6EcusSYO/xJKOpxOx1L6nA7HEt/NELAnvPBFLTfA8EEvao07Ekh6pE7GkUSpCwpxOxJJ+qROxxObzRCwJ+zwRy3R/GvCAkzN1IJb0Vp2IJQ1WJ2KJJ+iJWBIMeiKWCUXm7zeufVgHYpm0CeWXWGIdeiKWaeUhBBxF5oFYJhoXD8RSO7cOxJL2rROxxGb09KAn1Sz/EksSRw/POU1eJ2JJp9eJWKod6YERYkl6IpYEk56IZcI+/vgy5UQsU/kc0wKOIvNALHEvPRFLQkxPxDLhNH8glrSRnYglvWQnYqkupwdimdS88ZdYknh6unmEOZ2IJW1nJ2JJ79mJWOKIeiKWmox6IJbp+lpHPX6py9cvsaRP7UQscU49EUvcU0/EkhTVw5RxYYp3IJb0tJ2IJeLxE7FEPH4iltf9ZbcFXJjTiVjiuHoiliSvnojlhSLzQCxphzsRS3riDkVCw1kPxPLSwMlfYklI64lY0jp3Ipb0z52IJU10J2KpSa4HYnlpt/Uvsbza59gccI0R+yWWNNwdqAF+rydiiefriVgS/HoilheKzAOx1N68A7GkQe9ELDGHPRFLAmJPxJKQ2BOxpJHvRCzp5jsQwkubmX6JJT6yJ2JJmOzxdVBkHogljX8nYqndf7/1BrvZE7HEcvZELMmdPRHLC0XmgVhe6nj+SyxpFzwQS7xpD7ySdNoDrSSi9sAq6Sg8kEq6Cn8JBo2FB0qpLra/jJIQ2wOhfBBi/vJJmg8PdJIGxAObxOz2QCbV8faXSz7q9vlDJVGLH5gkYvEf5NSpQ6/igUbSr3hgkXjjHkgk/rgHDvm0Y5PO0449Ok87tujQ3HjgjxqZe/h266k/h9zcA3mk/fHAHWmBPFBH2iAPzFFzdX+JI9G6B974lGNjDp2SB9ZIt+SBNGLMe+CMmPP+PsFPPvbkPOnYkkNT5YHo0Vh5oItY+B7Yoob0/r7GdezGofXyQBW1/fKXKdKCeSCKuP0eeCJRvgeaeD/HPhy6NA8k8e3U/OGImAIfKCLGwL83CXm/B4J438cOHBo6D/SQps4DO8Q/+EAOyQQ+cENigQ/UkL7PAzOk9/NADOn/PPBCrIZ/ZwGCgw+s8O7Htht03wdOeLdj0w2q7wMjpF30QAhpGT3wQdyJD3SQlOEDG7zrsd2GrtLfKf41MP6hgpgYH5ggRsYHIkgU8YEH3uXYaEP/6YEFqtnxLwnE8PjAAUkrPlBAAosPDJA+1d8aTqvqgf+pLfIv/cMc+cD+yDQ+kL87Hbtr6Gg9UD/5r1NvzX0dW2vu69hZc1/Hxpr7OvXVjOfYVoPV8oHzYbd8oHxvNvIP4yMf+UD4xn3qqBn3saEGU+ZDrcCY+UD2SFA+cL0xjs00Ap96afBuPtwl+DcfmB4mzgemR87ygemNfmqjGf3YRTP6sYkGq+cD0yOL+cD0iGM+ML3Rjg00ox37ZxBwH5ge+u0D00O+fWB6qLd/kFPrDKnNB6Y3yrFxZiCI/GV6GEgfmB4m0gemR7DzgemNfOyZGfnYMqM+04dvN58aZrCbPjA94p8PTG+kY7fMSMdmGXWk/mV6uFIfmB4R0QemR0r0gemN69gnM65jm8zrXh2fXgysD0yPIOkD0+vPsUWmP8cOGTyuD0xPfa5/X+M+tseQNn1gev0+Nsf0ceyNwQ37wPTUEvuX6ZFIfWB6hFIfmF7vx7aY3o9dMThn/94kmGcfmJ7mVv8yvd6OHTG9HRti8Nc+MD08tg9MD5/tA9N7461/mF6vx16YXo+tMHhx/84C2HEfmB4B2AempxnYv0wPJfaB6SHEPjC9Xo49MD0fW2Cw7z4wPSy8D0yv52P/C3nZv1N8T8ful56OzS8YfR+YHm7fB6ZHpPaB6fXr2PjSr2PfC4bgB6aHKfiB6WEMfmB6BG//1nBBTy0vAp86XvAOPzA9/MMPTI9o7gPTI577wPQEPjW7tPvY64LN+IHpYTV+YHokeP+StDaOfS5tHNtcMCM/MD01JP9leriSH5geMd+/paL1Y4dL68cGF3zLD0xve5dH+NTdQhj4gekJfOptafXY2oLF+YHpYXN+YHrkhf9ygVaPbS2tHLtaMEI/MD3c0A9MD0f0A9MjVPwwDbR8bGhBU31gekiqD0wPRfWB6f3ckOnYy4J7+oHnkT1+4HktHRtZ2nXsY8Fg/cDzdjh5hE9NLESUH3hefY4tLPU5dbDgxX7geZpg/svzSDE/8Lx6H7tX6n1sXsGy/cDzsG0/8Dys2w88j6zzA8+r49i3UsepbQVz9wPPw+H9wPOIQz/wPBLRDzyv9mPHSu2nhhV84A88r7Zjuwqh6QeeV9uxWaW2Y68KdvEHnodl/IHnYRt/4Hlkqx94Xq3HNhWBD10qOMsfeB7u8geeR/r6gecRwH7gebUcG1RqPvanYEJ/4HlqRf/L88hoP/C8mo+9KTWdWlMwqz/wPAzrDzzvNa3/4XkIow88D130geeR537geQKfelLqdWxJweD+wPMwuT/wvPKc+lEIfT/wPIFP3SjlOTaj4IV/4HkaCv/L88iFP/A8suEPPK/cxz6UMo5tKNjmH3ieZsf/VHDS4w88r4xjC0rpxw4UzPUPPA+D/QPPewPmf3geGfMHnlfasfmktGPvCUb8B56HGf8vRdMY+l+eRxL9geeVemw7KfXYdYJl/4HnYdv/Wyo0q/6X55Vy7Dgp5dhwgrH/gefh7n/geTj8H3geifYHnlfysdek5GOrCSEAB55HEMAvFyD0/sDzyL0/8LySjl0mJR2bTIgLOPA8IgMOPK9cxw4TJM4HnleuY38JAucDz0Pf/IOcmktIFziZLN7H1pJ8HztLMnrBg8PifewrIYTg5K84jl0lhBGc3BXHsackj1NLSR7HjhKNKzg4K/ZjP0nux3aS3I/dJLkfm0lyO/aSaLTBwVOxHTtJcjs2kuR26iPJ9dhGQgDCyU6xHptICEI4mSnWYwtJLqcOklyODSRkJZyMFMuxfSSXY/dIzsfmkZyPvSM5H1tHiFU4WSjmY+NITse+EYFPN0k6do2QvnByT0zHnhFSGA5ML1/HjhGBTw0j+Tr2i5DUcPRNPHeLPOdmkefYK/KcW0Wec6fIfW4Uuc99Ive5TeQ+d4nc5yaRce4RGecWkXHuEBnHBpFx7g/p5/aQfu4O6efmkH7uDenn1pB27gxp58aQdu4Laee2kHbsCqnnppB67gmp55aQeu4IqeeGkHLuBynndpBy7gYp52aQ8i96Qc6tIP+iE+RfNIL8iz6QcxtIOneBpGMTSDr3gKRzC0g6d4Bc5waQ69z/cZ3bP65z98d1bP54jq0fz7Hx4zm1fTzHpo/n2PJxHxs+7mO7x31s9riPrR73sdFjHNs8xrHJYxxbPIY2ePzPf/75H//817//+7dHChHJjGbtar7705CZqttv//uP//733/7+z99/+s/579//31/6w4pXpr1L+F/6x/7w9x//LsP/6+/6+y/hn/2Ff/aPjeHhwv97B/W879JE+Wxgxv1sYEYCTWDHBm1gRgtt4E0f2j/PgKIPWCFGG5hBRxuYYUgbmIFJH7BClTbw5i7tn2c00wZmfNMHrIinDcwYqA3MqKgNvGlS388rcGoD5Q2l2sAMrtrADLf6gBWAtYEZkrWBGaS1gRm29QErkGsDM7RrAzPYawMz/GsDbz7Y9/OKENvAjBnbwDzg28CMK/uAFWm2gRl7toEZjbaBGZ/2AStibQMzhm0DM6ptAzPObQIr8W3/PEPhNjCD4zYww+U+YAXQbWCG1G1gBtltYIbdfcAKxNvADM3bwAzW28AM3/uAFdC3gZfc7J9nzN8GZhTgB6y4wA3MSMENzNjBDcxowg3M+MIPWBGHG5gxiBuYUYkbmHGKH7AiFzfwpjLun2dw4wZmuOMHrADIDcyQyA3MIMkNzLDJD1iBlBuYoZUbmMGWG5gyuw9YAZkbmCGaG3hzNvfPM4pzAjuucwMz0nMDM/ZzAzMa9AO+9ND9c3kDRjcwQ0g3MINKP2CFmW5gBp5uYIaibkBjU78fV7DqBmb46gZmQOsGZojrBmbQ6wd8WbD757m/uIEZKbuBGTv7ASuadgMzvnYDM+J2AzMG9wNWVO4GZpzuBmbk7gZmLO8HrOjeDbzpvvvnGQC8gRkS/AErSHgDM2x4AzOQeAMztPgDVrDxBmb48QZmQPIGZojyBHbQ8gZmGPMGmuUTO9L5A1bs8wZmNPQGZnz0BmbE9AZmDPUHrKjqDcw46w3MyOsNzFjsD1jR2RuY8dobeBO4988zpPsDVpD3BmbY9wZmIPgGZmj4B6xg8Q3M8PENzEP+DcwQ8w9YQecbmGHoG5iB6Rt4M9W/n1fs+gZmNPsGZnz7BmbE+wesGPgNzKj4Dcw4+Q3MyPkPWLH0G5jR9RuY8fYbGOz5rqt03b7dkzeaGQhrNoDMT3WXGfwP5aq7zKhRYku7zPTV2b6BKrR/mJ+HXHRXGSwehdXsKqNekDKZVgPIt5rNG0XG3dKuMthTpvHsKoOPpVy1mJ9RJOwqI4BMT63YfyHTU9lVBtWXXHVXGcRho127yuDmKVet5mep82NXGaRq8PtiAJmeqvkVbSUqu8rgWCorgF1lsDaVq+4qgxJPrrpnDgR7ctldZ/qyqf8A5DlCfJoBZHoqu86ozjCnXWfQI8pl90VoARt3t0CWq+46gzryEhJcDSDTU911BrHlLYR7X+Rhekq7zuCuO+qz6wzaT7nsrjOvRLTvOoPfr1x21xmMgeWW3XUGB2G57K4zKFuLYecqgK3PrjN4Gifa8g3Q5aqbn6LHlbKz6wyyXbnqrjMq79WDhg3I9HTtOqMGz/XedQa1sVx21xlUyf0yixM8p+Wyu85gTi2rvV1nMLGWyzbzs0xP1+anAjS56q4zyLLlqrvOIN/uJG8ZQKanaj4wtA2kohkA/cyuM6jOSzI1AXW6XHbXGTUjJ03QADI9tV1n0MpfyFwNkO3SFum9LHiGBWQ99Ow6gzP7e2zyATQ4EvdqAJme6q4zeMVfRPEaQOYns7DHfV4uu6cO+hwKK1UDyB06dp0Z2rje9ix4I4AW+vkYQCaobH+W+SntOnPj8wgvXoCmJd27zhAOMGB6BpD5yRAq7VHZ0wJhBWwEJAPIVJR2lSH+4KbcGeCWi+4qo/03TN8GkOmp7SpDdINu6+2fZXbKu8rQNVR5ugyQb3sTEzohL7oJKukUgy9lAY3paT8XtER1rmIAmZ3SrjK0WMlVd5WhFUs+4V1lbpSHaewqQ5zHkHXbYwCZnfb0Tv8Y+yb7TxtMTmYhQhJJbc+uMkSWyFV3laHtrcgafv9pN7OT+QrY7htlVxnCVvhDigHk9rx2laGn7z3P2kCRP3VXGYJi5Kq7ypAoI1fdBYBWRLnsrjK0LMpl9+1EyI1cdlcZwnDksrvKkJojl91VhkZLuWwyP8vkVB1ws9G0/jbyfvqV9rRBd6hcdVcZukhru3eVodtUrrqrDFlFwmF2lSHUSC67ZxaaX/nmqwFkckq7ypCzdOVnV5lHjZPuXWUIbrrt26if3H4DMjmVXWWIkpKr7ipD5lS/rl1laEiWq+4q86gmbewqQ4Mz5zjJADI51V1lyNViZ64aAFeNXWUeNf8z+6Xaui2E4TGA0Ilhf0Nu4r6rDCFjctVdZUgjk6vuKqON6SPtKkMDu1x1Vxny0eSqu8oQpFZpSjaATE9tVxna7uWyq8qki/78UfMiqIrM00aDyLr+WYVGkds8xwKQ99T6cIhMUm3VGkUaG5rNIjJN5WwunpmnrlVuFJFC+uTHInQKrIKjiDyLvRSLyGNeb/OHIn1JpXSLyHSV7mERma+u8ljkMXuuAuA4Lzd+tohMWe0pFpH5qdZmEZm08mMu1Zi1Ur0tUpP7B52JMFlk9sIuBCFma61aRCauenWLyMyV27CITF3pMn8U7b67MCpQcA3IFpHbt/dqEZm9WjJ/5c30VfqwiMxfOd0WkRnscv/kZs/a/J0P3ZxjFIsUuXiuFpFJrI5uEZnFSt6vzDEVNjaPReSru0qySKOYZIsMuXrZ1+KE7crtbhaRuayWYZEpDzSITGfJvYy87POYi2c6Eu9aLCIFoT/VIjKjtdotIlNaecyl6MK7c30sIpNaupJFOhv/2SKPXP0y10Ia8vTWLCITWzNfV1KFW2m3ReiAMZdCq5uu7pBCRS4W6amP3iwiU1lP5g+lJZxuCovIBFfSYxGZ4dJIFpEp7srmDx2fr41BpKqO3Cwij3AbwyIyxVUz7yBFqC3fFpBvPJVskcbhSbGI3Ml3MZfSA81+d4vIFNfKbRGZ4oqZd5BvyMVrsohMcdezr57Vg+Wp1SJCs4d5slGeyNXrsIhMcfXZ18J978rmLWdN/8tXtog8NVcrFpEF83OZ3xL6LBdv3SKy3O3XbZHZz2MQmeVK2n+o6ofkKS0WKRxBVYv0IkSgW+SWq5sZFeWTECNTxlQi9Zi5HDdIeQfDITLLJVPGOJiDGjaLFLm4KWMczcnyxpSxrEkr9vNCyipMJVlEZrlc3L+RWe4yVYzjObm4qWLYexYpmMMiedBVapFmyKsCMskV+5dz8J2TqWL4mL4KB4PUW7jUsMiQi5sqxjndsG+PQ32ZMZJF5PsupowJInNcMmUsE5DWLlPGivpa36aMIcWUa5syxmkdx4zJIjLHVVPHOK9rTzZ1DBWpXN3UMeSmtT6mjnFkJ1c3dQyv3nLZf5KZ45qZB9HJyl1r6hindnJxU8eKhjRcpo4VFdE9Zprh5O4ew9Qx1QKrimMhlTmumjqGp7Jc3dQxTu/ak0wdQ8UsVzd1TOXO9TZ1jAM8VEgWaBzVJovIHFdNHUOnnXp+mkVkjkumjuF9LZOYqWO4ZMvFzX3KOZ5c3NQxtOisobJFZI6rpo5h8i1XN3WMszy5uqljqOjl6qaOIbeXqycLdFnu9mwRuXGbqWPqey6ksllkipINInPcZeoYZuxycVPHqiYFDlPH1OB9dFPHqmp3qvkqONcbpZg6RndFMnoHRWSOu0wdw8Ve6tJtAWGrw9QxDvdYhxaLFNQqzSIyx2VTx9SuvydTxzjia7flz7S+XOaATpEmS1oz83DKd49m6hi5BAVRvEVkksumjtHdI8syU8c46pOrm7fcPtMsg2Q0A8UiMsm1y/2WTHLF1DGO+4bZIRVEzSXMfMV5HyZYySJyIw9TxmjRYjFv/k7MUUc1ZaxqwFgxZYxTP2GWpozRXJa6/atuvJ/u4ZB6pWHKGIEg1axRFZHfqYZB0z+HI+NtkWK2GxToqT3mseHwTy5uyhiNf8guqkVkvmimTuxWQoPIJJdNGeMIcJTLASW5As4ZoLyOIdBNsxy6KWME1MiTbsoYx4D3KKaMNeTG5hPlGHCUy5QxGkHl2qaMcRDY7mHKmEb2uNuCcB+5tpl2OAy8/V9VmeKSKWMcB8o/MWVMs4nabcpYU834MGWMNt2L1kCLyMWrKWOcCd4ju3/ycCVz8eWca5AqFzfTDseC8m5MGSNDSi5uyhhpU1IjTBnjaBBxTbKITHGXKWMcDsrVTRkjLSu1YcoYx4NydVPGaBMXemjmOPrJa7UvQ4vWSIY+kwomFzdljCPCke0MQiO8XNyUMQ4JZW1oyhihZljKPBaR2ayYMsZBIV/WvjrN/nJ1U8Y4KpSrmzJGfJtc3ZSxvgJyF0KmSTLzK3YGCJSyRWSKS+YpJqYuP48pY5wYysVNGes0RLduyhiHhnJxU8bU2yEVU8YwgWDn0FydxONxmTJGup9c3fBnTg7lrjRl7LWv6KaMcXjYbvPMEk4oFzdljBhDbvdiEZnjLlPG1KHjuU0Z4wBx5GHKGCmMyX3InTmu2k95MMdlU8XwIHm7IQwit+ljqhhxk3JxU8U4Rxy5myqGfYpcvFlA5rhqZifCMtl8NRfHLKomU8W6dio+hkBjECMXN1WM08Rh9wIJBZVrmyqm8aF3MVUMZxsmjGoRmeQu/zqPXNxUMeJPZVIxVYxDxWFvU8x7ZFEwHPKgkzOX0pb5ZKoYMa9ycTOlcbB499tUMfyJ3IzGyeLIzVQxUmrl4sX9m87+dbWIzHHJVDEsmGp5TBXjfFEubqoYfk756YY/DzXYbaaMjaatHaaMccYoVzdlDCuqK12mjOFZJVc3jwTHjHd3Pxe5tiljQzukmiljeG0hNTTXHkxx2ZQxkpgvJlWLyKf1mDLGYSMlwVxL7m25uiljHDeOXE0ZI3L6bWoxiExxyZQxnNCudJky9lqm3e6fVLm4mXbI1pYFif3SH6a4asrYfTHFZVPGOHaUi5sydl9qPWjK2I3BZblNGePo8e7dlDH87OTqpv5w+Ci1z5QxMtDl6qaM3erheRn6jBPfdZn7Asc+imq2iMxm3ZQxwt4z3V0WkSmumDKG2WBqyZQxziHl4qaMkVX/du4YpMjVTRnjKFKubsoYfopydUOfOYyUq5sydmNlJN/7Y5HWbnspubk56jGX6vRaDFPGOJG8ezNl7FazpmrKGGeScl+Yh+IeTHLJlDGOJdt4TBnDPhNeUiwyaummjHEyKVc3Zey+meSKKWMcTsrVTRnDIjQ1MwlzOoks1/yhqPOvYcrYjUC/dFPGOKB825MMIpNcMWWMI8qRzd/5oNFvlyljnFFyXFYs8sjFTRlTm1dZU3aLyCRXTRl7yPuQyz8WkUnOPNePph1dpoxxVAmxqxbpcvHL/ZbMcc2UMU4r5eLmE8SDN1s6oV69OZky9qDYr48pYxxYysVNGcM9+KLD3SIyyTVTxtSOuBdTxh5ccJ5sCPSzOrAM0jhyrBYZbQxTxx60+0LDhkXybheZiHzjpkYJMPCuShaRSe6y/2bQHn2bOsbxpVzc1LEHCb9M77dFZJKrpo5xhCmPo6ljmGbLz6aOcYiJPLxaRP7FbeoYx5hNiMCwSMUg8bZIt+Sdc0y59q5j+IzLHLelGYoUTm2bRWSxvcUZikyH0IWg57+2PEMR+btLTxaROW4rNBSROe7adUxt3uXqqVmkpLpFGorIjbxVGorc5mA5qUm9XDxni8gct4UaijQU9s0iY6Qt1Uhqsi8Xz7dFZI7bYg1FGsufZBGZ48w5L4jMcVuwkTRNQJZId7dIHWlLNhQZqfb7schjmgCShiFcV3myRaZpgkFkjrueZpEn31u4kchsSCON57aIsHCz+635EM2I9xSRSa40cy3E/mWrNxSRSe5q3SI931u/oYgsrEYz10LwX+3Ng/+iLCCzRWSSM5sqIDLJbRFHIvFDJrmt4khvNojRTyjS5OLZAjd9FPviHGW2sbsLFJFJbis5FJFJLuVuEZmVt5YjkbcyXf0Nkkey7wb1f91yDkXkftt6jkRcjMxx5qQJRL7xLYdVpN5tSzoUkRvZ3LicZI60NR2J+BssIJ5iEfkktqpDEZnj0tMtInOcffySetNvYYciVS7eLCBTnNl900ghubi5uTnJbGOLOxSRKS61YRGZ4ra8Q5H7bubBIjop31vfoUhBI1IsMk3ODCJznFnVafSTXNzMO4RE1WwUHhonJRfPySKy+un2/qIzQBhrtYjMccV+PLiQCuMZFpE5zkg8NF2rmqWzxnDdzSg8QFq2pQ5E5ri6+fMbDlaNwkNjxOT2v2+LyBxnFB4g8kDcT7LIczcj8XhT0OhStojMcUbiASKAkXiAyBxnJB6a4hZ/WM2iC1lNpQtZzacTMU2qC1nNrAtZTa8LWc2xC1lNtBMxzbYLWU25C/l6dxewWnwXslqBJ2J7hje0uos3tPqQN7Q6lje0eps/yHRBb2j1S29odVZv6GvB3sjq1f4g09W9odX/vaHVKb6h1VO+oTv8nulS39DqZ9/Q6nzf0OqR39Dqpv8g03e/odWhv6HVy7+h1fW/oeUP8EHbSGAjy3FgQ8ubYEPLxWBDy+/gg4wzwoaWh8KGltvChpYvw4aWg8MHGa+HDWX/JFn3iA0tn4kNLUeKDzLeFRtaLhcbWn4YG1rOGRtaHhsfZNw4NrR8Ozb0GXxsZDmBbGh5hkzIuotsaPmQbGg5lmxoeZtsaLmgfJDxS9nQclbZ0PJg2dBn1rKR5eryQcb/ZUPLKWZDy1NmQ8t9ZkPLp+aDjKPNhpb3zYaWS86Glp/Ohj7jnQ8xDj0bWl4+G1quPxta/kAbWk5CH7QthzayvIk21MK8aP2ONrSckT7IeChtaLktbajFb9E4OG1oeT19kHGF2lDxBcr6TG1oOVJtaHlXfZBxudrQ8sPa0HLO2tDy2NrQcuP6IOPbtaHl8LUh/w/uwBCsq9iGcuAI1qlsQz2wBOt+9kHGJ21DORAF6722oR6ogrFz+xDj+7ahHNiC9ZLbUA9swfrTfZBxsttQDmzBuuNtqAe2YB33Pmhb820kB7Zg3f421ANbsA6CH2S8BjeUw+8Z98IN9cAWrCPiBxnvxA3lwBasH+OGemAL1uPxg4wb5IZyYAvGYHIjPbAF61n5QcbdckM5sAXrmLmhHtiCdeH8IOPXuaEc2IL1AN1QD0+UcRWdkPUf3VAObMF6mm6oB7ZgfVI/yDiqbqgEtmBdWjc0Alswxq8fYhxiN1QCW7CusxsagS1YJ9sPMp63GyqBLVgf3Q2NwBasN+8HbRPfjZTAFqwv8IZGYAvWa/iDjCvxhkpgC9bpeEMjsAXrnvxBxmd5Q8UXfevcvKER2IJ1g/4g4xu9oRLYgrGi3sgIbMG6W3+Q8cHeUAlswXprb2gEtmD9uj/IOHtvqAS2YN3CNzR8jbL+4xOyTuUbKoEtWPfzDY3AFqyj+gcZ7/UNlcAWrJ/7hkZgC7YOWP/4DdXAFawn/YbuwBWsz/2GcuAK1jt/Qz1wBevH/0HGuX9DOXwNJgtgQz1wBZsv8EEmiWBDOXAFm26woR64gk1M+CCTrbChHLiCiWvYSA9cwSZAfJDJithQDlzB5k9sqP/83h24gs2+2FAOXMHmaWyoB65gMzo+yKR5bCgHrmATQjbUA1cwoSMTsekkG8qBK9jEkw31wBVsisoHmbyVDeXAFWyGy4Z64Ao2F+aDdoDMRnLgCjaTZkM9cAWbc/NBJhFnQyVwBZuys6ERuIJN7vkgk/GzoeInNpsatKERuIJNIvogk1m0oRK4gs1B2tAIXMFmK32QSWHaUAlcwQQ7bWQErmCzoj7IpEptqASuYJOqNjQCV7DpVx9kcrI2VAJXsNlbGxq+5Ns0rw8yuV8bKoEr2CyxDY3AFUw82URsjtmGSuAKNhttQyNwBZu39kEmmW1DJXAFm/a2oRG4gk2Q+6AdNbeREriCTa/b0AhcwSbifZDJzttQCVzB5vFtaASuYDP+PsikAW6oup96PHswCYQfZLIKN5QDW7D5hxvqgS3YTMUPMumLG8qBLdhExw318EWYjMgPMmmSG8qBLdiEyg31wBZs6uUHmXzMDeXAFmzm5oZ6YAsmxvNDTN7nhnJgCzZDdEM9sAWbSzqheweYbiQHtnCbTNQN9cAWbpOz+kEmkXVDObAFm/K6oR7Ygk2O/SCTMbuh8CXa1NoN9cAWbBLuB5nM3A3lwBZsDu+GemALNtv3g0wK8IZyYAsmWHgjPbAFm1X8QSbVeEM5sAWblLyhEdiCTV/+IJPTvKES2ILNft7Q8FObTZP+IJM7vaES2ILNst7QCGzB5mN/kEnS3lAJbMGmc29oBLZgAr8/xCSDb6gEtmDTxjc0AluwCeYTslnnGyqBLdj89A2NwBZsJvsH7fD2jZTAFmwe/IZG+/nFJ7AFm0a/oTAt2nz7DY3AFh4M+DxbeHAz82wBDWBgC6oC9GwB25LAFp7yWSJtCHs+zxbQBga2gDgwHJQjDgxH5einPFt4VGPi2MKDdZ9nC48aoTm2gGYwsAXsTgJbwPAksAWBSmALArXAFgSyP42vdc5CObAFNULxbAErlMAWcEMJbOHBPs2zhQcrKs8WEBhGwQKqhqBYuNVP0H0T6Br8FyGlNIoWpJQGtoDuMLAFpIc/qoXrk0M5LP/oFmhZDsIFRIlRuYAsMUoXcFiJ2gU8VoJ44aJVP6gXcBKP8gUUi1G/gGYxChiwX4kKhguXip9f7VHDgJgxihjQM0YVA4rGKGPAmyXqGATrUcgg2B2VDGgdo5QBtWPUMmDcEsUMWLfEL1e7M7yc4WqfpYTDchQ0qBQyKBowdomShou2pKBpuOjdCKIGVJJR1XCpCNjLGlQpGXQN2L4EYcMlD3VUNlzoH4K0AQll1DYgooziBixhorrhur+mAYeVqG/AGCYKHC50EEHhcCGECBIHRJZB44DMMoocMI0J7AJsBHoB9gR+gZYyBYLxSjA9w1ARZqAYYCNwDLAnkAx0limwDNVn+gKlAs3AM1SiGYgG2BOYhvyfcBRPNcBK4BpgLZANsBHYRlIzGk83kGOmwDfASiAcYIE4qLQzUA5VdwbOkdSpJv4uGgnPOsBaoB2q+4yyMKnKgXio9PNHGYZQwlMPsBa4B9gI5ENVoYF9qC50xG8XtYTnH2AtEBCwERgI2OMLn2pGAwdR1WggIWAtsBCwEWgI2BN4iOpJAxFRRWlgIqopDVQEbAQuAvYEMoJqNPsfo3ASLEonX7GpJyQqNw2MRBWngZIkTbDwnAQsiijBoozy1aJ6WqJq1MBLwIKYEijKKcF+BJU5/yoqVaga6hdS1UhOsN2J5IQgjEhOcvmVVfK/kZzk8iuszOVHWZnLQVpZD9rKehBX1oO6sh7klfVHX4ljTyQnpGlEcpLbr8Qyt1+NZW6/IkvsfCI5IW0jkhMCNyI5yf1XaJn7r9ISq5/45Y5frWUev2LLPH7Vlnn8yi2xAYrkBCOgSE7UCiiQEzI7IjnJ96/mMj+/oktsguLj9/zKLtFGRXKiqR6BnCCRiuQEjVQkJ+X61V6W61d8Wa5f9aUmfwRyQvhHJCfkf4TJsaRfBWZJPxLMVPKPBjNpNkggJyX/qDDBogwTLOowEw5EkZzgQRTJCS5EkZwQIRLKVyk/YsxU6o8aEyzKMcGiHhMsCjLBoiJTXuhHkgkWNZlgUZQJFlWZYEGWKbzpR5cJFoWZYFGZCRalmWBRm5nKiOJMoKjOBIvyTLCozwSLAs1EjEkkJySZRHJS7h+NJlgUaYJFlWZSW6RATkg6CdWvPD9CTbCo1ASLUs1Urx+tZlLPpEBOCEOJ5ESwKNcEi3rNhLIqkhOkVZGc4Kjkf4yazYSjUiQnJKZEclLzj2wzaTBYmB3VaymQE9yWIjkhUyWSE2JVIjmp5Ue8CRa/HYyYIjnBiimSE2JXIjmp9UfBCRYlnAmXpkhOavsRcSaNZQnkhGSWSE5q+9FxptqjkBMoKjnBopQzaXBLYBi1/4g5Ux0/ak6wHH91/Og5waKgEywqOlO9fySdYFHTCRZFnWBR1QkWZZ2J+JefLpDnR9gJVuOX+/xIO8GitjORDvPTCnL9qDvBorwTLOo7waLAM+EdFckJCTKRnLT0o/EECyJPoKjyTPhKRXKCJCuSEzRZkZwgyorkhKSZSE5a+dF6gkWxZ1LnqUBO8J6K5AT3qTA5EkYTyUmrP4pPsCj5TGpLFcgJxlSRnBBWE8kJeTWRnLT2o/sEi8JPsKj8TK1H6SdQ1H6CRfEnWFR/gkX5Z8LSKpITTK0iOSHyJpKTNn4koGBRA5ra/SMCBQsqUKAoAwWLOlCwKARN7flRgoJFKShY0IImzcwJ5KQ9P2pQ4TQ/clCwqAcFi4JQsKgITZqrE77dnn40oWBRFAoWVaFgQRYKFHWhSaN3Ajnp+UcZChaloWBRGwoWxaGJaJ5ITlByRXKClCuSE7RckZz476H+SETBokYULIpEwaJKVL7TH5koWNSJgkWhKFhUioJFqWgi4SdSk96jWBQoqkXBolwULOpFEwFAkZqQARSpSR8/klGwqBkFi6LRhLNXpCaEBEVq0u+oGwWKwlGwqBxN6voV+EVXA4J7P1GcgMtkHP/xalbWV376+ryRGt5Es8RLroZnfX8DW+lvoBN5Un/e+Gqa1j+yEUWwBtqFW1P461ff9ftJadTWGugkScWPEJqtmQjx815N3TqQr/7dn0jBpJCPn29tNYbrwKW2DnOA9d3Tfr771Vye1OotP1+t1RgPuFa8g1aDOgOl16utt4vdWUk/9+Fqcmcg4co9v0BIT+HRj3fzapTn1n9yLx+vRMnzYAwQn4nVbM/AIF5r9dzXQrX8ebJWw74+hvfdv0KEo1Yixi8+n1/Pvz7Kfc5Y6mlORk94wrdngM4GTcPh5sCQP6iMOE1s34H0RoZdk28xIDfY1eJko94FUgZLnJm2qcE7UPJ8ZvA/eEhxiPPbNkZgQG7bMmdzPBS6FJonzpLbXIEBudU+ApF4gqSQjDjXboMGJuan9b7wiuNOixP29nhgYPDMrN9IPO8lTvvbJyKpsvd+ZkHjEGBgfxtqx7aaSCoOvtJ8+jhJINzqjhVo21UwcOG01r4B+fz4br4Ctr0uKHN3z3VyNgZ46Eusf9svI2mcHQZ638DFbZNiFV2WG+CVqOQF473/xEq8TTsYkEfxnosTBvJdddZ09VyNP8jsiMV/O4LowFa+c0h0X11vJkchtquIDnTNi9SB9t4PP0RkO5PoQH0+Zs2BVcH3LrCZbW6iA3ijLI8Tkv7yiJxo+aMonni8PpzPQydNR6y2xQoDTMTfjawxa49+35adbZcWcEIt9oC8j6tEhreNXhiQz/6ai1kMDpJmXQeeuM1iGMhlzxFVN5h6j2xzG84wILWifHdthfhmnTIdZ92mNUpwSXrZAzWVK0Xmu3xvlCWPp/eNc8En0mcsI54is0fk2ttT5x247mv9hszF8gH9Bca+fXl0QB6FuVrAvEI+UlnPB96/vX10IFP/3oGsOt36s3rY/kA6IOVhFioOox+80f0KZDsMgVe0JuUbKDK/MWf6ZcwyKUralNJbW1dO9cGULKyFts8RA9e3HcHJOm72P+up7ZTEANsIc/uHgUuLs1+UbbOlpJ7Fz/PNXbih3le949JuGzbpMvDBXeobkA8spR7Wh9vzSdeSUhOfPaBe7HGRuX2jdEXa1Nr/G7gQRMWlKqqHO5efZe2ypFKcnoX04fK1FHiPXxtvVysdwGr5wxOO4T0usLcxFgNS3u65daMijktrsF+mb3MtBoRTXHNNf6mFYnt+FvvboIuB+81QmAO1Z/KEw5bBNvlK2vR1lUkqLxI91XA7bDwsnzDwikHfwjFuY970uxfbaoyBfOWPUyKaedQo02+BbLcy3S5hemzfgFaLGvdRtuOZbrr0Oqvk9TKJD9+bMds0TXdusLZf10Y9o9+329LZxmvv/g9V6Bsgzxd64zeG0B0NbNPjLtJ2ddOB624LrwSot7gVtY3hGLiJo16XyCTQjLihtc3lGOjyonNCwIdOCvl8KbMttg3qGICtz0n7Qr7RcGoMm2vb5C6pEbx8UmtApoGsd6HbottGeUnbKmv9vj/tceL3/T7f9trTPUH5IvcrEVICD/CbhcuuTzcWRx/fnYBjz1PgP37HcTv+6fZk0+zhOSDTbqlx23KbBuoep8xrc6nHAKlxP5uf23hQd0rzVeb2+6X9KVXvQreFus0LGZD5eE7Cikud7HEfFv9D5rgnbtpuY0QdEB6U1ku10t6b0G39bnNFHejl3i9VOOQtcQN5GzTqADlAH042h85fbhd6ezzqQO55luJXJNlYqbut7G0TqTgmr/c3QCGfr2T2w7fVJAMyf69JR+2ye4+b6tutkoEk67zvwYAVJ+Wofmt+O16yj/9wdD7fLbrvMbSOuQ3+ZZoJLhNI2vhg2db+winB9t1koBEK2NdAeshSCmcN27tTDyaeOmvrpd/xzcLAH1hs+895ujFKMQN3+zn2UEHuwJY1nJFsb1EdEH6X1m/IEpyfwknL9ifVgfL92ZxcPqyc/WHNNjhVXBYr3wcIxSXZIBz4bI9UHZDPfhLqiy8sX+nn2Gj7rHLG9JCElb4BuWEvpih/+LS9WhkQlnh/FRTJRiUxKRxhbb9XBlqt34IBJbasHih8/iBse8YyULImnM0BqXqJjRx3nGZ8ZxlgR+e9z3VA7ryRwqHccq7V8zse2/VCwrqzXtoe7BnvWz0F7PIr5Rsod1U+7Y4H1T+XaMY7nCUaY10dqM9T5jWIMerFH0caZ17FC9sY34CUGnIV/JmmcffVAfk3V/kGKkGQNZyMGodgBqRy1Hu9JZmtWIb781XjMswAnGq9ktwFVDp/SGuMihkofLL1G7jJgXnCUa8xO2YgsYS8vwFhg3Vee50XG79kzpZlAs55vVLpmnnqD52N57KeUD/P3GJhgAW53rT26Nr4Nus5902M0hpgo6GHA3Dj/ayn5YRA5W+gs1h8wjH6to/WI/eX0X24sLqWwln860BNmkE4uDfW1O9ATWUNXLmSSuOP/429tQ4In8vzTanP+6h3EBEYi2wG5MFrV/8GoCR3UCIYl20GSJt8Pry0zM6blzMYo26kDzJR3mO9UmItV7wmwnh9gw9Zl7X511X0YroN4oQVxi+cgSYLzO8mJDP2Unbu5BnGc1y1HI8GFsyBymL/DiIP41uuipDB+v4byEU37J1SxFifq6ykUfjWADuOOehNjH26ilPgFv0bkGXFVWpQrRgLdpW4kGy8BzqJKkH7oi7uhZbBIJTZ9u7gCeaWPzylonvmTm1jHOKR5ggTbXm+W6ISlGl6zY5xmWdgdI0ZnANdHgzY+Sf6MSb1YLIwvZ/yDciXonvQTjVkjO51gCiE9VIkXOscZbVHxixfB+Rhnbj8PU9hf8Lpl7bbPvgtV6r1w1Gmw66cCMoY9jNA5c73N9CqxoF4KZUx/WdA/n/dHPxJqegMZQVZJjiAAcj7frcyE5JL5WVdJnyAATI/xvMNENjVgjbM5BeokOxJpec1UB8CEr3CTDMQcmP15eVoJhxBBwhoad8AuVr84VbTtuMVFG7YEChOL+d4ibzTxZmEBh0o9XnXYQxI2eeEyqvrTMqDDhB3178BIeaEfniNnkmKYICOnXXtIhyHbSQn9DNhE0nt1O555saAPP/j6kEuaAIrGJCbt89qLwM3dfIOosOdeQEuZfwu65WkHDFPe+Wiic1gQOrtldoauOh5CPpHE73BgJTV79mjB/huxNN5FaWJ71DJpTz/80ZgQKZwFlxOi2kiQF7dZmu9rQH5kmHOVtCpKSKp6M1ptZ8mXUQHhOPU+xvgKWEvxylITUKJDmT9+OfA1ZtyMqdDNSknOiDP3PcRwtDYPwpqVpOUwgDLvuf5Bihp7Q6aWJO2wsA1vl0sBopwnsfrak1eS1LDwjzXCwzInUYKnRfnmswXBuRmuecr8bKdd+4VviY2hgEe6EmXbnWOYSfP64R38oxqiukLuj+8ytxAIXZiYxNeo8pkea9X+gZIiq9PkCybABzVN3OOt/4MWVdlOJwTPpsQnVclLXPCvQe67k06+TQD/dKIH6+1Ngk9OpCFxaRvYPY0e8W2SfnRAWFM+6US3eZB9m2CghggC/L7DPlnstrLXjtusobAO/w/fwMy41R9xKwA3eQVMcDO8KwAasuQ2VbyMnaTecQA9/X4cMLd2XlyWngTm8SA3ERXW+9W7qKm05RV1JvoJZXf30/+vgxlT10/EKvLN/FNKuLn0GMN8C2VHNT9OwFKOwFIPG0fLlNT7zW0CJgQKe0nKHnc9xqQKg0fdI0GJohqdiU830zPT3XoNGzbFTTMSrgrWwiut8GkXDHQ5VZr6xpVnnadC02DhAnKAq+DR/wbEOp76zRluyxM2BYDbJnldW1ibtv7Z+xeDRPYxYCs9sb3GUKJhPbz99mODxP6ldQx97knpbk54BB2lv5834gJDktqu0ta3Dcg9+CjM5XtPjHhYwxI8cnfXM82BSmBf76HxQSYMSA0ds5guL3Iv0rvK+1GGJOBljRhu/a8fkNKi542uXYak6PGABF581NnoPEV+J6cncQGLiu073sFz3Jj5NDY84a5lQSVs01AJuRN8Vuox7wC/OYh4th3EpmgOB2QN9XWgKywM+XH9SOZsDkdaGuClgGZs1ib+a4mE1inAwWy/g2QK6gfre2NMqF3OpA+URD5eMyMVwsdViY4j4FE3czfgJR21f64Pi0TvkdT1zP0LpoDCHYo4a7bywT4Jc2C73X9Anqd0DBmEgAZkLmyf7eaBnSzoeDbzkyKIAMy/99z4S8D8lC/n6BtXjNJhAxI/bjmeoIBYQ9P9x1wJsxQu+Vk+fGsa5OYybPn2ug0DpEU0dByt2ISXziX70NqqHUac5Rr2zNBizpQNXN+Dsh03nkiXfOfCWvUgVzH9wFCSvAzCS2EJvBRB672VT6yIR8pd3doRDShkQwQLzsn4QEr0VNY181ocieT+r3f+Xvqq3KulkNPpMmuZEAWLPW7A4VUZF1T+c5Kk3/JgMxH/ftEKlPZrc+e7c80GZr0cgpN/TYPBxn3jZ9ck6eJ4dSG0OfbhRyQiqSCCdcoapI8tat0cNy6BuSZYt3l2k1NGqj2pjYI2Bq4EHiFptU3UfRhW8R3uJqoUR0ovX2PPQrMrlqibPtkd1qp4jLxzQULNnPvYWs2rbYm7hS8Pffz/REZzY5ub2Xbr2siUxlgQVvWleVTSvMSu+vXxK6qorSnjzoMjLmu97uwvcMmulWlprDi5xu4Zamrs7btQDbxryo1lavfa0Aek8RWhetj3gmy4FSzuRYcelRFzrRvhjYhtKoovT8uha9gr5l9IddRbXJsVWkKtalrQD5BuKLryzZZuNrEXeXjXC81pGTrh267u02e7tsKPlf4A3vwXFhluA5xTeTlAUu+m9wk9b749e14EOor33euoSXdpP2q/lQY55wfO543l64+XGP7DgxGz/nglZk+nG0AnaNsd7zJHFZdKo/UGhB2rjOObbE3scUqSy3y9u5vAFGrzv62Ud9EHycNLMHP5R3AsQvV8Z9v9zfxySpLfcY9+QEOmpfMye9LbdMAE8Gs0tTxXH29lHBWqqm3HtgpzmpTICuzuZZAvizrXp5W519ggqDV7KCiQF0DqBqDCYLJklazhJz7xq+qyufPRMEkUatWVSjwnDN14NJNdufCoGnWUiFYsjrLBhNzrQN3nSJRTcQuWWd+Z/xgorJ1oPf5RKBOFjqnf5l1jzBp26+IdUwFs+ZyywWvEjwodmC34llXdxOv/XrYDXNGFibzWwfgzOuVZObhQfB2GCY3XEWs8ivfN40OOT/6xVlTDZM9zgDWhN/FqdbvX2GdOUx8OQNyx+RJlTDC5fgjB38PE4GuGtdXMTUHSk26bLQmITtEXTWuQo3WlXUN14PPiIlhV1OSp99z1urqRJjaHdxKTJT7a23C4c4a6KxqveWJpsFzilmCP4qJiX+lr9+KGEVxlse3BZMVkzSvA1Kov1fCLhUtZbBqMWn1OiDrsbkGQ1g8ZEnwBMMXk3j/amLzmFW7q7uNaoydbQwDMgm1+VI8IHMRhrRYvuQ7B/MZBjLiivvvFcW2b+mLtPhKqp52FjYXCmL5+1gBJs0Zyc8aYBVQu/fBAZcP+mEnLuk5XR1roLf3ZM+Z6TBQoZhFB+qFcm4N5EfVAc6Sh4EsH67etXwzzz0pUdfjnabPtzX2YeDi7/ubatlrbuW8CmIVnTp3IAamKfFrJfQdzCouf20PFkMMNFlQ6XNv7IgUlwvodFdUp/esK5RLpoMUPI0YkMfz1ruwoBZpY73Z626qS3bOSDpQZJnz/hXXs37h+jeVzNRgr8QArJ4iiYhW7ts90GXRQh12Jk0MNFmesO9EFB0bEuMbqHLXsn3mrJ4YKEjIHh2gcSGtAb6yEvyiwGVp2OYrZaEJc5pXObDMfSm4TjGgX977buUL7nMRger3PT3z3lUMyNJQxeOqsM33vM8ZEJqdW3DAYkCW1ld9X0qmtWt+6Ah/n6J8wvloMXDJh8tOHBJbZqD1rtjGYFPImnFdCHylmOQcjLveAdV8KN5rWr8gnI2FkXf/0oErKVtiQBY5zxookKX+5z3EdEA+WnboyEe877EuTT9Kel9pG5HpQOLIUQcqpX8OIPDlNMW7mYHL2vAp75vNQgrnKgIhr7x1naWsJxoDnVaId+AquZT1UjIvqnDROasxgBYWXo4od28nouQd79rX+bMxIPdmYUmHmRvSvPsbkA82U2Wcy9uFklf+PPYCEOXK7DBLJUpeWSleT/CKY4DblpXbpQqaa07cDMiUW5M3nAOXxeHNTYg5nUzgc52JYFfqIys351rHwKxrqtZNT/1u267l+GrB++5CmIsMewSjvHfgPSnRAZlV1m/IhFlHcNsD768A+dJdpzHXYaRhoKnIwbJPB2rVw1kZkDn5udcryWSuW7XO+E8HLlT074D8bl/vSaimygSdfeDVNKZOZSIMyIu2D0eJ/ozgQXipLle+pffasr5qcx2B/Pa5lKA4J0MGhDiqNg0Z743y8RsobAWl4Id4qfxWZqek3olCddYnwg5FVu2iNVW8ENnKvKi3FKd11zV3DRmQK7Lics6MDEgxrrAm5L00AqyXkjc+WHE5f8dLZbZJKxny3iQPSf4GqtSr+w4ukQzIOlDFu1hKovxaL0WqSA5Wk+AXbZcl+FLqgNCuaw7Q0TXfbaaB5WZ2ce6WOkCHUnoH2N7I34BUAF1IO49MHSh6EyJuku+of3Ch6+8JPpsMZJQA9zsgZLmvS/Np3im4dV4qppUCN9TaU3h6m+ShkX1VtA/OeX4yIIS563SEfkdebHwD8sdec2AZh4I3WsGq4q2n55tV3/4jnVus+ygDMsc9LNIuPW1L3/OdVIrHgtl5mDJwzXuNjKu6bqnEQjXV4IN6oZmVD5bl2MWGWavfXwerKLo96NxUr51vpILgm36ZNdAe3XlynqwMsORg9wdBcP9aDHWgSC3qwdmVAbps+hNsYHVAPvP7vYbMqNfc7kADy0OWgpmsDrRbD/YvTQGcnbEM9K7MwFvS6kBq7y3CAV0qc0GGDFaYD2zYGdtemjGlh61IhYV3TC6ADDbppqAzxwVPzL234jQlfW+WxXVS+aJz2GVA/rya31eCC9cPH105k3PpBZc1YmPBfsGZ5MtYv9CEhOgkZb1+GZA1ouqor6SdY7MqoYFNj3bMOMdgBmSuvcf7UjRKzcqH1FUen9aC7/BFINjbNohF8UDJ8eHM8npLGe9i8C6fq94GiR3Ee94fDMhSJM2BvWdZtY+66ARyqYBhUl4G5EaDJDsbZQaS0B69o6znsg7QdNzfgVy+vTtC02TZkN6B7dysA5XulndAppNZATR5Lal40fk/64B86GzGoTpmibJeqglteX9hm0iDVwy/E4bTjzz0c75D0yo1NAUjavCsZeGBRI+nrZe5ZGqWdYKzsr7QrbJ5fIM3JLnlw9mwGN27YYPLfSKLOfCiTSIfLn8iskVnqH2pZnVAUh5tkm5zFQEub0imBWvJDSxLQyniat7Nttd6mzKjc/zsTL3Bpxs5GmRydSbOKpgWfO8LDi7MT14UAXLRnZMP5gZp3lkcnIN1oTNqQt7z9+iAZ9pHnTk5OAeU3sVcUfmM5UFFk/yM2ZYDfrEoCEboihdUxuByS8yunAvJaaX+eC918EFdV1xuqPF9aEgjenpfZ9uxg8s/psnp0Ra62ZIDXp4sFd87uitOe2ACT3y55cNlYkak6EzhwVEpyxyKRpmWt/nh6yIWCfdnKX+pmlQ+vRtIHslZgatqI2Tl4P3owWWmlVUfuNwm4/ueaMrpReYfZ2kPTq9yURyOs18no0bo3hUfnJaaW68rD+FHeMDZsb+9sf6FWLQKm1TDffkG86yx4HIfC91x3vzg+Gnoywh/mm02L3yhkXLu/uA0IwsbdkEAijdkWIpzerBeXlY49Ay4LAHFEzpwxZE8z7fJ6lNqpU8jAJZrFZkhwEt5vk8NYUNFjegCDcA7fdhVcXnEN07jhswoNhLhUi3oYIJAuSxf1lwUIAWVJcFoPlQBXJ5I2n7RLY/R1ptn9mHGsbEMFzrQizOLP5Uz37PhBly+T3Z2XbIDeGeloLjMMU9ar8MZ4/DZEMBTlP1wSEgTzIdr/3SIl7hU6VmgEA9HhDnPD1mFnp1mFpdQcSHnhCgXDbOQ8UkMVeaZOclyIReX5tretM27PIwXlx9mTkadjTbgtDrKHeMiNRSX+/GFORxZcK7afO9CORSXT5l7J1O4vi8XHaeUb2ZYE+txoeJsD603wDS8pA+nbTAPHwyiuFyq6ctc9/PJ+1SpKZz18dkil8YJF1r9VPB8fe016DQrGkcfTwIuRZm2b/TOUqnnxINKM+Me4xNOrqLyBvkrwaX6f1tY5B8/nE76kBRwmuiqvs+c6pzBSVAWesO8Y1JWLtVhJh4zdM6PrHvqh8v6BN2hy2m53rhm+r2JdBl6vvbhUtqbT3oB5qjuUZyGt7HepMzaNC+6sJgLpaWs1mRudbkyL6494ODl/hpqEFq2Qteli6ZRXD5kPnyUS9fXToPMkk/w8ek24JlNaYWv9O3ZIrLkNZPPx7k0JbvS5q1q6PyVNwK1OWksPmJHcVkLyG+jhZZq8X1qFS1Efa+7U3rA29vijRSaGSh/eC1wBx/0Ay7MlXNMFNLyBU2KTzK4sGP5421UEPDFelUThO7rK2UIKOUxkPvXZQ1dGkKuNJJYIlneTEKGfFKq/JV8XBG4zH1j6OsUvBzGwgtqOp94BF642fRdJgRbaeEyUcn85UKTwGUFwgoWWXRJ36oahSQd1MPnLl1ktHeWSS6hSWGhwPImFC9f4wwp71Vm9RDypLh8yO/rVOQD6+Xln7PSdjlR4PKPm7wJlNIyA3x/Lh0jBRWhi5pSvEDskElLNZpLIlSOHfcrH1YFzp5rUlwq1tcwg/gR2u7SrkBljcYZ4qucfr4SJHNNTvIp+LwscKkY6LPvaQrzfHiG5RUfuQWeMHKqms51pzLJfNEtguduPrXrQtuI88gb8MWqYHz43eRywwd/gcv0hcYJ0TS7MgvOHdGuiw4Dl6UZHTO39vrfcwkLLrfOnXz6GLjcRug0UVLL4m+st5NoKik+wOxCutjo3PdZZ4pXdkAVZxXxwWwXCKtwaWmKy6cskxm4kNC6cBYIyeetAcvUirYIXL7NvN6NTKW5+sQ2hdky0pfBOWUuClAmthv7Dpf5JqSTBVlXNKWvMQZVonyb8r250Dhw+ZuoCyiq5TEc61U6z+LwuXOXShIHLecIqmlayB9e3nY0F10HPrVMgrPAr+u6rIaYdWz6Hfgln6XQY1TWpc+5DjEijRQhP+9SyeFDfUFjnWjTWbjM4NzINoIPXNZj3Gj53WdesHzgCANdiN+lukJCRjXvTyb/e8EyoeXHxwCC4zXD7W0TAxWXD1nIN7is9uf6B01hwj7HZQ4CD8wQ9N3I/fB1weSuBxW5+9RCxWnqr4rLDJ4WLswIxyANPrzbZPnoBmVGoe7ZQETwCy+fBD7SJ7/IPNra6eYiFcFpv9ZXF76a55yDMlCmit59KCO4zN7oU1SZnded0Fhi3e/LI5y4N06BqD7vEVweSWY+9Np7IwKJHzKZEBkJLsvCJFUHtbbQ/O/9ULUvFtsudVJx+dTGm0YpN9qcjDJH0Oyrklspd2DdcEZE5vMswWXJpGX4Uhbz3bE8ZqlRCGwkJrjwmMGUeWk07KxXWfdF9YGzqZqKy8fGx3ypucd3XXR3slSqmsspf/mz8ZLp+rZ5ncBJPh35TNCAF56lD5fnkINxl/h5Ibm72EcGHxz/5A+fod78+3JPty7F5fHOh9fBXO55wtsB1qKpcNlwepQhhA8hszZiK/RW7dqaFqi2ZdQnfshsbKq+BvwuX53EoVHK0nuP2C+ROG7t1gCXijmZo/ozysvf8d5Jqji59CaR1db4HhXdu8R6JNybCb+dMm9lHEI+WBZw7PeEWx9XhAe9483BskwN+cMRJeYUHzlVBvb3dTAxbOt19GVafKKxqihYsjABMH89H14wEIjzhW5MIh2gnePunx49X+qSVGuYp9STkU0OndfU2mzhiBgePw3iyFgxy9NZM/WvJy69ZP2dNc0six+jfJj3OysL55yfJuK2VpGu+9kaDVt7aXVWZUter4PkrYZEV3BZBdEdRE3pHJC8+CtvSyPUGkRsmJC1t2Z9qwVgWd8+sZShYKuyshuhIoJjLacVUarU10CMgC0VREK+4qZbtxDfUikL2VbWdS+5r1MPFR28cqwNAWDTbv616sDI/rwnDOAyuVH7qqaVT4KBdC3rSYenI0l3FNlbofmLxuP64VL9c/VkB9la6rRC0FwmF50POuI0WVCmGriU+i/qNyq4kOf+fWi6r45NlKdqaNOoKsqx6HL+rtt5UoTABCaIAo2GEWWasgj7eoiSepNyeucZJQK02lB3wUzzOq9OaPjR5AfGivzsYl8RHCuffV0Coe8eGHFSnb5+ifxX+URz4FctL7E2hBvbRfwKlLhfmJLlD5dZS2ceR+gRmOGDqAsDnFLudV3+O4X1Auoy7PgUl4+7fB8nqr9nrhfMegQJGQvisKwBvjEgBaXxfv3rzkqthjUTOI3k71pKD4U+nAYKlgtuSaaqssz6Fbzm6TkFjr3THZd8Kh17OKME53OaONt+2gvkl5TgcvNc+joyy36b0K9ATPmXW7IKjtlke8OGpYbO7U70YbgbxpUvJotF9wnvlx0vmKbCO4WFNdqwW6Ujt545PGVd9pLpi2LpFu4qDWvl0YW7XGh8Hycieowr/L4AurBL2RtN1rV/BANZGCKuFvYdEH/Jv2FhjS9PqvuyCFze/YW9q4H0i9Na3Xy5+OwXTt9EK2HTBH3XYNNVN1mePW3irNg5i/CbMqru0omEctGe9a854b/ilk9aplVsHeXr22kCl0l8jLClhHUixWa8O1Pt22RVXM2a/I4VzolYksWdL/CLZlLF2/V1iSDekm/wConNireHRwW8L1KcdL8OCabfoQNPyEcUv6+PIKl0S7WmfgcQ5daoV3lxOhvLh/PV5B42GFW3xXqMfUr6Hec9e6khVfK7lyiz2I8autfJ5/fBbHaMuDWKLEv+zejvVupT5md86cb63DI1W6+Isi4K+rtVK7RzfHjiLLqErV2MEnHeVBxWMz9LlFedkbB1jH8i/mPp3Wou364muisO7UJmNbh8Je9Odn7UBOeDZQpnT9ZufF9vA2F698n5ENKHZ85AUthXR1mFY5K+/PjMrhSu9/Vuq5tde5VVNT0hYhoo6fsw8Th6nhEOBdBUXdobzCFCoy/pw9nprC0cLlzYHMB7/RkFMKdyLz60GXfi8hdymObPQMDlI9ajC86Uv2+K00E1+fZHLGipBiJ1PZGR+jqPTJBMYRVVwwkOuHzGTU+C4KWz0CCYau9n706I0EsJg+KMXI1w0nxqkUvBiEs4gMINEWsmPd/i4HS+DEeBupvnjreuVcGx8unqEjlx+RruGuLAL9VD4foLric26+U5z049nM6hh0p6knc9qX4fpa622xMO/q6mMtD3QFCqft6vIUv22uPBIjqoglOoHkTi0pM//KZF5wkHlIid5JOs+jqD9XVauDyynCC4889LJf3smHCOiv5pvY7qW+P5KkonlPRverncN99niY2TSlf9+S2CpjYPnotU9O+jVCfl+z1lNsfDlxom49Ovx8ztW4QrXuAr/vj5UrtkVCvrABsIrfILpaX0e0VMGL/6s3HwgtGg4niKlQ+/sIAZ4ewds8ObbjHFC+KBD6dVKaVwtq9eh43tfTUnU/PeiWMRfvegHQBHl6Sv0yEbz4dzHNCDNAGNUpMvSI/85X3lyRKQKMnc8woojPQBjVJCjai4EOfvE2bf/GYt5AUUCJHkT6Qg6fro/j5OFrqXHsw7gcal0m0s+R9Yzj3260CQ2h30H4iNbjVmw8xO+Mj3cbKSx20y6EvQGsnHORSnb3F+aroVlV+1y1avoDO69DxND33T91lSi1VL4LUxl8rnMOJXT7+1PwnOzm/U3mBs+NJWdQ3M3zYHCqOH7iAv7UFHJJ9l15eRRdC3YgSXSf2V5Czl0KPOha0FAdILv60ll564v7T80bcwqkq+jMIJXJZcrb+yK5zz9RACvMhjXbyESmFu0vTiHderiSckNkGkpfjM9QAf71uHgZZrPF7qBX6jAnr/Jqat+TdhgFTVesGKyRTHkKz/vdaW/d0YAq8YS9xOrQYsC3ht3L/U6updZIPj7TxVb0sNB57oB3kv26Sy6orleR+ZNrrX2z36iN2fem4gvf9wFcUnr+gD71sBKEVlfpQs4WvJzUsGH504shru8/i+hg6gRVtzrBwRNPXXW5WZ4dHOrxfHdYkGHKN3fND9pKHuaJeuK2obE6fbsD5eTwne5ZOs78uQQDI/SSwgk/ohWcUmuHCdV9OITeyV0nfdSoPJ7TWh4Am7hzTVpfVtmHnxpj4YVnX6aHVSF1wnU1W8Yis2da1KM1+cHomcvRBWcab1eypna78+vMl7foaX2oJXOr9feax8NfX/l3Y2vdbsRhWev79iD0HiEH+7PcgAFECKxCBwJQZRhKLkJgGRAIkEf596lu3a7U1fJogg5V3p07s/3HatctVaG05s86Szllc4BZyz7NiGR/LLDDZ5l3bWCg8CiV4krM+KiwLFxi8queJZjQzeJ1VT+XLJU3F2KN6hGfcodwYuU7JdeslXXw+ZunpVZBzl1ODM0Gkeb8FfXQ+TxFQqGgy3gu0hEcIkTX3iGiK4+TCpYi45XmdJOHhvtPPOGvIwd8yB0dQY6aw4B6/2MPv82aVrNfFCGVM/a9rB7eCS5nku1Or3eehJL/Gsmgc3TiUxfcrsKWial4n7R1SL3r38HrzTBDubCGiwWI9TBEDSC/f6fnBb7ufjR7ez577PQ7e0aphvHQRDhThS1Lu3Ikw4h3U5xoumFi449Zpxnmb3OghGdX/CpDfXMhDRXIiz+8J7KQTHVTitUpt1LVIwDquLw5s1wPkMV0sG8szrIlFRLCPP03s7iPAc1+HQotgXTOZ3/aq3m4DTZ6w1D9G4ltf0FSD5Uta4N7SAsyMTZheKksZl4SjRt4+WGXBbikKdXTx464S88GITeP7oyRki/2Euepda2fM+T8IdYvf2rHwfuF1CrvN3G9VzC2Yb8fpoHrK4GF4lTXJIbwmzbgjcSIo6SW7dScC2QkkWX5y65vk0SbHYJK52n3f7E7DFMH3MzisqwubDBC+rUeXWXwW+eiBln2Cr9lxSwGOURO69g2uQZqJNa+II2c6XSFrqQirydfSIgdNeX1a3WRhTLkN4jRKCu3ehgRdk4OLZzyY8dskqRAkwXTNyIWs3ZJpxb5gT3Mvq7ctZhjbAUztQ/dK3hrwxi2faavmr5ZrZ0CHlwHitBj7v+AOn3G81/BGD5o1XWEY/ewrBjXGN1e83LIiYQ1PVMLGvTkpvWhSOw8VqWrxIjSw82GO4ytH8OMjgNoW8MipB+rktnK+j57O7cihD3Fc3Jq4QYZ+mEqHGs30T3NiVFDMjJbWz3wYYIdx6tocCJ/pX+uwnLaH44TbTzJ7+WwPqINcOC5n9p/Sazc+K3Pzw83iL61DRC0NqtsRadDgXMnL/xI3t7KEFr3QmzFbZJq2EhZOnDeXs0gVPNl+k2SiLA9L6btVG10Y++4DBA9ZDs5/YAsg5G11S+VE/173PeGiLpUjtXo3J17UuE5Ef6a7cG5mB68wmz87nOILjbI2Po1N6zG0jCd1HNbNNJeCJ2yxynR3X4IGN6362bgsvTRZ5wtkXEZ7lFpTa2RsunGe2msk7djYLrxauxHp2nwsXP5geTmVWzAAjPhPK2d4u3EbaamInpF4PMyuLPfLRPz+0hVik4sSuSJRZDHhS9+kVzwZ9cJvjNffS0Z/mBtXQTqd6JQ4FgCExQFTZpmQAHXz7NBIYvk6NAfBcmoTt8eMqI4x9OXjO1XyqGIBHUTzhFC6sWYcN4jCb/286CUMbymFeDUtL3Udjv7J+1XUYwO0zqUtkgsKsGbmwux0lSHsIPYBn0oNT54EO+Rkxsat+DS17d8UIcHsnEq5n4y8iXrBw+hGW8oRLUgw2/6mcngITCGCtsRDkwRfm+V30ArxR/jNxqgdnDESFiD26NM+/NTWACTqn/Ee0IZT30ZTR1A/NDnDGX57H82r3RbJN3KcgiYuCjK61Sx1U7NHiYrdh9uzn4S46MiTsVyRVL/mSMtOME7eRtvGVCgRnP1Lz/U0gZeJzdQYfaTrfgCeSX9zVTYEFPCJpMpVZ0Ipav0s2vq7DXeJFMFPUVHgpYeS+D6d2T8vkTUNGuJ08TYGXRsHoPh6RZ5j8XaVGeFsDGV+uevn5KSZIU7zG5W6Ec9Klj2OBjJ8/4AP41tKx4bVz0oJsVp8ToFT8pjzMTaZHsM2pUjehwiG0tA+3SEt96ncdIPCCadP8xVa1bk2cOGF8CA2BJ4oiJtx69NNDMaS6d1MyEm4PUgpYsiPZVy/bhlHHqZU0pN4XpEYvz89U50zRm0LefIoxAduxVBELtxl7LjJdzgxTLusm9wSeZBQ58X6ttFBnu1vd0Hc5KWCEndtUjbKIfqzhof12deTf9arA8U9cAldQzBnroc5nE3T5UMQCr/Ywl+YW8pVxwdMS8C64JdTuT9JW7DP21PdJ8N3N+RTuAmffdYlqQULmEoMqX9O+9yEMJtxCqzBvSvUEZeE8wCue0mPgRqI02YNX2bNO3K5eQiV3cTPhFs+GKZ+GR/DMAaHHRxPrdaqngYe58AOXa8XTXYmNtE7j6mzC0aGZp2mYVNWF28uXu+pd/004AkZLFw7TzI0jZw49uSvMTTzUURfe2j6cgLRsCbulfjvxrC7Yu7SdLUdqbB9LJA/REcep9GineB44dyulUBqDVLK48FhCP8T5QJcevrT8EvYzG6/o05/af+CUneap5Yew55ruedFlisfd1AVHVwu79OFVyWjPYyy8EVzVKVM4v5mJUz5/TflCKmjqPg9lx9Le+zi/RZ4jz7ul/9lxajjH9Xn9MOq0JA07AVheMLuBqXw8HaRMhsIZlAsZRmnheC/Vz0eP60CTxHuSZcZsmAQ3LlPTPN5mwxE2jhpkbx+vvNFgGyTjnlQKFmfSomlN7S19jDRE7yx8THOE0+afNt7aFhN8D+SG11KRVLvKLWOfSyq4xV+jfHwoTQo163t4f27AOSm1kgjvFp1GBk/7E+fH3LRqyWr7mBTQwLNH3OYkNWqcqk3CKY27PiYdFPBQdvqcvMBLK2sOrEgc9IU3VKg/5kb08sjnpY8JFpyu4jnxWhzU1yvRbs8UB71P4KjlDUlZH+sAcAtShU8aWqnvu7VRIZuSY5lBQg8Oen0sV+CxS7JIxZPjWsfTzj6mePF9NWy0sUn771xVwacTYZQIUij7cHYvY/1Ys8HJZKaPtR8xPnvl9dqxwpX25VSu4fqILZoMDcv63Q3x/a0A6h3gNBkL5CXnNxLC3BtHxW18BFDyGi9yJTwCsaZ2man+dA/owG181Hl83huMA42/NmKIH/Fik4BvC/0j7gSfz0Pm0mHMrWxw++5iGB/xq/zKW4v5Iw6WIODQ13OE04bbrNRXVM6+bNu/a9S0iZPfo3UEBKFc9Yz5kQ+sjQ/4pA7gUbXocoS2QG7Or9PzPOb0QU2a+nemHNmd4qApaLe7KMibKoF3DS/hvNL9uzgAlfJBxVrVQK4ffG46pGtfQrzw2gMNXM0CJ19EsLAUbZgdvLNJ46W1DwU7cBtSkt6H7gZE+TaOnd2Hfh24ffw4mh8se3qpx/5J1iVuOFdPigaxNt6nQW+4t49cgKzXp1PWkVNoqotsV/vITYDbJZSZm7CPaYrjgaM0en3mOLYfez5TJUgkInj4mXERHvpYknIJOdyFEwB/pHOQTbQVJ7SPrBB4lORMlBl4eh8ecCr9SDrJ0H3M/Mk9eYXIIrvN10cSDD/3TuPFTJqFPTMiVqPNkCPFhiQj2+czbfhO1TUVcMjH5Uj4Ne39yHGABKERhbiPD9o4eJ35RAk4ln28pyWBWcjn4e/sJn7xs5lYpsfTpF2oPQK91nvuFEnHTJjzOnOw8pBvcupULrfvOSQrnK3pdeZ4UYBkzH1oq4FbTJLaZ8a5SUt6CjKxbPTWNp6vpR1yz1w3VZJqLT8y4HKib31lxt+ZdNQiW7gmbKHpStsAY1BfPxL1TRtX/TrT/W2KOaxNhveuAXiUy+vcZGC/ceFGx2WpeWxKyLF+pJE+9jbQm0SUrH3skYBTlrt1y/ra1sPHfhT5Vh17MOBB1b3nXg7qlDbS+pQgoxHGr9+ilbz2eN57RbK9jzKLO7acpphlju1j6wrX+0sRoXa6Wg9rLqKYsCmxf+yMIXGJIVc+99emwuXcJL1v04GXNneuJUc31sKBE6z0yY/NPmB7Crl9bBo2dYrl8rH3CBxyT3uvsl1rJopsCV0lfextopKJ0uH1sUfa4L8yiw9SletlXw0R71IDe2/BoqmJW0P52MlFUvOK2hW/bwg3jyC1gZzaDpzRrFZr47nh3FTTcbV2blsjvxnV3XPufre5X7IOpwV6fVZh9zufu+vIdW5NwvsuPWqdLKX5Y7O/yaR27qiSxF5LZFAZ1lU/SglQ8LyYIj5KEhDwtJsd9aOEARy/6VXaUNqi2eBBQihniQR6n1hMfJZaNIp4xKhUsmEDoe3fhT6G9lHK0aTWUeJZECJx0KaA46grAQ+5z5PYra4flWQoK/zrLFlBMfRSo/RZ+YJgKLPRlJN6V9CA4z04VaOIT+ciBh6YdV5nhU5FCGxIsvNe6IO6aI6zjONeLyTV0YuWdeH08+6fLWU9hHs9EmKkFTm/11nUhBZpr1rKKYIqtYd9/oS266xrehdN1aFItM5iqnftFQqlo5RVHPWu4QK3kVYl/nRdKsBcsD2FFs9CsAoFHCoOvdWTAVsMKAmmW1UacMegXdVnmRz6PgmChj0dNW/ANFX26144B8pjuc7qO8HssklPycb12uyo9DBHbHDutX1DGqk8q3uFoFBUW/NRaDjh3JewU6grSKocI4eRexkjcJwZsXs1JHCw0VWkl0SLd95HWzRYwynTNCSwSi/QUbEJTCVNLEfhp2B7ELMAM1x1bX1UlX7xj3tZKbA9P1QOVmGqEBxS2lHCCowvUpEgUp36pALRezvLY4FtvJGpuRfZAkvbrx+1uoJtjK3S3lb6tY9OuFkdhcCgNo3QhHKvJwYO7G5JTqksN+mJprCKmJ3hIeiK/3Y6ap4F48F5ihoB27zeJApEwXJ1NKrQ8laSDYokWiv3wm5QBPbmKbw6XHDI6BtSz8QCMBZckY2OR+05MNn0qSrkJexjCsSqQvRWCS/YBtg1NYj4+jeMBdyVjzJ7wXbn1ziq9YEtrIMJ3Wv7J3xh0CG4rPCnqnNtNRp458BAXbaoeu3efwB82XDiU8T7tKztRWC7rnCKBgFbqNeWCJBPiujQJtQd7n0WgueER4mRPdX1uKua6Gl4uHVxCA4q2L71goDiqZPq0VICnC/c2tWBom7nDbOR3I+GFWAk6XK6d72AUsuVz84ZwWT8h+CU1w4kerdN2//3vpyB2u2FYe/R3iM4SMpOBUG5rVmf7rvSpsyONw8JDmzhHT1IQ8K49gLb0bIEbIs58wLVQAHfuA3PDNO9IQoYpbh29lUBU7PbzuYswTak+hLMyas+T7q6Ej25dX6BJkwU671/DJSl5zqa0IT2yuineIdSu30ZWLRMBR1vcQO2lYWSmnuj3EB7d/bzqN9uFTNNNI6zCw/4otOjHL18wJ2ij3tDIKDFU0uppqnca6G20IVTwAa4YlvajqZFYDyUYjp6HwUXpZKpv6GSdP8i/sjx7KwE1gJ9tGeComSZ8tHMKThkZAoossFQb/8iYmupHq2iwBbmoNB9bzi1NYM4rdOHeutbnTDmEWpzJbK4Fmz/SLPr1rtih0SD4YlHc63geOkm0YtKO2ihf1FVGPfWXWBSz/VoAB4SEU7IiN37iIFLVzhB7UtLa9+/yv6IGeXepTwkOSw7oVuvM6jFZpTH3BumBVNAob5rxAHaPgfu8G0c7djAQZPH0dQtGA+5U41loEt8UdctuGAetmG79evUYgG2LwVvi3ujOrCxMIq9qVWx57s+R+Ayf9Gb4EEpcpq9+t5LD0wQN04BFcGB2nDgijfvPomFdgj13hv+gXFOo+H0LRsgNNDheYgPACOMEiR5YGNrDx0YoBrR7tIGwBFmdR0CCcAIhqV06CwItpczlVCK8v6CUWugA/BQcQC2eO3KhxTEkHay9nbvihKCbTkKU6RERVYTJdrN7ZCrEIwiWDpUL4BtDFdpXqDcuKYX9YhQ63KX1AAmSijXXZdjTDlmGhvvKh7ACamuS2Igaa8+nA85DdD2pl6UpwzyAJSAlNup2Y1oOjq9iVfYrI0CkBbXHFwGMRs1yrg6Ou0CDqpX7pCMFVyg44yKTQdtTrqK1i02+LvsElYRThli0xdo8eCiqAmVLiIqOZxwFUpY2egHDtMPZ8EVCRvBTrdQgW7slr2wanS2hQb0RUsWcHOyBUyhp46mZ7Pvy6bdW6CPdsDQkS2kXMOpFmrRkYkQODjVKnRUy2YXt0UL2JrDdq1R8OVUC2Xpwj4GcNuxbZEVN+aynV6JHdwC2yCz2LEr5lxxS5liF/bzXbLCi2qhNX1JRILCC+daRRtCGFBTd+FcC/galF92eTCvcAY40IL1UtXF5lqoUs/yeRwRnWuhSW0Dyj7NTjwWVmU3ML0CWbBzrYJsFQsqcHCuJf3qztY2NRTOtYAtdrWhQQnFFVbcgqg1SpZVsHMtJK2VVDe0LOCCM+q46FQLGC0n/ZiN0tXSAhwkMo1doZOtQkSBFxFwd7KF7DVBi46uTraAI27Kgu3aJgMo2H8WBhxFEM62UMKuEkqg2MHZlsFZ1XgdsaCw4hZQXE7s0SW5GEy2VdgnZFsMuDvbkpZ2wT8MU0FnW0WWX/ZNAFvsPhydsjsqf/AhyRiXVnNXG9IakVTYJbzhqWVwulXYHxy4SOEX2FXbs2BVtmMW6GxLKtydtF1XI8FiW4VuI9g81Q1OtkBJx+tg4qg18ChN5st8qeZhky1kuQcO3S9KG5xsAVM8FV8qbdhkS3ChTaqr07+uB4JxadDAC2SnFtlCwptMCmh2rlXogI2o3FC/MJbjpmBm4wk710Lv227dhumsaljTIXuA9qYTaHeuBWzDye6M0gVa8vOCbVLDFQG3PudaSIAPtBeAs5MtYEqzdHR0soUweK+4XFGKgPDWtWG7dftoqDhwslWqFjuuhATS+9SsOF0HVydbwFlW8cBxrFCmYJjaGQJ47TnZQlrc7t2+R6oBnGxJWXzQftOkUbuCFsGJUQ7sZKsouoRjs7XvZEsy5LzXl7bqN9lChZz61QKcbQVZMwjJalQVBDvZMtjmYMpO5Zi3yRba5Dgs29F8EptsAdvKZVMsW+OwxbZgxpGNXXbAnW0hWN4DuhlsaPuQp2ErodzE/rTTLeAZ77A9jQVxXLAFd8hUyfJu0y3goBJJNpWdbiF6nvDQYI/YeRWolMRBSdrsUzBdZB1cnW2hg05WbQBn51tFBVB0qi7TurJRu/F56uh8C8302YoyHesW35JkeiK1yOaq8y3gqSnNtuhgSVywHMuTYOdbwIHJBjj7bIsMDJUqoNH5ViE2R9kV2Nh92gdrCNt70ZblolsorheWOLnKbbZVZn6/6+DqbAu4dOzD2Djs1w5m8JfFagA4O9sqivrZXGRfz9kWsA0nbtE38IBpTqu0ErF/52wL2O7cAiW245xuoeaOKnQBLk63UHMnFmgiUldz0O7cVg520JxsFUoCeX7A79U/EZjRDtHUOL7IFrCNJouq2LAaPi9AMxAYBW5OtooUaygOYv/JyRZa8Ma4eNhsM22yJYl4xPQFT8XcBQeUgOXmtrlWSVrhbbSwCeRcC9l4G05MwupV3kHLhO1jm/AiW4UtPftOEnBxsoWWfKWbDzg52Sr4n+HpC0wj2ppbWP9oUWFnxbkWAvNojZYXOygefUaJHtjjY9/DuRawPT+Lqari4XT50RiCRuDiXKugBhlQTtBuxeZaSNTbPTYdHZxrAdswsy+FXQbMqOOC8S+yY6pEhhbXkp59J/2hfYNNtkqc5t8JuDjZAm50LoHS3z4fH069qMYDJydbaNyT8taFBCdbwDaibHjJ96yNNb/T2K/ySGBnWwjiE9h14LYpkeTwFamRQXe2ZXBledTBWcYJGy6qgK6q2F50C+18+1YAQ7md2e6LhnOlszfZAqaeVTDjZl8zo9m+GWWunWsRPGAwBVw8uEAIqLMKkkV+cy3Y3aBrn3QxqYd9NELaFqgpXbyjC5T3sxJJJICdbCG8b+PJZhzldNsKXARjZfp6p3onbGs3jY9kb51sodJPpX8DTk62gAP0iAwrbbH7F+krtnsAdraFdL/dOgO7qMl8voGsIghaJsiCOtuSoD/WiMAVtdv9i2yKVNDiZCurKJPZnbzmjmyzWhy5ZlKSO7IFRUvKbpw1i6LnBQdmxwR8OddC999uvOno5lwr0/Uo91+Sgc61gOfMQTJwtP2TlPDVbDMHaT/nWsByCiO955MtzgHrNVK+Kp+vBScWLsFOtTIVnQliRgrOqZbsBGoeOro41croDA/Cj6r5tV/7JKwMY8JOtTAZQJ7FLnD/G2Zt10O6ypkWMLnTKDhKrmPCZAL5WpjoNtMCDvJ2nxmoxbSy8ry2AgJHZ1rAAY83wSggtwVbcED2lDSRMy1sC0rVeAzqMJhMKyOtErEPIW0z6voUgWvHx/btsDVhdsxsgJO3caqFxcGFuBdwdKoFHGWlR84l27vYR1uwRgMkyRXnWsCBQmXg7iOyy6+z6ODqXAszBGyPKrAtSGlftQVrpDJkgrW5VtZEReMr2QvnWhgnVLkQkY9wspXF7khgANMctY++ZDEC3J1s4aZgt273WLRTvMgWbgp2jx00O9cSiq+B4FqGo3bjXT8YnWrhvJDUDwStd64l4wUaOqHlJKwctTu3NQPYqVaWaGSx6Rf+7ZMhHg2kSCHUzrRAqTgWbFNNLxumH9S+FjiyM62smhxEumDDzrQy+64Vh0YR3M20gBt2sy8R3LIiFuBwER5CZZ1pGWyxmv13SOjtzD1j+/oSrdwBVVawTgs3MILDG6ayl8ckXYxFtGQHcSHSWWZ56AzQM5U+UFLgat9AyA4HivSBnWjhEXGp2QQ650QLiwh8+nSS6EQLGDkL+0npgq74EDiQ5xHsRAtDiaQzyvdpEy38JHAL0tHViVbmjEFPipLIsjqRgNlGvoCzEy1MJqokhyE1PtxpvaXz5gVNcaIFXEj7vERTSlivnSwUxhnA3YkWfhRDQg6iGJtoAdtNNh2dnWkJVklWkYPDimQwr0hs5QBHp1p4V9i926dMaO9UC+sKG1I2cRKu13z5lVi4ZlEXqFOtTAnthY654vJNteRzQf8lcHaqlbUk4qVYZMXQ15KE/UXGsAXYqRbuF3bvXAidLXu6pWzqooicsNepFpYYNtJsAifuzXnP8DzMYN/nS6Hs5lqZxhNJSc/gdJEtfDJKpe6JKNTJluwzkibQOP07FlrqhQgN4aZzLbwzuiwEiAmda2XqNVlsif2ivIEWamGPvT1iP6da+Gwgt9OBk1Mt2W9chA4EY061cN8oHXNHgjG70rJ/0QI22n6Iupxs5URCIc6jm6//dFlV3gyRkZMtYBtQtkYRAg1pBEy4263bV0MM5GQLnw67dVu3iWucbGVlCSkYXwHMJFvALWL2CswMtH/SbpfwXm5Gm20BB3rKgYuzLaw+EmXeL8UNm1YBR2wdJpx2OMNGHZvAxANOtrD/KPoHK7yTrYz4SUX4QcZEu3cMGN2CC7g528IspFNt+ZIt0Y4+Ya60zoImZ1tZ23QsKiysxoH8HLZq2kfNuupkK89hbkOAldLJFr4ihGMsck61MBXBRWcAY1FZ9ylqVlsey5lTrRxn3ZlOkpxqZSohqM4ADk61gIv6GvNUOi77okme2Aeep33gCpYQkqCFiwXDqRZowAb+pSUg7cAlygF9Hl2cagEHdlCB0yZEGJig6qqDg1OtLON0lLCYpTESihumRikDX061skoy2J/IUiZ+n9vuForFnOlkCzhKdpQ504KHFVXC7tBDe2ly3GwrS6eehnrmOw8vAsEZBeFy9dlsC5iO7gRsEepw1O7c3p5mKo8vAjEbxeBMPm+yRbs4GSXg9GZVgkOaaNzjhl26Cr/OMkpdXEu+KheF4HzzzrUSUwdWrC993HEGeEkJBRLyoM61MFWhUCMBF+daiXlGUT/fn3Mt4NL1NWrWb/NmgClKHsDByRbGLIjb2zCLf+mhLb4sdIIP0OZsCzhgKQksSaB9Mxa02UHAxdkWbi2VLT7g5GwrEdIy+zAMnWwlbW3Sfcs4HHFFNDi7sDeTgS8nWxi7UHR0ATdnW8ARO7yX7HLimm2TaurRApFbzmZb+MAkRgNwcrYlGxjilax62kW2MIHpFaajl4RU0IaLJjNgJ1sG2xeLAiWPfSHw9qIDs9Mt4KzwJKlNYEUtspDJaLjxXJxu4SBjt20fph7AplvAdn82FXDtTreSesFI3QFj9LyvDYMSm064Sl//cZuxu7Znpx/fdAu3maId7Hm6aw1J4MrQB3a6lcjoXKgQc4DTLSxo7OZt/ue/Od3iHzNGSLK5X2EL/+DZNeD6HpPo6uIckOg12yOSrj2qzkCjsy1MbJp6rPCbsYhp7OugNs+uNTX5n/R91bxwe2rYzTjdwtoG3ykdXZ1uAUdsRQTj17tQWkbti8FqxtnW/HlcNhJbTptt8fMXbqEvOcpsuqWr4qUmKbquYAZrnDGHHkV/m24BBzRXgKvTLW4hY5IAnJdis9BE10RabfZpoXisWeyb6Cxbs+H00KGgO8lBftGtxC5doE4GGxksvfeZ7SHZxwbcnW7pKRBLAVenW2lK6RcdnZ1uARd04IHZWYr7J6m2tMWCxmunW8B25/bg6Ze+nTpQbJlAu/MtYMh0EUySfj6mSrhGL2VScLr4FkY+SLRH4Ox8Sw+eJquXTGLGilmA7d5bmfDmW9j+2C9ZmIFFjPMtXpPdu42iRL5+8y3gqR+UCOhGW8OM+q1KFRaw8y1gu3eL0mhYdr7Fa7Wbv3R0dL6V1PmBiK8alket+7pt5Sa6lAvM5lsMgoIiLfB7vFcCM3gLTcnOt5IYXmSKkwD8ClsYMjzlCzg732LI2Axlz56WZOdbDBmU3OwkRB+bbwnWJj+wjaI16bBNR6dLUq540S1MihI2EcDV6RbDjkK4Aoxld9zXV3lsl2DnW0li1MF+HscW51sapJcERGgS23wLOKhoGGMWW8jHvsmkSl1Qp1sMXbt1ZAKQ2d/TLcoAasFFkn2zLdA2W/Oo9GcvdcN247QK0TW22ZbUAqKERFnhNttCLMBukY4gcpKbbQFHNS3TTn6tsEXfilpFaEF2toWCwPzyUZpxtsW30ptkK6jzuHp1NOL/jIGKsy30Ay46eF90GTvbSjOZSosQlfabbcmUKeOrS4+xjc3sRweqbICLsy20BhJZduDk6z9CUlnvhTr3zbYQGhhBoq3Mu9NIRSgNVUIvJ1t8slWauDJRXlxLmgRRrdq0gm2uJREN2V0CJwQ1FtxJ9nbg5FwLRYIxFaTkIL64FnBQRkjKT5trCZ6qMxXLsnTtoxETpw1H1QCLbCFrYKs3TUEwgE22mCRkVkxLMV2fjuI9LDg515JCieyqaCj26DOpVIN+oGnpt9aqtLss6SYuW+EzSfcf+UFZlmyyxTwztKFEM7GTLWBKr3R0crqFWkJvkgktkpcoDif23aM+k8W2ZFiVG33QGQWXxbZQVlBtOxYjTraSkhiSmUFYpO9whnBWjjAYjDjZYmazW0crQEq3i20xsw16l1/yEen7Q48EbY0WVCp8N9tCmwGbGmQXsIIs+84pOkNigtbcRbaYHAs9z8AUaYx9eciTSzmEeWqRLVQc8AXUSZKTLeZMdJ909FtmRFNp0eWxOdrLGpTUWIrSowroZIsptkeJqsS3mAiCD5e+WBQKnWwBL6EpNZWsAIX8fJtqSjdlEOAwFZ3jTQAEzYhEKvEVw03oQ1ISNBgITsu3C9hmC3Vgh5vMR1KDXZLA9k3mgznd1m/1odow63vRxE9ErgDAb7rFbm9UX9xN5EOOXRn/y3GT8gDNqiilC67P6B8ditHQMBs3dY+4PLPza7w1PKKKRSnjHjcFj6gMEhSITa+2QhbQjCXRa9zUO1hU7JYpXr2Jd0ja4pLr202iA9SGF9YrKMEszRRWILtfXDVvsh0sQHa/FHDfxDlAWXCQ7Gqt79+iMaS9rptahxaqC5nQfhPlQPeLxrHx6jdJDlYv5NFA6VGbHzCo3a7F0f0mx4HSGHprzVCA33379ptvP3v95+uSclzEoZ4tCP7XVObMStrL3kGinfH1x+9f//T6w+tHf5Vfv/3TK/B/c57SXPXtj799xde/2v//9yvISLqxnZlff/e/Dn398bff/vNbFK7mRG2Jd4ruNb2Q/rertynBvqhf/f71o7+3V/OTf3//RVrdjBlngyQveXt7qGk/HP3VZFuHFLUUwlE3MPoS4RAPh9M+35gVE1UNX2wtq3fTmNLj8dTORB5cUou7GrzszzNF0U9XI4Hahmu1avmjSug7D+F6vvqpDmGfCLplX1TRIkdggA2whz8gWLEHN0Kj/IqyDcq1bW60b+LhcOpwAssym8lfxCZoAuPfmx4fPS1zNvyp5LGLg6vg6V4Tq/3T5avq80InlTmYFcwWgCA5xYfDaT6sFFPRW0NKhCavPFgmHp8NuUNKLC4+va8spxW6k7DFfvoDNoWa7AaZOL4avjU28osU8B7/gK5HC+xDpo6HijkUtfRJPY2FMaVCydJWbaB3W3rsP+X5+okE7OiUCc25/MpIninep9MnaXk2suXaybSveaAP9HizZbalJira7NWOpgIj437jcdzw8/ZqKjpYVaVTZBVKVCL1aZwlOovYDbFp9UumxvbdoCH+OG540KwTMPMvMiakLCP5lh94MMWes6wSZpLJlmikPePjKGNLEekM5FIYxdPOdwySL4+DUhp4OH4pdpQHMj1jqNw93WpT1heaaDPtV5UQm42x3NsPfLNFXpQWydDr2clPlTS9oB+fTe+YuRaKbb/IAzfkTLXf+3R2ApyKDQK7y18yC0QrQvUMT184ZauRLk+EEcgtS7OKvNPD0VWeh2RBij28L77YlFCwxXX8+QupTaIHbMzraiiFi+qNeTiezCCZNbqP7I9Jb7JtqV7A55ul3lPBtWr3qSGygYZhzdO9kmallox6PKIkW0WKnGZ/4Ox8omRpR59RS6QpIat0+ml6ko4Da4m9+MJ2gXFwsdnbwT/7fyyqPB8yA3hDhPTt/o+X1ldbW21BPQ97fRx2W1tRdSzsl9rglkRPxHWgoqGd9+us9zuUvjG6D9Iv+mJXLyMTUqN/ecfxX6p16ZRLoLnO2MR1mKSqv9DzD9hQtZg5QNcU2NtIYb8R0+KH49Uwg6lUkFY6OwFssTeY49PpO9W/F1386Fd+ESjXRI0o4ePDHyBShs5pk2pYUgEMv9Cfr151Lo2+Z318iLVj80p64PHqyZrTvpWZaLL60QoyZuX5aQ6pFWKERJkOD7cgNzwQyX/6A2o4bU5kiBtz+EKJm03ixEbIw+FqLbZYJmGZqla/ThKz/8Cr7VJcw0k4SooAfdUoqZCHw6MKyuxzYJ5sWmrZTx8U4j6/KpQ/SDrgCNh5tnA/SruRRHh8muz9Gvu367dPTvOgTfGdpO3j7X7xidrjvnAj/+J7HBQmt/g8cigcTYpCs+hzSnLwowTt6VlSp18s0srEDtyuUYVw2So1nh8nNQWKyxTcrBSahTbl8XJUwxVs6pVhxJfsytlkro/jEipni02CLF/aj6Ip5KKk8+lw+W+jWiq5IWZBi+kIMMt4/Ei+yDcxSQ51e7K3yAw7VND6dPF0H1R2kengZ8anZQRXz8eTU1Vh37+9mZoVg2LMSGdOeHzyScbJFmfJwSPLdHcg9hV/8Ju11ZFEK3nPL5pwVKrWcZJ7HPgURNoHnu2BllkiTMNmaM9zJlp0xNeRadMGHXmQcimu+4EpUIqadoek+4iFSNng3/Y4ikkA4+M91brnxdlsIhukp7OTFa8Wn9vTobBNCo42qHvLj2NBhb+ktGfKjR0pWwvD85OR4QDuKghEatCj2kfdcPuBb5ydICyMB/yGlFSE1ZEveB707A/Z5VsAp9Oz/ZxtTe7PqxXbT+zPXWGaE9OkZvN4Oy9/rshriU2vn9o9X2sl/dFPvv+vf/nV9//wd3/9+tWfvr0XbS3Yv78DCR0xo83f/vFblGDrOmT94/Y//6+z3I7/PGD+2dNZAtf5unHq117Yv2YoQjdIqthnZDYpqBO+9Dl+++vvvv3ob6HJr+9+840n9d2vv/389Wd/+Off/cuvf/39H378c2ObfwHv/sWfv37x+u6n3/7mO3tG95OjRWcjoq+Tk778P078y3/7j9/98sdR7Xv3M/7s2/8AAgMv/gplbmRzdHJlYW0KZW5kb2JqCjEyIDAgb2JqCjQ4NjE1OQplbmRvYmoKMTAgMCBvYmoKWyBdCmVuZG9iagozMyAwIG9iago8PCAvTGVuZ3RoIDE4IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDMyMlEwgMMUQ640AB2lA04KZW5kc3RyZWFtCmVuZG9iagozNCAwIG9iago8PCAvTGVuZ3RoIDIxMSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwlkEuSRSEIQ+euIhuwygCKrue+6upB9/6nL3hHKJ8Tgp3EwDzoXAs2EsfwYVsBO/ivGIkcWIbtyMDTzsReIK166VHhaZzz/lONAapjbaVtCG+X7G84N5tSpP6O7gTPQo+qcGuXlQIM9AKJ0ilIKawammBoirZBK0zcomidk9B28jKQ+Xp62nWn7r+WxbKBEwUa4FDiVA9N47vsjFfepTUv2NUTVVFUli6w+61ISleiDPS7TdyoSnH1Kh3TPeyafZruqEvKlOM98NN+288XFc1HLgplbmRzdHJlYW0KZW5kb2JqCjM1IDAgb2JqCjw8IC9MZW5ndGggMTI0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nC1OOQ4EIQzr8wp/AAmTIYT3zGi1zf6/3SRMgyN8jr3QYQNtdnA7XPFQqD2vn3DWQTMsA9eGXbiFm5gsg84CWn072kCyjV7ypkwi/O2KnIirJj0YDM+1tQTO12FeEbls5Fv5gVEXVHSHsqaEMZfx7Dy7b/nK5w9DlChACmVuZHN0cmVhbQplbmRvYmoKMzYgMCBvYmoKPDwgL0xlbmd0aCAyMjEgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicNZC5bQUxDERzVcEGFtDwklTPGoYT9596SPkHwgwoHo+MbTLFUx5fErZlWcgXhh5t+ztsoZ0bI1PFl0tayjsCKbFml/m/2v2hU+ZWBmZ0jTs/3CAPg8b0mlhjSt+hcZ1iyWNHsKlaNQjSMWCTj+3ObbXJGrJUgJCkpDUTO6AW0jwlF4imCHM1cPW4K4D5tZTirvtZ+x0/fYLMOgF2toOZRHirWbPRKSnBASAWyHOqHIc3Yb86BLot5R3GHBrbXr9O0s52W13uha9X74ByNdLYrxA+UAX4/QfKslKtCmVuZHN0cmVhbQplbmRvYmoKMzcgMCBvYmoKPDwgL0xlbmd0aCAxMzYgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTY47CkMxDAR7nWIvELBkfezzOIQUL/dvs37BkEojCXY2RkeDmuHRAz0KRX6q7FOE43NTauIS9Ym0Aa1AukEn92xYYtaRNWCeyMmZv6AlJ/K6aUsusdI/2omb2iEv+hrMHDEd1hQxlFlKQyT9EexW0M6O7MSP8UL33doHTvslb3l9ATBmKyIKZW5kc3RyZWFtCmVuZG9iagozOCAwIG9iago8PCAvTGVuZ3RoIDY2IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDO1MFYwUAASRoZmCqYGBgomFmYKKYZcMGYuhAWUzOECqkIwLEAMmKocrgww2wiuwwimEMGA6zCC6kgDANgQGCsKZW5kc3RyZWFtCmVuZG9iagozOSAwIG9iago8PCAvTGVuZ3RoIDc1IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDMxMVMwUDAyNFbQNTSxVDAxMFMwtzBRSDHkgjFzISwjS4UcLmMDAySWrqUJkAWSRWKBTMnhghsIYYLMyYGbmMOVwZUGAHYSF1YKZW5kc3RyZWFtCmVuZG9iago0MCAwIG9iago8PCAvTGVuZ3RoIDY5IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDMxMVMwUDAxUNA1NLFUMDI2VjC3MFFIMeQCCoFYuVwwsRwwC6wshwumAcKyBMkaAk1CsMyNoJIIBtiMDK40AOtvFigKZW5kc3RyZWFtCmVuZG9iago0MSAwIG9iago8PCAvTGVuZ3RoIDU3IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDMxMVMwUDA0UNA1NLFUMDE2U9C1MFZIMeQCM0FiuVww2RwwCyidwwVTmINQl8OVwZUGAEw2DyAKZW5kc3RyZWFtCmVuZG9iago0MiAwIG9iago8PCAvTGVuZ3RoIDQyOSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1kk2y3DAIhPc+BRdwlfiRJZ1nUqksXu6/zdd4spgBAYam6fkMGxbH7tpWK21m2C+/8rj5fuxvezG3/VxRj0UNeWNbZJkvbIT5nBYj7HN56jsiMYjWa30pg7eXeQ57iM9hTCS8hjHSz6I3zY7M5wryepMNZhyKVJ3OZ4sPls1jWWFL1TmXbd7PMR+PJbA8HiVYwWtar/N87Vbmz3UoPMmGJ2h+usHewqjX59pFHszZZW06nCAISHB3KwocFHNMyACUq3eQmSGyVvMZtJIFT5328qh2WbFIbdFTrNA/blDjtZkaKO/OyUTB+XrsUNnO/DrrEVPJks6eM6yJocPNnjHtVnjwjBTEo6ZcFtB3wj06uMuVod0NZcECNwuEj7acamd7jhru4oZJRZ/FvbrbYUy4LaYo/LCK6ZAQBR5vQPa49AYl/DvNBYbjcNhqEWmRFI0ODRKAdBRSIeTm6C7cKcH383pfSvAkChjJJevQPFVNx+IkkkexfWrWew6pEFzJFtW6Ko7g/4UmVcOTzhKr2oqfeCM6/5ScsnuAd+oWo6VXMPIVmLT2+x8w96IECmVuZHN0cmVhbQplbmRvYmoKNDMgMCBvYmoKPDwgL0xlbmd0aCAzNTQgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRZK5bcVADERzVcEGBCyvPer5huHgu//Uj5QNBwJHvGe4ubcMsSN3hKSGrLXkQ6+wKTZMvh9E1ruR65AwE3espngOeV0xlvga4ge76wsJql9XeUPxJB7GuE8J3xXRLRGL2dg0sTXbvi6zBylTw7GzOgcR5c8zRam1cx5LNhGQTnJd8WLzyOrAphkM2dlcbM4yzDhawBUf2zlw1VLpErCcR2jg22VlueFFQdHUcZp4DYK41ShqWEKLwK9sr+uLmNK/FRwFEHAMwYfCN+uWdLe1FHS5vShp38FytmVNfZDuymA6Mt7WUljShX5DZckuKnhnCvKkliNYTUsCyGmcOrLuLGOWLQFycEFKB9kYP7gR3iE9Z9Mt9bznDdBE3Do83esocapAz2Bidtf81ThbZGe3Qs7ZklUcTfN5FiwSdd7Bh9jBESJmK7obvRvVa3xff+/yQbdnR/+RPvJ+XZ8/KAaFhgplbmRzdHJlYW0KZW5kb2JqCjQ0IDAgb2JqCjw8IC9MZW5ndGggMzQ0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2SyW0DMQxF71MFGxhA3LTU4yDIwe7/mkfaAXLiH0pD/kWZR4b4kjuWpA9Jc/nSS4F2hryu8NPo+UHxQR5bwqb4po4hoVMel6+QiOCUTm7uz66Py1a+O1k1xFgaUf+YHgnnZBgTt2hN1OBEl/dsncoeE03qtDoJUNBxdvH/m2/WyYf58/q57OwW9IKXNqr5OVRisjMX93OA1Fu8x+lqs3g1smSS2vmPUPrsPZowwDgdDmsVlpQcKJXO+gdyWQVncKW+kYRrgVYvuuGQgRcKMSeOyR7VPkf2hKrLji6rKRWoADDzhnRZfRtGqsnd83wdsnSkeGfq413hNd/IrNKGPHbdVtEolt7wLDMRpFoMH9fmRQzBKEbmpB/NF8WnXozuLvZZK7Z2KXFdddvTac/d7wMloQRbVkcH69YR6OSZcEHRnaNsMkMuBpd9FdhfhA/i/P4Fbrh/lQplbmRzdHJlYW0KZW5kb2JqCjQ1IDAgb2JqCjw8IC9MZW5ndGggMTk4IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2QMW7FMAxDd5+CFyhgUZLlnCdF0eH3/mtpIR/tEPDBjARSeRETlfjwRLJQVfi0cZC78NN0zNeI4D/ivh7ySIQ7fC+Elb7APWIaIgxe0kw4d+s9fK4mbs3lBJc0phz2Jr2wehONiHkcu5b2O2wHfEkV2XvGNO3615aBatO6sh178j79Gk7BV3t/FMwmvqkuJVvgDMRWHlfiq07CtZHq55M6lzr7bj19q+nMpdxQ0tDGe+RpQfZ5T/b3be/xPb5+AWPwSFgKZW5kc3RyZWFtCmVuZG9iago0NiAwIG9iago8PCAvTGVuZ3RoIDE1MSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFTksKAzEI3ecUXqCgjtHkPFPKLDL339ZnhhYCPvK+akZMzvQ6OskwCgt6SxPv1IXpLgRytRh/AG79VKtdLTM8/TdAsFJSIUGRTyedbczMFhLeHaJa92xyzP3TbSvcH4tkETJqV0bioiMZoNRB4V3L48ZgMsV1EFJdj+rBTYat0JglyGHbkUMRgf1I4afiap8v8V41tAplbmRzdHJlYW0KZW5kb2JqCjQ3IDAgb2JqCjw8IC9MZW5ndGggNTQgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMzIxUTBQMDdV0DU2VTA0M1QwNzdXSDHkgjFzwSyQZA4XVBWYAZLLgavK4crgSgMAF6kOiAplbmRzdHJlYW0KZW5kb2JqCjQ4IDAgb2JqCjw8IC9MZW5ndGggMjE5IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE1RO25DMQzbfQpdIID+ls/zgqJDe/+1lPoSZDBImJZE0XGUmHbQw4JCC8foKaup1qbfYS3+LHf9YFrnZuZBbk5WSS6F43QtZyV3IdvACDI9g9cy3sO03weTJtAZijqY4Ua7yyYV1HIrchL9jaQwJ4EbODWSYHgriTpsM5gxCt9+7/2GhDCIpLxZu5dh+WLo7tiqp3mg94HjPO0QNV7tEMoBwoOfagUbBSfp7s6dD8KUnH07WkYCOvGancHO6D/wnhGdV8FLKpQQ3M77mn1f/3Gt7/X1B+2VUeAKZW5kc3RyZWFtCmVuZG9iago0OSAwIG9iago8PCAvTGVuZ3RoIDMzMiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw9kUtuxEAIRPd9Ci5gCSjoz3kcRVk499+mwJosRtQYGopH7i0qK+XyrZLTJR3yZcOmSZrKL1VIIOQZtlOCJa5HYkMcU+IcuYfXQ0vxE90AeBvdI3S3ivnWprJbGjMZLqHoocDq6OmV6Rl8l0tsMgYjOsO6M7vhTPbipBpfZowzWH8tCWfwKsehoklwmStC4NqRhne08gQrlrhvvsnKqMtlLrYJgOO55uLn4kHxtGhYz/hga1Wwnn9sz/gZlkd8NkIqW6fypXotTqAzWypmuwasLab8x4vQXNlgjn6M+06yJi0GosNu4kegBK5lCzTcNjFbhFpVhx/ZtVSRsbrC8jZS8WVdChwRuYmJEXypnSHdQH1lPzoAkVbk7DNb+Srm2hCjD+GgIsoyHbxIbYFTDmotLLrgD/kujr5poQCv3bi4+QfbTYTffzc+fRwKZW5kc3RyZWFtCmVuZG9iagozMSAwIG9iago8PCAvVHlwZSAvRm9udCAvQmFzZUZvbnQgL0ZMUkJQTytOYW51bUJhcnVuR290aGljIC9GaXJzdENoYXIgMAovTGFzdENoYXIgMjU1IC9Gb250RGVzY3JpcHRvciAzMCAwIFIgL1N1YnR5cGUgL1R5cGUzCi9OYW1lIC9GTFJCUE8rTmFudW1CYXJ1bkdvdGhpYyAvRm9udEJCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdCi9Gb250TWF0cml4IFsgMC4wMDEgMCAwIDAuMDAxIDAgMCBdIC9DaGFyUHJvY3MgMzIgMCBSCi9FbmNvZGluZyA8PCAvVHlwZSAvRW5jb2RpbmcKL0RpZmZlcmVuY2VzIFsgMzIgL2NpZDEgNDQgL2NpZDEzIDQ2IC9jaWQxNSA0OCAvY2lkMTcgL2NpZDE4IDYxIC9jaWQzMCA5MSAvY2lkNjAgOTMKL2NpZDYyIDk1IC9jaWQ2NCA5NyAvY2lkNjYgMTAwIC9jaWQ2OSAvY2lkNzAgMTA0IC9jaWQ3MyAvY2lkNzQgMTA4IC9jaWQ3NwoxMTAgL2NpZDc5IDExMiAvY2lkODEgXQo+PgovV2lkdGhzIDI5IDAgUiA+PgplbmRvYmoKMzAgMCBvYmoKPDwgL1R5cGUgL0ZvbnREZXNjcmlwdG9yIC9Gb250TmFtZSAvRkxSQlBPK05hbnVtQmFydW5Hb3RoaWMgL0ZsYWdzIDMyCi9Gb250QkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0FzY2VudCA4NTAgL0Rlc2NlbnQgLTI5OSAvQ2FwSGVpZ2h0IDAKL1hIZWlnaHQgMCAvSXRhbGljQW5nbGUgMCAvU3RlbVYgMCAvTWF4V2lkdGggMTA1MiA+PgplbmRvYmoKMjkgMCBvYmoKWyA4OTIgMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgODkyIDIyNCAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNAoyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA0NDYgMjk3IDU4MyA1ODMKODkyIDg5MiAyOTcgNDQ2IDQ0NiA0NDYgNTgzIDI5NyA1ODMgMjk3IDQ0NiA1ODMgNTgzIDU4MyA1ODMgNTgzIDU4MyA1ODMgNTgzCjU4MyA1ODMgMjk3IDI5NyA0NDYgNTgzIDQ0NiA2NjkgMTA1MiA2NDQgNjI3IDYzOSA3MjEgNTk2IDU1NCA3MTAgNzE4IDI0Nwo0MTAgNjI2IDUyOSA4ODQgNzEwIDc1MiA1ODYgNzUyIDYxMCA1OTIgNjIxIDY5NiA2MzUgOTYxIDYxNyA2MTEgNTk0IDQ0NiA5NjEKNDQ2IDQzNCA0NDYgMjk3IDU2MCA1ODggNDkwIDU4OCA1NTkgMzQwIDU4OCA1OTIgMjQ0IDMwMSA1MzAgMjQ0IDg5MiA1OTIgNTc3CjU4OCA1ODggMzgzIDQ3NSAzNTcgNTkyIDUzMCA3ODggNTI4IDUzMCA0NzMgNDQ2IDQ0NiA0NDYgNjY5IDIyNCA4OTIgMjI0IDIyNAoyMjQgMjI0IDg5MiA4OTIgODkyIDIyNCA4OTIgMjI0IDg5MiA4OTIgMjI0IDIyNCAyMjQgMjI0IDMwMyAzMDMgNDQ2IDQ0NiA4OTIKODkyIDg5MiA4OTIgODkyIDIyNCA4OTIgODkyIDIyNCAyMjQgMjI0IDI5NyA4OTIgODkyIDg5MiA4OTIgODkyIDIyNCA0NDYgODkyCjg5MiA4OTIgODkyIDg5MiA4OTIgODkyIDIyNCA0NDYgODkyIDQ0NiA0NDYgODkyIDIyNCA4OTIgNDQ2IDQ0NiA0NDYgODkyIDg5Mgo4OTIgODkyIDg5MiA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQKMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDg5MiAyMjQgMjI0CjIyNCAyMjQgMjI0IDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNAoyMjQgMjI0IDg5MiA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgMjI0IF0KZW5kb2JqCjMyIDAgb2JqCjw8IC9jaWQxIDMzIDAgUiAvY2lkMTMgMzQgMCBSIC9jaWQxNSAzNSAwIFIgL2NpZDE3IDM2IDAgUiAvY2lkMTggMzcgMCBSCi9jaWQzMCAzOCAwIFIgL2NpZDYwIDM5IDAgUiAvY2lkNjIgNDAgMCBSIC9jaWQ2NCA0MSAwIFIgL2NpZDY2IDQyIDAgUgovY2lkNjkgNDMgMCBSIC9jaWQ3MCA0NCAwIFIgL2NpZDczIDQ1IDAgUiAvY2lkNzQgNDYgMCBSIC9jaWQ3NyA0NyAwIFIKL2NpZDc5IDQ4IDAgUiAvY2lkODEgNDkgMCBSID4+CmVuZG9iagozIDAgb2JqCjw8IC9GMSAzMSAwIFIgPj4KZW5kb2JqCjQgMCBvYmoKPDwgL0ExIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAgL2NhIDEgPj4KL0EyIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDEgL2NhIDAuMyA+PgovQTMgPDwgL1R5cGUgL0V4dEdTdGF0ZSAvQ0EgMSAvY2EgMSA+PiA+PgplbmRvYmoKNSAwIG9iago8PCA+PgplbmRvYmoKNiAwIG9iago8PCA+PgplbmRvYmoKNyAwIG9iago8PCAvTTAgMTMgMCBSIC9NMSAxNCAwIFIgL00yIDE1IDAgUiAvTTMgMTYgMCBSIC9NNCAxNyAwIFIgL001IDE4IDAgUgovTTYgMTkgMCBSIC9NNyAyMCAwIFIgL004IDIxIDAgUiAvTTkgMjIgMCBSIC9NMTAgMjMgMCBSIC9NMTEgMjQgMCBSCi9NMTIgMjUgMCBSIC9NMTMgMjYgMCBSIC9NMTQgMjcgMCBSIC9NMTUgMjggMCBSID4+CmVuZG9iagoxMyAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC0xMCAtMTAgMTAgMTAgXSAvTGVuZ3RoIDEzMgovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxtkDsOAyEMRHufYi4wCNaYXdqUuUaaKFLu34ZVpBGrpUFgP54/BR/LeNo4GPhaSb61XNr52lL0/egdrKnuXtoBT+ERXkHdXqYs9SNAmQJ5QAEFxAuXbLIqKfxijIHMNXjnudLyXp1Tb/x3y3kALgbkchNcrIxXN8/G32YP+wFZyUfPCmVuZHN0cmVhbQplbmRvYmoKMTQgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtMTAgLTEwIDEwIDEwIF0gL0xlbmd0aCAzMwovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzUMjiMlDwAmJThVwuXVMFIMrhglIZXFxOXABsVwYUCmVuZHN0cmVhbQplbmRvYmoKMTUgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtMTAgLTEwIDEwIDEwIF0gL0xlbmd0aCAxMzIKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicbZA7DgMhDER7n2IuMAjWmF3alLlGmihS7t+GVaQRq6VBYD+ePwUfy3jaOBj4Wkm+tVza+dpS9P3oHayp7l7aAU/hEV5B3V6mLPUjQJkCeUABBcQLl2yyKin8YoyBzDV457nS8l6dU2/8d8t5AC4G5HITXKyMVzfPxt9mD/sBWclHzwplbmRzdHJlYW0KZW5kb2JqCjE2IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTEwIC0xMCAxMCAxMCBdIC9MZW5ndGggMzMKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicM1DI4jJQ8AJiU4VcLl1TBSDK4YJSGVxcTlwAbFcGFAplbmRzdHJlYW0KZW5kb2JqCjE3IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTEwIC0xMCAxMCAxMCBdIC9MZW5ndGggMTMyCi9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nG2QOw4DIQxEe59iLjAI1phd2pS5RpooUu7fhlWkEaulQWA/nj8FH8t42jgY+FpJvrVc2vnaUvT96B2sqe5e2gFP4RFeQd1epiz1I0CZAnlAAQXEC5dssiop/GKMgcw1eOe50vJenVNv/HfLeQAuBuRyE1ysjFc3z8bfZg/7AVnJR88KZW5kc3RyZWFtCmVuZG9iagoxOCAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC0xMCAtMTAgMTAgMTAgXSAvTGVuZ3RoIDMzCi9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDNQyOIyUPACYlOFXC5dUwUgyuGCUhlcXE5cAGxXBhQKZW5kc3RyZWFtCmVuZG9iagoxOSAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC0xMCAtMTAgMTAgMTAgXSAvTGVuZ3RoIDEzMgovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxtkDsOAyEMRHufYi4wCNaYXdqUuUaaKFLu34ZVpBGrpUFgP54/BR/LeNo4GPhaSb61XNr52lL0/egdrKnuXtoBT+ERXkHdXqYs9SNAmQJ5QAEFxAuXbLIqKfxijIHMNXjnudLyXp1Tb/x3y3kALgbkchNcrIxXN8/G32YP+wFZyUfPCmVuZHN0cmVhbQplbmRvYmoKMjAgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtMTAgLTEwIDEwIDEwIF0gL0xlbmd0aCAzMwovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzUMjiMlDwAmJThVwuXVMFIMrhglIZXFxOXABsVwYUCmVuZHN0cmVhbQplbmRvYmoKMjEgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtMTAgLTEwIDEwIDEwIF0gL0xlbmd0aCAxMzIKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicbZA7DgMhDER7n2IuMAjWmF3alLlGmihS7t+GVaQRq6VBYD+ePwUfy3jaOBj4Wkm+tVza+dpS9P3oHayp7l7aAU/hEV5B3V6mLPUjQJkCeUABBcQLl2yyKin8YoyBzDV457nS8l6dU2/8d8t5AC4G5HITXKyMVzfPxt9mD/sBWclHzwplbmRzdHJlYW0KZW5kb2JqCjIyIDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTEwIC0xMCAxMCAxMCBdIC9MZW5ndGggMzMKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicM1DI4jJQ8AJiU4VcLl1TBSDK4YJSGVxcTlwAbFcGFAplbmRzdHJlYW0KZW5kb2JqCjIzIDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTEwIC0xMCAxMCAxMCBdIC9MZW5ndGggMTMyCi9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nG2QOw4DIQxEe59iLjAI1phd2pS5RpooUu7fhlWkEaulQWA/nj8FH8t42jgY+FpJvrVc2vnaUvT96B2sqe5e2gFP4RFeQd1epiz1I0CZAnlAAQXEC5dssiop/GKMgcw1eOe50vJenVNv/HfLeQAuBuRyE1ysjFc3z8bfZg/7AVnJR88KZW5kc3RyZWFtCmVuZG9iagoyNCAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC0xMCAtMTAgMTAgMTAgXSAvTGVuZ3RoIDMzCi9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDNQyOIyUPACYlOFXC5dUwUgyuGCUhlcXE5cAGxXBhQKZW5kc3RyZWFtCmVuZG9iagoyNSAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC0xMCAtMTAgMTAgMTAgXSAvTGVuZ3RoIDEzMgovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxtkDsOAyEMRHufYi4wCNaYXdqUuUaaKFLu34ZVpBGrpUFgP54/BR/LeNo4GPhaSb61XNr52lL0/egdrKnuXtoBT+ERXkHdXqYs9SNAmQJ5QAEFxAuXbLIqKfxijIHMNXjnudLyXp1Tb/x3y3kALgbkchNcrIxXN8/G32YP+wFZyUfPCmVuZHN0cmVhbQplbmRvYmoKMjYgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtMTAgLTEwIDEwIDEwIF0gL0xlbmd0aCAzMwovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJwzUMjiMlDwAmJThVwuXVMFIMrhglIZXFxOXABsVwYUCmVuZHN0cmVhbQplbmRvYmoKMjcgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtMTAgLTEwIDEwIDEwIF0gL0xlbmd0aCAxMzIKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicbZA7DgMhDER7n2IuMAjWmF3alLlGmihS7t+GVaQRq6VBYD+ePwUfy3jaOBj4Wkm+tVza+dpS9P3oHayp7l7aAU/hEV5B3V6mLPUjQJkCeUABBcQLl2yyKin8YoyBzDV457nS8l6dU2/8d8t5AC4G5HITXKyMVzfPxt9mD/sBWclHzwplbmRzdHJlYW0KZW5kb2JqCjI4IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTEwIC0xMCAxMCAxMCBdIC9MZW5ndGggMzMKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicM1DI4jJQ8AJiU4VcLl1TBSDK4YJSGVxcTlwAbFcGFAplbmRzdHJlYW0KZW5kb2JqCjIgMCBvYmoKPDwgL1R5cGUgL1BhZ2VzIC9LaWRzIFsgMTEgMCBSIF0gL0NvdW50IDEgPj4KZW5kb2JqCjUwIDAgb2JqCjw8IC9DcmVhdG9yIChNYXRwbG90bGliIHYzLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZykKL1Byb2R1Y2VyIChNYXRwbG90bGliIHBkZiBiYWNrZW5kIHYzLjcuMSkgL0NyZWF0aW9uRGF0ZSAoRDoyMDIzMDkwMTE1NDE1OVopCj4+CmVuZG9iagp4cmVmCjAgNTEKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDAwMDE2IDAwMDAwIG4gCjAwMDA0OTY2NjYgMDAwMDAgbiAKMDAwMDQ5MjkwNSAwMDAwMCBuIAowMDAwNDkyOTM3IDAwMDAwIG4gCjAwMDA0OTMwNzcgMDAwMDAgbiAKMDAwMDQ5MzA5OCAwMDAwMCBuIAowMDAwNDkzMTE5IDAwMDAwIG4gCjAwMDAwMDAwNjUgMDAwMDAgbiAKMDAwMDAwMDM0MCAwMDAwMCBuIAowMDAwNDg2NTk3IDAwMDAwIG4gCjAwMDAwMDAyMDggMDAwMDAgbiAKMDAwMDQ4NjU3NCAwMDAwMCBuIAowMDAwNDkzMzIyIDAwMDAwIG4gCjAwMDA0OTM1ODEgMDAwMDAgbiAKMDAwMDQ5Mzc0MCAwMDAwMCBuIAowMDAwNDkzOTk5IDAwMDAwIG4gCjAwMDA0OTQxNTggMDAwMDAgbiAKMDAwMDQ5NDQxNyAwMDAwMCBuIAowMDAwNDk0NTc2IDAwMDAwIG4gCjAwMDA0OTQ4MzUgMDAwMDAgbiAKMDAwMDQ5NDk5NCAwMDAwMCBuIAowMDAwNDk1MjUzIDAwMDAwIG4gCjAwMDA0OTU0MTIgMDAwMDAgbiAKMDAwMDQ5NTY3MSAwMDAwMCBuIAowMDAwNDk1ODMwIDAwMDAwIG4gCjAwMDA0OTYwODkgMDAwMDAgbiAKMDAwMDQ5NjI0OCAwMDAwMCBuIAowMDAwNDk2NTA3IDAwMDAwIG4gCjAwMDA0OTE2MDEgMDAwMDAgbiAKMDAwMDQ5MTM5MSAwMDAwMCBuIAowMDAwNDkwOTEwIDAwMDAwIG4gCjAwMDA0OTI2NDYgMDAwMDAgbiAKMDAwMDQ4NjYxNyAwMDAwMCBuIAowMDAwNDg2NzA3IDAwMDAwIG4gCjAwMDA0ODY5OTEgMDAwMDAgbiAKMDAwMDQ4NzE4OCAwMDAwMCBuIAowMDAwNDg3NDgyIDAwMDAwIG4gCjAwMDA0ODc2OTEgMDAwMDAgbiAKMDAwMDQ4NzgyOSAwMDAwMCBuIAowMDAwNDg3OTc2IDAwMDAwIG4gCjAwMDA0ODgxMTcgMDAwMDAgbiAKMDAwMDQ4ODI0NiAwMDAwMCBuIAowMDAwNDg4NzQ4IDAwMDAwIG4gCjAwMDA0ODkxNzUgMDAwMDAgbiAKMDAwMDQ4OTU5MiAwMDAwMCBuIAowMDAwNDg5ODYzIDAwMDAwIG4gCjAwMDA0OTAwODcgMDAwMDAgbiAKMDAwMDQ5MDIxMyAwMDAwMCBuIAowMDAwNDkwNTA1IDAwMDAwIG4gCjAwMDA0OTY3MjYgMDAwMDAgbiAKdHJhaWxlcgo8PCAvU2l6ZSA1MSAvUm9vdCAxIDAgUiAvSW5mbyA1MCAwIFIgPj4Kc3RhcnR4cmVmCjQ5Njg3NwolJUVPRgo=\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "fig, axes = plt.subplots(2, 4, figsize=(20, 8))\n",
        "for axx, n_hidden_nodes in zip(axes, [10, 100]):\n",
        "    for ax, alpha in zip(axx, [0.0001, 0.01, 0.1, 1]):\n",
        "        mlp = MLPClassifier(solver='lbfgs', random_state=0,\n",
        "                            hidden_layer_sizes=[n_hidden_nodes, n_hidden_nodes],\n",
        "                            alpha=alpha, max_iter=1000)\n",
        "        mlp.fit(X_train, y_train)\n",
        "        mglearn.plots.plot_2d_separator(mlp, X_train, fill=True, alpha=.3, ax=ax)\n",
        "        mglearn.discrete_scatter(X_train[:, 0], X_train[:, 1], y_train, ax=ax)\n",
        "        ax.set_title(\"n_hidden=[{}, {}]\\nalpha={:.4f}\".format(\n",
        "                      n_hidden_nodes, n_hidden_nodes, alpha))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "00gs3ilPpK2p",
        "outputId": "ece91218-b2a8-47f5-f296-9e82a1b9a364",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 434
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x800 with 8 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "fig, axes = plt.subplots(2, 4, figsize=(20, 8))\n",
        "for i, ax in enumerate(axes.ravel()):\n",
        "    mlp = MLPClassifier(solver='lbfgs', random_state=i,\n",
        "                        hidden_layer_sizes=[100, 100])\n",
        "    mlp.fit(X_train, y_train)\n",
        "    mglearn.plots.plot_2d_separator(mlp, X_train, fill=True, alpha=.3, ax=ax)\n",
        "    mglearn.discrete_scatter(X_train[:, 0], X_train[:, 1], y_train, ax=ax)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "3xVAStn5pK2p",
        "outputId": "5f300357-9ed0-45d5-e77b-e9c837365dbf",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "유방암 데이터의 특성별 최대값:\n",
            " [  28.11    39.28   188.5   2501.       0.163    0.345    0.427    0.201\n",
            "    0.304    0.097    2.873    4.885   21.98   542.2      0.031    0.135\n",
            "    0.396    0.053    0.079    0.03    36.04    49.54   251.2   4254.\n",
            "    0.223    1.058    1.252    0.291    0.664    0.207]\n"
          ]
        }
      ],
      "source": [
        "print(\"유방암 데이터의 특성별 최대값:\\n\", cancer.data.max(axis=0))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ROtvhYwZpK2p",
        "outputId": "313a0a4e-e084-46ec-b3dd-26ca3d0df119",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 정확도: 0.94\n",
            "테스트 세트 정확도: 0.92\n"
          ]
        }
      ],
      "source": [
        "X_train, X_test, y_train, y_test = train_test_split(\n",
        "    cancer.data, cancer.target, random_state=0)\n",
        "\n",
        "mlp = MLPClassifier(random_state=42)\n",
        "mlp.fit(X_train, y_train)\n",
        "\n",
        "print(\"훈련 세트 정확도: {:.2f}\".format(mlp.score(X_train, y_train)))\n",
        "print(\"테스트 세트 정확도: {:.2f}\".format(mlp.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "jtKTzfu2pK2p",
        "outputId": "a85fb5c7-0e8d-4dc1-f364-d275dd36679a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 정확도: 0.991\n",
            "테스트 세트 정확도: 0.965\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n",
            "  warnings.warn(\n"
          ]
        }
      ],
      "source": [
        "# 훈련 세트 각 특성의 평균을 계산합니다\n",
        "mean_on_train = X_train.mean(axis=0)\n",
        "# 훈련 세트 각 특성의 표준 편차를 계산합니다\n",
        "std_on_train = X_train.std(axis=0)\n",
        "\n",
        "# 데이터에서 평균을 빼고 표준 편차로 나누면\n",
        "# 평균 0, 표준 편차 1 인 데이터로 변환됩니다.\n",
        "X_train_scaled = (X_train - mean_on_train) / std_on_train\n",
        "# (훈련 데이터의 평균과 표준 편차를 이용해) 같은 변환을 테스트 세트에도 합니다\n",
        "X_test_scaled = (X_test - mean_on_train) / std_on_train\n",
        "\n",
        "mlp = MLPClassifier(random_state=0)\n",
        "mlp.fit(X_train_scaled, y_train)\n",
        "\n",
        "print(\"훈련 세트 정확도: {:.3f}\".format(mlp.score(X_train_scaled, y_train)))\n",
        "print(\"테스트 세트 정확도: {:.3f}\".format(mlp.score(X_test_scaled, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "pryoUhOkpK2p",
        "outputId": "cc4222d8-6bb1-4f4e-e6f3-9e8ec18bb94b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 정확도: 1.000\n",
            "테스트 세트 정확도: 0.972\n"
          ]
        }
      ],
      "source": [
        "mlp = MLPClassifier(max_iter=1000, random_state=0)\n",
        "mlp.fit(X_train_scaled, y_train)\n",
        "\n",
        "print(\"훈련 세트 정확도: {:.3f}\".format(mlp.score(X_train_scaled, y_train)))\n",
        "print(\"테스트 세트 정확도: {:.3f}\".format(mlp.score(X_test_scaled, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "KBJdhCRcpK2u",
        "outputId": "331c0725-1eb8-4dbc-88f2-641092981ef3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 세트 정확도: 0.988\n",
            "테스트 세트 정확도: 0.972\n"
          ]
        }
      ],
      "source": [
        "mlp = MLPClassifier(max_iter=1000, alpha=1, random_state=0)\n",
        "mlp.fit(X_train_scaled, y_train)\n",
        "\n",
        "print(\"훈련 세트 정확도: {:.3f}\".format(mlp.score(X_train_scaled, y_train)))\n",
        "print(\"테스트 세트 정확도: {:.3f}\".format(mlp.score(X_test_scaled, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "FRJZ1C0ypK2u",
        "outputId": "8a366740-e0e5-4dec-e62a-6b13c67d3176",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([0.026, 0.041, 0.033, 0.031, 0.017, 0.018, 0.036, 0.041, 0.024,\n",
              "        0.017, 0.055, 0.017, 0.04 , 0.037, 0.013, 0.034, 0.012, 0.016,\n",
              "        0.014, 0.03 , 0.049, 0.052, 0.042, 0.043, 0.032, 0.015, 0.041,\n",
              "        0.049, 0.038, 0.026]),\n",
              " array([0.001, 0.002, 0.001, 0.001, 0.   , 0.   , 0.001, 0.002, 0.001,\n",
              "        0.   , 0.003, 0.   , 0.002, 0.001, 0.   , 0.001, 0.   , 0.   ,\n",
              "        0.   , 0.001, 0.002, 0.003, 0.002, 0.002, 0.001, 0.   , 0.002,\n",
              "        0.002, 0.001, 0.001]))"
            ]
          },
          "metadata": {},
          "execution_count": 110
        }
      ],
      "source": [
        "mlp.coefs_[0].std(axis=1), mlp.coefs_[0].var(axis=1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "b0U6altSpK2v",
        "outputId": "164f77a7-ffb4-4175-a519-92c1a811bcb1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 305
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x500 with 2 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.figure(figsize=(20, 5))\n",
        "plt.imshow(mlp.coefs_[0], interpolation='none', cmap='viridis')\n",
        "plt.yticks(range(30), cancer.feature_names)\n",
        "plt.xlabel(\"은닉 유닛\")\n",
        "plt.ylabel(\"입력 특성\")\n",
        "plt.colorbar()\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "G52tG-GwpK2w"
      },
      "source": [
        "#### 장단점과 매개변수\n",
        "#### 신경망의 복잡도 추정"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SSPLHxCepK2w"
      },
      "source": [
        "## 2.4 분류 예측의 불확실성 추정"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "2lFZaMrRpK2w",
        "outputId": "c2671b1b-fb0c-413b-f4bd-e308509b883d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "GradientBoostingClassifier(random_state=0)"
            ],
            "text/html": [
              "<style>#sk-container-id-4 {color: black;}#sk-container-id-4 pre{padding: 0;}#sk-container-id-4 div.sk-toggleable {background-color: white;}#sk-container-id-4 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-4 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-4 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-4 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-4 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-4 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-4 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-4 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-4 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-4 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-4 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-4 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-4 div.sk-item {position: relative;z-index: 1;}#sk-container-id-4 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-4 div.sk-item::before, #sk-container-id-4 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-4 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-4 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-4 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-4 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-4 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-4 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-4 div.sk-label-container {text-align: center;}#sk-container-id-4 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-4 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-4\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GradientBoostingClassifier(random_state=0)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" checked><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GradientBoostingClassifier</label><div class=\"sk-toggleable__content\"><pre>GradientBoostingClassifier(random_state=0)</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 112
        }
      ],
      "source": [
        "from sklearn.ensemble import GradientBoostingClassifier\n",
        "from sklearn.datasets import make_circles\n",
        "X, y = make_circles(noise=0.25, factor=0.5, random_state=1)\n",
        "\n",
        "# 예제를 위해 클래스의 이름을 \"blue\" 와 \"red\" 로 바꿉니다\n",
        "y_named = np.array([\"blue\", \"red\"])[y]\n",
        "\n",
        "# 여러개의 배열을 한꺼번에 train_test_split 에 넣을 수 있습니다\n",
        "# 훈련 세트와 테스트 세트로 나뉘는 방식은 모두 같습니다.\n",
        "X_train, X_test, y_train_named, y_test_named, y_train, y_test = \\\n",
        "    train_test_split(X, y_named, y, random_state=0)\n",
        "\n",
        "# 그래디언트 부스팅 모델을 만듭니다\n",
        "gbrt = GradientBoostingClassifier(random_state=0)\n",
        "gbrt.fit(X_train, y_train_named)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uOFH2JocpK2w"
      },
      "source": [
        "### 2.4.1 결정 함수"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "k_RSxUA4pK2w",
        "outputId": "3bcc6523-5e15-4415-afec-250aae466f2b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "X_test.shape: (25, 2)\n",
            "결정 함수 결과 형태: (25,)\n"
          ]
        }
      ],
      "source": [
        "print(\"X_test.shape:\", X_test.shape)\n",
        "print(\"결정 함수 결과 형태:\", gbrt.decision_function(X_test).shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "KSvudc79pK2x",
        "outputId": "e98a3b00-29b3-4ea7-ae46-476907b6c8e7",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "결정 함수:\n",
            " [ 4.136 -1.702 -3.951 -3.626  4.29   3.662]\n"
          ]
        }
      ],
      "source": [
        "# 결정 함수 결과 중 앞부분 일부를 확인합니다\n",
        "print(\"결정 함수:\\n\", gbrt.decision_function(X_test)[:6])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "64z4FF0CpK2x",
        "outputId": "94f2abb2-cad2-4128-acf1-8b17e994e840",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "임계치와 결정 함수 결과 비교:\n",
            " [ True False False False  True  True False  True  True  True False  True\n",
            "  True False  True False False False  True  True  True  True  True False\n",
            " False]\n",
            "예측:\n",
            " ['red' 'blue' 'blue' 'blue' 'red' 'red' 'blue' 'red' 'red' 'red' 'blue'\n",
            " 'red' 'red' 'blue' 'red' 'blue' 'blue' 'blue' 'red' 'red' 'red' 'red'\n",
            " 'red' 'blue' 'blue']\n"
          ]
        }
      ],
      "source": [
        "print(\"임계치와 결정 함수 결과 비교:\\n\",\n",
        "      gbrt.decision_function(X_test) > 0)\n",
        "print(\"예측:\\n\", gbrt.predict(X_test))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "xstYY8zSpK2x",
        "outputId": "4c148ebd-16e6-4edf-e4db-c9e893ca3ea3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "pred 는 예측 결과와 같다: True\n"
          ]
        }
      ],
      "source": [
        "# 불리언 값을 0과 1로 변환합니다\n",
        "greater_zero = (gbrt.decision_function(X_test) > 0).astype(int)\n",
        "# classes_에 인덱스로 사용합니다\n",
        "pred = gbrt.classes_[greater_zero]\n",
        "# pred 와 gbrt.predict의 결과를 비교합니다\n",
        "print(\"pred 는 예측 결과와 같다:\",\n",
        "      np.all(pred == gbrt.predict(X_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0bjXUM2dpK2x",
        "outputId": "38211fb9-e332-459b-b41a-10d4de2ec005",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "결정 함수 최소값: -7.69 최대값: 4.29\n"
          ]
        }
      ],
      "source": [
        "decision_function = gbrt.decision_function(X_test)\n",
        "print(\"결정 함수 최소값: {:.2f} 최대값: {:.2f}\".format(\n",
        "      np.min(decision_function), np.max(decision_function)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PKkNtee_pK2x",
        "outputId": "5dd75ba0-139c-4125-d92e-7e6f78123c9b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 505
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1300x500 with 3 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "fig, axes = plt.subplots(1, 2, figsize=(13, 5))\n",
        "\n",
        "mglearn.tools.plot_2d_separator(gbrt, X, ax=axes[0], alpha=.4,\n",
        "                                fill=True, cm=mglearn.cm2)\n",
        "scores_image = mglearn.tools.plot_2d_scores(gbrt, X, ax=axes[1],\n",
        "                                            alpha=.4, cm=mglearn.ReBl)\n",
        "\n",
        "for ax in axes:\n",
        "    # 훈련 포인트와 테스트 포인트를 그리기\n",
        "    mglearn.discrete_scatter(X_test[:, 0], X_test[:, 1], y_test,\n",
        "                             markers='^', ax=ax)\n",
        "    mglearn.discrete_scatter(X_train[:, 0], X_train[:, 1], y_train,\n",
        "                             markers='o', ax=ax)\n",
        "    ax.set_xlabel(\"특성 0\")\n",
        "    ax.set_ylabel(\"특성 1\")\n",
        "cbar = plt.colorbar(scores_image, ax=axes.tolist())\n",
        "cbar.set_alpha(1)\n",
        "fig.draw_without_rendering()\n",
        "axes[0].legend([\"테스트 클래스 0\", \"테스트 클래스 1\", \"훈련 클래스 0\",\n",
        "                \"훈련 클래스 1\"], ncol=4, loc=(.1, 1.1))\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VYGcJ_gppK2y"
      },
      "source": [
        "### 2.4.2 예측 확률"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "K1bay3OjpK2y",
        "outputId": "df6694e6-6d67-4337-e7a4-0a8c697ebf6e",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "확률 값의 형태: (25, 2)\n"
          ]
        }
      ],
      "source": [
        "print(\"확률 값의 형태:\", gbrt.predict_proba(X_test).shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "lAn6WQqUpK2y",
        "outputId": "796f80bd-5c5e-4aab-9ea1-10f82e117fee",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Predicted probabilities:\n",
            " [[0.016 0.984]\n",
            " [0.846 0.154]\n",
            " [0.981 0.019]\n",
            " [0.974 0.026]\n",
            " [0.014 0.986]\n",
            " [0.025 0.975]]\n"
          ]
        }
      ],
      "source": [
        "# predict_proba 결과 중 앞부분 일부를 확인합니다\n",
        "print(\"Predicted probabilities:\\n\",\n",
        "      gbrt.predict_proba(X_test[:6]))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "W33Wp304pK2y",
        "outputId": "51875c57-d0fe-426d-c272-9948b5e346e5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 505
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1300x500 with 3 Axes>"
            ],
            "image/png": "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\n",
            "application/pdf": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "fig, axes = plt.subplots(1, 2, figsize=(13, 5))\n",
        "\n",
        "mglearn.tools.plot_2d_separator(\n",
        "    gbrt, X, ax=axes[0], alpha=.4, fill=True, cm=mglearn.cm2)\n",
        "scores_image = mglearn.tools.plot_2d_scores(\n",
        "    gbrt, X, ax=axes[1], alpha=.5, cm=mglearn.ReBl, function='predict_proba')\n",
        "\n",
        "for ax in axes:\n",
        "    # 훈련 포인트와 테스트 포인트를 그리기\n",
        "    mglearn.discrete_scatter(X_test[:, 0], X_test[:, 1], y_test,\n",
        "                             markers='^', ax=ax)\n",
        "    mglearn.discrete_scatter(X_train[:, 0], X_train[:, 1], y_train,\n",
        "                             markers='o', ax=ax)\n",
        "    ax.set_xlabel(\"특성 0\")\n",
        "    ax.set_ylabel(\"특성 1\")\n",
        "# colorbar 를 감추지 않습니다.\n",
        "cbar = plt.colorbar(scores_image, ax=axes.tolist())\n",
        "cbar.set_alpha(1)\n",
        "fig.draw_without_rendering()\n",
        "axes[0].legend([\"테스트 클래스 0\", \"테스트 클래스 1\", \"훈련 클래스 0\",\n",
        "                \"훈련 클래스 1\"], ncol=4, loc=(.1, 1.1))\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gGhexdIopK2z"
      },
      "source": [
        "![](https://scikit-learn.org/stable/_images/sphx_glr_plot_classifier_comparison_001.png)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-eROj1ndpK2z"
      },
      "source": [
        "### 2.4.3 다중 분류에서의 불확실성"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "k04rHrlIpK2z",
        "outputId": "a7d56cc2-3e6e-4e41-e93d-1ef1e4bef66b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "GradientBoostingClassifier(learning_rate=0.01, random_state=0)"
            ],
            "text/html": [
              "<style>#sk-container-id-5 {color: black;}#sk-container-id-5 pre{padding: 0;}#sk-container-id-5 div.sk-toggleable {background-color: white;}#sk-container-id-5 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-5 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-5 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-5 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-5 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-5 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-5 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-5 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-5 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-5 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-5 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-5 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-5 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-5 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-5 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-5 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-5 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-5 div.sk-item {position: relative;z-index: 1;}#sk-container-id-5 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-5 div.sk-item::before, #sk-container-id-5 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-5 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-5 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-5 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-5 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-5 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-5 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-5 div.sk-label-container {text-align: center;}#sk-container-id-5 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-5 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-5\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GradientBoostingClassifier(learning_rate=0.01, random_state=0)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" checked><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GradientBoostingClassifier</label><div class=\"sk-toggleable__content\"><pre>GradientBoostingClassifier(learning_rate=0.01, random_state=0)</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 122
        }
      ],
      "source": [
        "from sklearn.datasets import load_iris\n",
        "\n",
        "iris = load_iris()\n",
        "X_train, X_test, y_train, y_test = train_test_split(\n",
        "    iris.data, iris.target, random_state=42)\n",
        "\n",
        "gbrt = GradientBoostingClassifier(learning_rate=0.01, random_state=0)\n",
        "gbrt.fit(X_train, y_train)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ND9-wWuVpK2z",
        "outputId": "206575b2-0171-47f4-fbd3-e5a57e6a0dc1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "결정 함수의 결과 형태: (38, 3)\n",
            "결정 함수 결과:\n",
            " [[-1.996  0.048 -1.927]\n",
            " [ 0.061 -1.908 -1.928]\n",
            " [-1.991 -1.876  0.097]\n",
            " [-1.996  0.048 -1.927]\n",
            " [-1.997 -0.135 -1.203]\n",
            " [ 0.061 -1.908 -1.928]]\n"
          ]
        }
      ],
      "source": [
        "print(\"결정 함수의 결과 형태:\", gbrt.decision_function(X_test).shape)\n",
        "# decision function 결과 중 앞부분 일부를 확인합니다.\n",
        "print(\"결정 함수 결과:\\n\", gbrt.decision_function(X_test)[:6, :])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "pqONZazvpK2z",
        "outputId": "df603320-b899-4b61-8999-4d41151921b1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "가장 큰 결정 함수의 인덱스:\n",
            " [1 0 2 1 1 0 1 2 1 1 2 0 0 0 0 1 2 1 1 2 0 2 0 2 2 2 2 2 0 0 0 0 1 0 0 2 1\n",
            " 0]\n",
            "예측:\n",
            " [1 0 2 1 1 0 1 2 1 1 2 0 0 0 0 1 2 1 1 2 0 2 0 2 2 2 2 2 0 0 0 0 1 0 0 2 1\n",
            " 0]\n"
          ]
        }
      ],
      "source": [
        "print(\"가장 큰 결정 함수의 인덱스:\\n\",\n",
        "      np.argmax(gbrt.decision_function(X_test), axis=1))\n",
        "print(\"예측:\\n\", gbrt.predict(X_test))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "KR3JSzkXpK20",
        "outputId": "048a6380-910b-455f-9852-1da5e9c9970f",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "예측 확률:\n",
            " [[0.102 0.788 0.109]\n",
            " [0.783 0.109 0.107]\n",
            " [0.098 0.11  0.792]\n",
            " [0.102 0.788 0.109]\n",
            " [0.104 0.667 0.229]\n",
            " [0.783 0.109 0.107]]\n",
            "합: [1. 1. 1. 1. 1. 1.]\n"
          ]
        }
      ],
      "source": [
        "# predict_proba 결과 중 앞부분 일부를 확인합니다\n",
        "print(\"예측 확률:\\n\", gbrt.predict_proba(X_test)[:6])\n",
        "# 행 방향으로 확률을 더하면 1 이 됩니다\n",
        "print(\"합:\", gbrt.predict_proba(X_test)[:6].sum(axis=1))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "scrolled": true,
        "id": "jdrzIq5OpK20",
        "outputId": "23cfa4d7-30ea-49d8-b5b2-86b7b345fa7f",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "가장 큰 예측 확률의 인덱스:\n",
            " [1 0 2 1 1 0 1 2 1 1 2 0 0 0 0 1 2 1 1 2 0 2 0 2 2 2 2 2 0 0 0 0 1 0 0 2 1\n",
            " 0]\n",
            "예측:\n",
            " [1 0 2 1 1 0 1 2 1 1 2 0 0 0 0 1 2 1 1 2 0 2 0 2 2 2 2 2 0 0 0 0 1 0 0 2 1\n",
            " 0]\n"
          ]
        }
      ],
      "source": [
        "print(\"가장 큰 예측 확률의 인덱스:\\n\",\n",
        "      np.argmax(gbrt.predict_proba(X_test), axis=1))\n",
        "print(\"예측:\\n\", gbrt.predict(X_test))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NDSN3xYPpK20"
      },
      "source": [
        "사이킷런 0.20 버전에서 `LogisticRegression`의 `multi_class` 매개변수 옵션에 `auto`가 추가되었습니다. `auto`로 설정하면 이진 분류이거나 `solver`가 `liblinear`일 경우에는 `ovr`을 선택하고 그 외에는 `multinomial`을 선택합니다. 사이킷런 0.22 버전부터는 `multi_class` 매개변수의 기본값이 `ovr`에서 `auto`로 변경됩니다."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0qinNc7wpK20",
        "outputId": "332f4f44-ff14-46eb-82fd-d68a0f6332d5",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 데이터에 있는 클래스 종류: ['setosa' 'versicolor' 'virginica']\n",
            "예측: ['versicolor' 'setosa' 'virginica' 'versicolor' 'versicolor' 'setosa'\n",
            " 'versicolor' 'virginica' 'versicolor' 'versicolor']\n",
            "가장 큰 결정 함수의 인덱스: [1 0 2 1 1 0 1 2 1 1]\n",
            "인덱스를 classses_에 연결: ['versicolor' 'setosa' 'virginica' 'versicolor' 'versicolor' 'setosa'\n",
            " 'versicolor' 'virginica' 'versicolor' 'versicolor']\n"
          ]
        }
      ],
      "source": [
        "logreg = LogisticRegression(max_iter=1000)\n",
        "\n",
        "# iris 데이터셋의 타깃을 클래스 이름으로 나타내기\n",
        "named_target = iris.target_names[y_train]\n",
        "logreg.fit(X_train, named_target)\n",
        "print(\"훈련 데이터에 있는 클래스 종류:\", logreg.classes_)\n",
        "print(\"예측:\", logreg.predict(X_test)[:10])\n",
        "argmax_dec_func = np.argmax(logreg.decision_function(X_test), axis=1)\n",
        "print(\"가장 큰 결정 함수의 인덱스:\", argmax_dec_func[:10])\n",
        "print(\"인덱스를 classses_에 연결:\",\n",
        "      logreg.classes_[argmax_dec_func][:10])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lA-UzmyDpK20"
      },
      "source": [
        "## 2.5 요약 및 정리"
      ]
    }
  ],
  "metadata": {
    "environment": {
      "kernel": "python3",
      "name": "common-cpu.m102",
      "type": "gcloud",
      "uri": "gcr.io/deeplearning-platform-release/base-cpu:m102"
    },
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.12"
    },
    "latex_metadata": {
      "author": "Andreas C. M\\\"ller",
      "title": "Machine Learning with Python"
    },
    "colab": {
      "provenance": []
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}